---
title: Why Your AI Projects Need an AI Data Fabric
description: An AI data fabric is a unified architecture that connects, governs, and continuously makes available all the data an AI system needs - across sources...
image: https://www.rayven.io/hubfs/agent-fleet/blog-heroes/why-your-ai-projects-need-an-ai-data-fabric-hero.jpg
---

[![Rayven-logo](https://www.rayven.io/hubfs/Picture1.png) ](https://www.rayven.io/)

- [ Partner with Rayven ](https://www.rayven.io/partners)

 Solutions

[ Platform ](https://www.rayven.io/platform)

[ Industries + Roles ](https://www.rayven.io/industries-and-roles)

[ Services ](https://www.rayven.io/services)

[ Partner ](https://www.rayven.io/partners)

[ Resources ](https://www.rayven.io/blog)

[ Talk to expert ](https://www.rayven.io/free-assessment)

[ Instant Solution Plan → ](https://www.rayven.io/tools/readiness-assessment)

[![CustomAI](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/CustomAI.png)

**Custom AI + Agents**

Train and deploy AI trained on your files, systems + data.

](https://www.rayven.io/solutions/custom-ai-solutions)

[![4-Build-Solution-orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/4-Build-Solution-orange-bev.png)

**Custom Applications**

We build tools, apps + software over the top of your existing stack.

](https://www.rayven.io/solutions/custom-software)

[![2-Unify-Solution-Orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/2-Unify-Solution-Orange-bev.png)

**Integrations**

Integrate and move data across all your systems, assets + files.

](https://www.rayven.io/solutions/data-integration-platform)

[![Data-Platform](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/Data-Platform.png)

**Unified Data Platforms**

Complete platforms, pipelines, hybrid storage + real-time orchestration.

](https://www.rayven.io/solutions/unified-data-platform)

[![3-Act-Solution-Orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/3-Act-Solution-Orange-bev.png)

**Automations**

Design and run real-time automation across systems, data + workflows.

](https://www.rayven.io/solutions/automation-software)

[![5-Context-Solution-Orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/5-Context-Solution-Orange-bev.png)

**IoT Solutions**

IoT platform for building custom IoT solutions that work with any device.

](https://www.rayven.io/iot-platform)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    Rayven MCP

](https://www.rayven.io/solutions/custom-ai-solutions/rayven-mcp)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    AI Data Fabric

](https://www.rayven.io/solutions/custom-ai-solutions/ai-data-fabric)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    AI Agents

](https://www.rayven.io/solutions/custom-ai-solutions/agentic-ai)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    Private LLM

](https://www.rayven.io/solutions/custom-ai-solutions/private-llm)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

Field Applications

](https://www.rayven.io/solutions/data-collection-software)

[![We deliver custom solutions that fit your business and industry better, fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790017847.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJZfbNHGWvkhUn54nReIR%2BH7HPwV37M%2Fy3f%2F0ka9Rcfd3HtINVBLGhqK5fmTfkb%2F2gw3EPgdayapQ3cbig%2B3Hj%2FfXgHkHFYO%2B%2F2n2VeCKKXmNWu6GNR4nlyhu%2BmE4M8FP18JQ%3D%3D&webInteractiveContentId=183790017847&portalId=8302174)

[![Rayven-fav-icon](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Logos/Rayven-fav-icon.svg)

**Platform Overview**

A unified platform to integrate, automate, and build custom AI + apps.

](https://www.rayven.io/platform)

[![integration-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-layer.svg)

**Integration Layer**

Connects IT, OT, SaaS, IoT, APIs, files + more into one pipeline.

](https://www.rayven.io/platform/integration)

[![data-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-layer.svg)

**Data Layer**

Transforms + contextualises your data into an AI-ready source of truth.

](https://www.rayven.io/platform/data)

[![execution-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-layer.svg)

**Execution Layer**

Automate workflows, trigger actions using real-time data + AI.

](https://www.rayven.io/platform/execution)

[![presentation-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-layer.svg)

**Presentation / UI Layer**

Turns your data into real-time dashboards, reports + custom UIs.

](https://www.rayven.io/platform/presentation)

[![security-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-layer.svg)

**Security, Governance + Hosting**

Protects the platform with access control, encryption + audit logging.

](https://www.rayven.io/platform/security)

[![integration-file-uploads](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-file-uploads.svg)

File Uploads

](https://www.rayven.io/platform/integration/file-uploads)

[![integration-ai-connectors](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-ai-connectors.svg)

AI Connectors

](https://www.rayven.io/platform/integration/ai-connectors)

[![integration-it-ot-connectors](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-it-ot-connectors.svg)

IT / OT Connectors

](https://www.rayven.io/platform/integration/prebuilt-connectors)

[![integration-custom-integrations](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-custom-integrations.svg)

Custom Integrations

](https://www.rayven.io/platform/integration/custom-integrations)

[![integration-api-endpoints](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-api-endpoints.svg)

API Endpoints

](https://www.rayven.io/platform/integration/api-endpoints)

[![integration-iot-devices-protocols](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-iot-devices-protocols.svg)

IoT Devices + Protocols

](https://www.rayven.io/platform/integration/iot-devices-protocols)

[![integration-forms-manual-input](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-forms-manual-input.svg)

Forms + Manual Input

](https://www.rayven.io/platform/integration/forms-manual-input)

[![integration-streaming-data](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-streaming-data.svg)

Streaming Data

](https://www.rayven.io/platform/integration/streaming-data-connectors)

[![data-real-time-data-processing](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-real-time-data-processing.svg)

Real-Time Data Processing

](https://www.rayven.io/platform/data/real-time-data-processing)

[![data-unified-data-tables](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-unified-data-tables.svg)

Unified Data Tables

](https://www.rayven.io/platform/data/unified-data-tables)

[![data-data-management](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-data-management.svg)

Data Management

](https://www.rayven.io/platform/data/data-management)

[![data-data-transformation](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-data-transformation.svg)

Data Transformation

](https://www.rayven.io/platform/data/data-transformation)

[![data-file-parsing](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-file-parsing.svg)

File Parsing

](https://www.rayven.io/platform/data/file-parsing)

[![data-calculation-aggregation](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-calculation-aggregation.svg)

Calculation + Aggregation

](https://www.rayven.io/platform/data/calculation-aggregation)

[![data-ai-models-training](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-ai-models-training.svg)

AI Models + Training

](https://www.rayven.io/platform/data/ai-models-training)

[![data-data-storage](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-data-storage.svg)

Data Storage

](https://www.rayven.io/platform/data/sql-cassandra-storage)

[![execution-workflows-triggers](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-workflows-triggers.svg)

Workflows + Triggers

](https://www.rayven.io/platform/execution/workflows-triggers)

[![execution-control-automation](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-control-automation.svg)

Control + Automation

](https://www.rayven.io/platform/execution/control-automation)

[![execution-predictive-ai-machine-learning](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-predictive-ai-machine-learning.svg)

Predictive AI / ML

](https://www.rayven.io/platform/execution/predictive-ai-machine-learning)

[![execution-gen-ai-ai-agents](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-gen-ai-ai-agents.svg)

Gen AI + AI Agents

](https://www.rayven.io/platform/execution/gen-ai-agents)

[![execution-approvals-exceptions](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-approvals-exceptions.svg)

Approvals + Exceptions

](https://www.rayven.io/platform/execution/approvals-exceptions)

[![rayven-mcp-icon](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/rayven-mcp-icon.svg)

Rayven MCP

](https://www.rayven.io/platform/execution/rayven-mcp)

[![presentation-dashboards-visualizations](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-dashboards-visualizations.svg)

Dashboards + Visualizations

](https://www.rayven.io/platform/presentation/dashboards-visualizations)

[![presentation-widgets-ui-components](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-widgets-ui-components.svg)

Widgets + UI Components

](https://www.rayven.io/platform/presentation/widgets-ui-components)

[![presentation-notifications-alerts](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-notifications-alerts.svg)

Notifications + Alerts

](https://www.rayven.io/platform/presentation/notifications-alerts)

[![presentation-dynamic-reports](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-dynamic-reports.svg)

Dynamic Reports

](https://www.rayven.io/platform/presentation/dynamic-reports)

[![presentation-custom-form-builder](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-custom-form-builder.svg)

Custom Form Builder

](https://www.rayven.io/platform/presentation/custom-form-builder)

[![presentation-screen-flows-hierarchies](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-screen-flows-hierarchies.svg)

Screen Flows + Hierarchies

](https://www.rayven.io/platform/presentation/screen-flows-hierarchies)

[![presentation-html-javascript](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-html-javascript.svg)

HTML + JavaScript

](https://www.rayven.io/platform/presentation/html-javascript)

[![presentation-qr-code-generator](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-qr-code-generator.svg)

QR Code Generator

](https://www.rayven.io/platform/presentation/qr-code-generator)

[![presentation-conversational-analytics](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-conversational-analytics.svg)

Conversational Analytics

](https://www.rayven.io/platform/presentation/conversational-analytics)

[![security-hosting-management](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-hosting-management.svg)

Hosting + Management

](https://www.rayven.io/platform/security/hosting-management)

[![security-white-labelling](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-white-labelling.svg)

White Labelling

](https://www.rayven.io/platform/security/white-labelling)

[![security-deployment-architecture](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-deployment-architecture.svg)

Deployment + Architecture

](https://www.rayven.io/platform/security/deployment-architecture)

[![security-users-roles-access](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-users-roles-access.svg)

Users, Roles + Access

](https://www.rayven.io/platform/security/users-roles-access)

[![security-usage-metrics](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-usage-metrics.svg)

Usage + Metrics

](https://www.rayven.io/platform/security/usage-metrics)

[![security-enterprise-security](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-enterprise-security.svg)

Enterprise Security

](https://www.rayven.io/platform/security/enterprise-security)

[![security-governance-controls](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-governance-controls.svg)

Governance + Controls

](https://www.rayven.io/platform/security/governance-controls)

[![security-audit-trails-logs](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-audit-trails-logs.svg)

Audit Trails + Logs

](https://www.rayven.io/platform/security/audit-trails-logs)

[![We deliver custom solutions that fit your business and industry better, fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790017847.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJZfbNHGWvkhUn54nReIR%2BH7HPwV37M%2Fy3f%2F0ka9Rcfd3HtINVBLGhqK5fmTfkb%2F2gw3EPgdayapQ3cbig%2B3Hj%2FfXgHkHFYO%2B%2F2n2VeCKKXmNWu6GNR4nlyhu%2BmE4M8FP18JQ%3D%3D&webInteractiveContentId=183790017847&portalId=8302174)

Sectors

[ Accountancy ](https://www.rayven.io/industries-and-roles/accounting-ai-automation-custom-software)

[ Agribusiness ](https://www.rayven.io/industries-and-roles/agribusiness-software)

[ Construction ](https://www.rayven.io/industries-and-roles/construction-software)

[ Education ](https://www.rayven.io/industries-and-roles/custom-education-software-ai)

[ Energy + Utilities ](https://www.rayven.io/industries-and-roles/energy-utilities-software)

[ Engineering ](https://www.rayven.io/industries-and-roles/custom-engineering-software-ai)

[ Environmental Services ](https://www.rayven.io/industries-and-roles/environmental-services-software)

[ Facility + Site Management                  ](https://www.rayven.io/industries-and-roles/facility-management-software)

[ Financial Services ](https://www.rayven.io/industries-and-roles/financial-services-software)

[ Government + Public Sector ](https://www.rayven.io/industries-and-roles/ai-for-government-services-software-solutions)

[ Healthcare ](https://www.rayven.io/industries-and-roles/custom-software-ai-healthcare)

[ Hospitality ](https://www.rayven.io/industries-and-roles/custom-hospitality-software-ai)

 

[ Infrastructure Management ](https://www.rayven.io/industries-and-roles/infrastructure-management-software)

[ Insurance ](https://www.rayven.io/industries-and-roles/custom-insurance-software-ai)

[ Manufacturing ](https://www.rayven.io/industries-and-roles/manufacturing-software)

[ Mining + Quarrying ](https://www.rayven.io/industries-and-roles/mining-software)

[ Oil + Gas ](https://www.rayven.io/industries-and-roles/oil-and-gas-software)

[ Ports + Terminals ](https://www.rayven.io/industries-and-roles/port-management-software)

[ Real Estate + Property Services ](https://www.rayven.io/industries-and-roles/real-estate-software-automation-ai)

[ Retail ](https://www.rayven.io/industries-and-roles/retail-process-automation-ai-software)

[ Smart Communities + Local Government     ](https://www.rayven.io/industries-and-roles/smart-communities-local-government-software)

[ Supply Chain + Logistics ](https://www.rayven.io/industries-and-roles/supply-chain-software)

[ Water + Wastewater ](https://www.rayven.io/industries-and-roles/water-management-software)

[    → All Industries ](https://www.rayven.io/industries-and-roles)

Job Roles

[ Digital Teams ](https://www.rayven.io/industries-and-roles/ai-for-digital-teams)

[ CIOs + IT Teams ](https://www.rayven.io/industries-and-roles/cios)

[ Ops Teams ](https://www.rayven.io/industries-and-roles/ai-for-operations)

[ Data Teams ](https://www.rayven.io/industries-and-roles/for-data-engineering-platform)

[ Senior Management ](https://www.rayven.io/industries-and-roles/senior-management)

[![ACCOUNTANCY SERVICES](https://no-cache.hubspot.com/cta/default/8302174/interactive-212189506726.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIEFOfSJoXBoyA0FZZKdtlTyvGb6PKEcPFifp8gHZiMjuy45tDvrkrOKZ9FnGBVvcO3kMGfGonSjvDty2kYTP4zd8yVJPbdifD8O1kEGVJYsStzIHuBtRkpjSVRtL3jn%2FqVcXaGmrARjOKzhlxtkjPDycIPcNa3uJfy9Hcqcn1k3JTxMn5I%2BbN6mWuWrgZSYmLGE1LL74NJzEVHPIS1AQ%3D%3D&webInteractiveContentId=212189506726&portalId=8302174)

[![AGRIBUSINESS](https://no-cache.hubspot.com/cta/default/8302174/interactive-212411106062.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLXh3xDAoHDL1KtNBu%2Bn5p94eZHGfTRsawrCMefAdZ2oAfiV0Lu61PGND0Q0FPh0spIkq5eWeT8s2PNhg6WUQmznMGnN5O6ovCWs9S0XMb0FMt5Be2%2BynZHubXmOcgIrAOOiUwun7kvEst5vh%2F8%2FIj9ZZSpNd89nmv3hnnTkkTxGGfSs%2BcXrPqegvBmTqVt%2BYQxBw%2FAnfklhw%3D%3D&webInteractiveContentId=212411106062&portalId=8302174)

[![CONSTRUCTION](https://no-cache.hubspot.com/cta/default/8302174/interactive-188704717191.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKJvdPHt3Osfj73yOEWSuTquNmzQ1twGQ8FWD8W9VOb4Y3UAYS%2B5EsKXUu16AWJYQslzvC20jbvMm53OY8M3vYM60maID9p92EAB7kOlE%2B8pswMoBbLcsWGWNWhfNc4ssFokahwNMvh9oyTUzuSBglOSQ%2BP8yb5ix2I9X4PSQHjzHKRge%2F56%2BCuSuHb4cCNX85QmnbnhwN0Hw%3D%3D&webInteractiveContentId=188704717191&portalId=8302174)

[![EDUCATION](https://no-cache.hubspot.com/cta/default/8302174/interactive-212194125581.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLsJqLkTwvu6yU5%2FockPsHx9nwmSGyL6qSalvqfDCJRZv3FabNonxjfYVMVz3N1PvkrKRF3YGDDnNUq0nmuk8WDzYd2t8BR03eMrv%2BLGBYUz%2Fz61MmY5Ww5Zok41VJ7vvBWraJLS6IxQxSXLK9kQ5qflgIG43IVmWvwjyrSZK5iOyF%2BzRDNLqKG399K8k3urXH%2BoacZOTD35NhFt2ClB4o%3D&webInteractiveContentId=212194125581&portalId=8302174)

[![ENERGY + UTILITIES](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583147.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIeQlCkhJFVu2hiKrIcUlBwM16sy64wgtM8gtrr7ESyeaa%2BO%2BTsxGJsNs6xlhCYl0nMCv9rEkl3%2BqqQzKkKBdu9dLgLi6lhfM84FY83To8byj8raD2TQ4NO4mVZSyzdkWiQPiE2Lw2hlwZ86PwtzrWu3lguK07sr7PhO8gEPILQcONFse88jomRT9qNHuYNe6YfpkFR5QzHKJGQ8qw%3D&webInteractiveContentId=185830583147&portalId=8302174)

[![ENGINEERING](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252970116.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIxl5YDJa%2B1SKDo4KGhQmIPDcKIZwh4H7YTPMWSdY09fxdUFbl5tYKlF9rzM3xkKCbxA1%2Fb9c5%2Fr%2FH1NQP0IRwmfTDoR0LoqS1BqJvBdVvSBqq2R1F5Phtc1FZioWmWr5WOrPkISMAvp%2FGB%2BjVPF1mR7y%2FoJAjpbk0GAlemBQNYjy2PINSxTCm7HWmJhnK%2FIk3LcYpRAohwL93XidXWYaqGDQ%3D%3D&webInteractiveContentId=212252970116&portalId=8302174)

[![ENVIRONMENTAL SERVICES](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583197.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJ0gK%2BVgAGOYO%2BYjs3KFVnnid7ggkrOJiAuCAFB%2BB3g6L0Fqk8LWE2ieE4LEn%2Bcz6QBZKTWnmYttEAaj2QOEJxUgzsLQ6J1kJ8TLauulPGNoFGInASvedqfazf0EnfNjyDhCF7aipKNqmKNwt8SstXwom2PiZYBm4LzURQhufZU%2Bp%2B6BXUZYXHA3dBDGEaNCYOUdcMd2k%2FOZX%2FA9rgr0F61F3w%3D&webInteractiveContentId=185830583197&portalId=8302174)

[![FACILITY + SITE MANAGEMENT](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583348.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJKmlkwh1s6i99znfJhD%2B5wSQx9C9KrhlXJ1dgYANZghTmfpeZDUvM4yABWuMaR4orKwk9WXJxk%2BJcIt0jydagBQSPtpp78X5DYA%2BWMzagu7hUv1fI5juCaRykPDxwiqMhHZOb7R6GQx7LnICFfiusZNTNJpCskGkfXeEEy%2BYAXDq2zefwcEAil0cShnmQKGf02wP0aKeAPbiJcGor2kdw%3D&webInteractiveContentId=185830583348&portalId=8302174)

[![FINANCIAL SERVICES](https://no-cache.hubspot.com/cta/default/8302174/interactive-212048335709.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJSL5tqlciXk8fp9JJnw7Pkr6GvAhR4HvYDExUYfpFeJmJP8Psw9byDeFVSCZn5qhjYW5GRcBroWl%2FpnGTCpor0ws%2FlNBVTnv%2FZZk537IIAK2%2BIXw0WwulfbwFDCzXSOdxA4c77GpAx5Yc8%2BafgNIGs4Vou97eeXzArKOT6h09%2BY3QyuC6I7L55DKp%2Fu04r6jKBAiG9Qq%2BmJH%2BTKLzW1A%3D%3D&webInteractiveContentId=212048335709&portalId=8302174)

[![GOVERNMENT + PUBLIC SECTOR](https://no-cache.hubspot.com/cta/default/8302174/interactive-212198824049.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIg6ImqTGT9SQ2%2Blpg1kKmF9Wi%2F12%2FeozehSN7NQCK9ecmqugLzJzDdSF1K8XuczI%2F0y3t60mI2giHsBa5rbdBblwzBXbeGkEKXjSAUfslXnCq8DEfe5Tz%2Bj6V3ifpCEMpq14dpocP8QuP4yJumQ2BFa9JkkurncZaDF3P%2BcEMLqXuR60j9acwXZ2y62g4eVNYOF0ussIm49T6b%2FUjpXcy6pYySxgEhhiKzGtMSV4OdXg%3D%3D&webInteractiveContentId=212198824049&portalId=8302174)

[![HEALTHCARE](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252970021.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLFimBMyUNQZrOGV2osqyXl9PV4sgNRl6hqoNqPCw664czFGhdk8j4LoZXLY2oQMLR3sjHiq2iRDQMgLUCwRuoKtsZIDYozYvuz6WuMj7Zl50ClWkd7pT7sYUVUiV73C7tBomQIHpKnvqZQPaU9UP3Kin4rgKe4AB2XOSLg2kjSyeWNTphO8P3t45Z9n4M8GmNeg%2BFsNuKhxjUWYvAcDTDm&webInteractiveContentId=212252970021&portalId=8302174)

[![HOSPITALITY](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252992323.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJp3htoNw6I4z71aBSni8OC6tMNmQKW8qugUIxGtfxuX8o7YEiYbqcvvxXaL83mrICwD7i4nOaM20kEBhuMEPbd2p1j4edt%2BdJHGxPy0uS8e772PyW0ByYiOMx1ZMyg6LSzbO4R9chIyfNCv8qyIr9Iq2z4%2BiRpiVcZDWHnhrMgMwYEssgP9swe0D8Jj2QD9cAdN81MwumuECU6UdTSyoApoQ%3D%3D&webInteractiveContentId=212252992323&portalId=8302174)

[![INFRASTRUCTURE](https://no-cache.hubspot.com/cta/default/8302174/interactive-209889313868.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJAcTD%2B5X1PfI7hX3ReERs9i0kjPO0zrKhT9D6eddvKEXdZCxO6RIki7B0Iq2B1UwxCt9%2BmHcgHDzae%2FHbNmP3NctLxjk8YziVrrLbQFdPfIoDzr6ej8C2ijvdt4HsSzIhR6tt3S5DJznBOPGtwM8F6Gz%2F2%2FIlWXqsEaXCQwq9noe2bF1%2FW5E%2FG7aSjF4tBJKp16u4muGN%2F5uiOSYlOJ5lAYG8itpU%3D&webInteractiveContentId=209889313868&portalId=8302174)

[![INSURANCE](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252992321.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLI49wwirNvpoajNR9v4OmCA3RcORx9%2BA5cXqsp%2FlRLQFRNlizz%2Bv%2BVevvHbpUh1098hGtUfHXK16%2F48TowH4XTmaAjMfHjCR%2BHjO%2FlJg2sEVi4dtuJiL8UkvCEwsTrnbCnk%2BoqwhakweLDwOdHtnL3IVdrDnpU95oJBKguoTK7VnP1%2BTBrcVQSfaLetX7os6QkrX9oQkCYkv2MYhqt1nL4%3D&webInteractiveContentId=212252992321&portalId=8302174)

[![MANUFACTURING](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583392.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLImQgbFwQUx%2FYAg%2BLGr2N2nyBbN%2FGXASaKfC4HmJd2YXEypAyHlj94g2MiJd96Z%2BjEg4%2FO37YdQ6h6sKELcon96acY%2BwQFnuOlmjyWNpmtiDC733HK%2BLeD4p2kUUtl7%2Fwc3uBw8TcdBHVhGy55hpM25XdXiK9z%2B45X69BVeVSKO%2FP773nvPmaj1k9cmiivR9SaqqsN%2B1j7p8iw%3D&webInteractiveContentId=185830583392&portalId=8302174)

[![MINING + QUARRYING](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583441.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLK2XNMZuAF6vhH00i9%2FB%2BoCPc8PHqYpLcVZeYYrgBzl8KmdgldUsttPx%2FJpUV2hHl9ytIDpzOcSxldh2zp%2F78LTyTEJEHCH5vFyQ5K98g3ZM97LWDTq%2Fwsse7hr1rfkSV9p8vHKsuZnaiHzj%2BCYRxC6gKrnGQbGm%2F074o0CVRsZ1Nk0YEilBIzU73T%2FBZTE%2F2Q1vQ%3D%3D&webInteractiveContentId=185830583441&portalId=8302174)

[![<p>OIL + GAS</p>](https://no-cache.hubspot.com/cta/default/8302174/interactive-212411106068.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIJDfeZDZS0tDpyZYZsJDmSMraAQG3gsaUKtwuDdMqj%2BDiRc%2B85ACQY9BWSNdK87YTD9MU42ayGA5V7tjZadehzZp8kiakfDffNEKwhKqkQ2NuuWYNKcGlxMrVlnSD3x8Qb8o6oml3PT02%2FAAqx9KUSo4GL1es%2Fv69eMZ791bYGjk9hr%2BmU3Wv9QZGEnq5U0fai&webInteractiveContentId=212411106068&portalId=8302174)

[![SUPPLY CHAIN&nbsp;+ LOGISTICS](https://no-cache.hubspot.com/cta/default/8302174/interactive-185825394810.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIgEa%2FQJKcF3mYWMkWGmMUdLhLSJKsWlP52e1VVXsa%2FpNQm77njVRW8znXrqchv3dE5Vi8gM4yY67Dh1kmGMiUUsisl2PqLxi55T6Xmb%2BkEM16X5lC8c48UW6vAneoPx%2BcycbKr6Dz0YrIGduNv7WNgo4z4Lkef2jfqaIdggPOjiobjMZk85CX3KohcFDNl1TbgmfSWp%2FHsJw%3D%3D&webInteractiveContentId=185825394810&portalId=8302174)

[![REAL ESTATE + PROPERTY](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252923295.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIrbCt8mDkE0P4siZQdzNlGQufsf0kcyUj3%2FZ9IO7Zrstv9hP7%2BdAxpf0V%2F3C3k8v9T6ZIZ0neKUMe2NQwkxdxGM805y6dE7dci2t%2BehMMd6caNAdWW79Ct5M2Cc4ptecna4mfGK2MZGzI%2Fyh9WcLZAYk7ouU1DKpl341xsG99p8Th0oyG7Y4%2BWt81FKJoYHeDkxTX72iF4WODbAQCPnkBH6jICcsE%3D&webInteractiveContentId=212252923295&portalId=8302174)

[![RETAIL](https://no-cache.hubspot.com/cta/default/8302174/interactive-212198816260.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKneIP8WjeCnUQH3j9OuNFzCTSbURW3Rbk7rnbWmP2YRBC8MHpzP5%2BnaK3DQiAbRwIyzxhKH3Mz5VOeCKFS304gRfyYjcUm0gHdPR98sN8baZWrZL2BUpcrNfISIRQi5shxnshWEpDCQi5Xizx4Kyn51bUIvxGJUaMiSmTNS6IeObVQaswMzWPq9AQ1tDTGGogJ4OTEkux%2BoXdphs98LqTd4UbyDCJg0NI%3D&webInteractiveContentId=212198816260&portalId=8302174)

[![SMART COMMUNITIES](https://no-cache.hubspot.com/cta/default/8302174/interactive-185825394774.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLR6Jef1mYGSvJLlHiVcrfM0sNATjhQNK5eXxXfnvJVjHNVN0eHWh8BIvHGIpeWC9KasVrzzjHefP3IFsp0nOlE45ooyn5slvvh%2BjB2Vggp7%2BAKvDYEHCxC4k%2BL6lyEheCnpTt8KJbitz1ZC%2FgESzMvmBr80EIpGODohkltfdwJDVUNwUwmwr2EH5zKPZBipqxoOKe7JpKdaS208pWI27PifKYMw5g%3D&webInteractiveContentId=185825394774&portalId=8302174)

[![SUPPLY CHAIN&nbsp;+ LOGISTICS](https://no-cache.hubspot.com/cta/default/8302174/interactive-185825394810.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIgEa%2FQJKcF3mYWMkWGmMUdLhLSJKsWlP52e1VVXsa%2FpNQm77njVRW8znXrqchv3dE5Vi8gM4yY67Dh1kmGMiUUsisl2PqLxi55T6Xmb%2BkEM16X5lC8c48UW6vAneoPx%2BcycbKr6Dz0YrIGduNv7WNgo4z4Lkef2jfqaIdggPOjiobjMZk85CX3KohcFDNl1TbgmfSWp%2FHsJw%3D%3D&webInteractiveContentId=185825394810&portalId=8302174)

[![WATER + WASTEWATER](https://no-cache.hubspot.com/cta/default/8302174/interactive-210017685433.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIp93ZkprsThiPJCathRS0jBvdvQTAu%2Bg1euafZYjqu4t%2FXfKOZoZ9qcVZYUjQPwnOf1FIBRqQgOneULgCAd7cXuGC2FOTiqU750d6DSoay%2FWMlUJZ1LZJ2jHvUPfRR2bt8Y17cz0v%2FJMEeP9%2Bpuk1lxTMs2IWFEzobzeQpXI1KwAwf8ZOsJR9Ria7jokvMKHToXzeKjDk%2FZPCs5FI%3D&webInteractiveContentId=210017685433&portalId=8302174)

[![Rayven is flexible. Our technology's built for industry + its many use cases.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790018105.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKD82WS%2BUNb5E2MlR5rhIbtIixF1Rx9H2uvNH3KfON%2BaQZ65DLllPCPMt%2BHvDEkzPhCjnkutwm77oaDceNuNC06lsCx3vDzCICiPU36xDCS0Dtje0KxS60gN0hmDXA22uqYdy%2B2fGOajit6tdhq0OINpBnG3lGt%2FvUWAQC46pwkgQ%3D%3D&webInteractiveContentId=183790018105&portalId=8302174)

[![Unite Ops data, deliver real-time intelligence + get custom apps with AI capabilities.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185785618741.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIeqUG7WOolo520RF3KxuMD14etrbUhhBVhNw3K1ldIbqW5UDRoGdc3yatwWra8ndkz0ML%2Fgm%2Fy5m1ukx1B0DbUGt5lY24UdXrG2cZUJEeHw%2FQY4%2FGO6YEfGWEqDn8te2BR7mxTqdVVJlSPU0%2FSkL9P5WhmMbR63MyVS2df8guzSgaJ%2BVkPU%2B8YQycCQQ%3D%3D&webInteractiveContentId=185785618741&portalId=8302174)

[![Get custom operational systems + data solutions without the IT headache.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185786401415.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJJn18EplzQiVMqhRSTBRwDOopa7pAm8fB6PkLYpAZ7znyN9eIbsw8pQsIluqz%2Fct4t%2BgCXsakA0gb3bKfNOEFDWNXvpgyCbHPTgqdTUF1eAOK1peYk9Hqvg9Kr7qaSZMRGa7SgDTHkV8u1jQrl7nIWLxWQH65yP3wYSs%2F8&webInteractiveContentId=185786401415&portalId=8302174)

[![Reduce manual work, spot issues earlier + add real-time intelligence, anywhere.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185785618782.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKIVcnEaXlayaCBtFjLcTOW76Gy1sxPiXG4NprkTItTSqSimnDKnx0fkyFm2d3YG%2FK%2BUOruUKJsX7McjCrKUD58N4Pksjbn8D4CzXfl1iBVReuyDctKZUT9bvo5LxyykRQD%2BsESn8hEZQvQ0ooyyZ9d9sRrNEuaMQRmShQHLHRUuIHWHx2z%2FEL6Lw%3D%3D&webInteractiveContentId=185785618782&portalId=8302174)

[![Ingest, transform + orchestrate real-time data pipelines, dashboards, apps - anything!](https://no-cache.hubspot.com/cta/default/8302174/interactive-194116561808.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJNxFrehrs07utSskW3s%2BsStRmMRiqVOrPokK5lOANdwtt7d9BWbMZwTSiuop4Rqeko9RDkMBSV9FnPTvyiJvRny9ms1zf1Lql5OVU9UHbY3xjVfJWG0gP4Y2ynhKgiZh9XFuc%2FI7pCmEw4%2B3687aZZ0R80ibp0n2Pj3zNfCYJzag7%2B1R5jRi5jN5ejsn%2B2HJ0oE%2B%2FJuA%3D%3D&webInteractiveContentId=194116561808&portalId=8302174)

[![Improve real-time transparency, decision-making + empower your people to improve.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185785618812.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLL8kpbo7BztQamYej8kj8KAR43ByRXNVqt80CExH1gYVfmHG1H0m61bS%2Bza3FNgX%2FxuEJHmNYtLjM6wYwNyAjZg7IdLYE9CDCdTKuJpzW6RXUppVUbWdfdVsbTivDICFHrql4AsG4tLSku1r%2FqwXoCqMEG%2BWS8cHVZQqiAAsa7%2BIS8BvGnTa13nXQ%3D%3D&webInteractiveContentId=185785618812&portalId=8302174)

Overview

[ Services Overview           ](https://www.rayven.io/services)

[ Enterprise Services ](https://www.rayven.io/services/enterprise-application-development)

Set Engagements

[ Agentic AI ](https://www.rayven.io/services/agentic-ai)

[ AI for Accountancy ](https://www.rayven.io/services/ai-accounting-engagement)

[ AI for Financial Services ](https://www.rayven.io/services/ai-financial-services-engagement)

[ AI for Government + Agencies ](https://www.rayven.io/services/ai-government-engagement)

[ Asset Management ](https://www.rayven.io/services/asset-management-engagement)

[ Custom Software for Industrial Services ](https://www.rayven.io/custom-software-industrial-services-engagement)

[ Execution Gap ](https://www.rayven.io/services/execution-gap)

[ Industrial IIoT ](https://www.rayven.io/services/industrial-iiot)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

Overview

[ Partner Home ](https://www.rayven.io/partners)

[ Become a Partner ](https://www.rayven.io/partners/become-a-partner)

[ White Label Applications      ](https://www.rayven.io/partners/white-label-solutions)

[ Partner Directory ](https://www.rayven.io/partners/directory)

We Partner With

[ MSPs ](https://www.rayven.io/partners/msps)

[ IoT Devices + Hardware ](https://www.rayven.io/partners/iot-hardware-vendors)

[ Consultancies ](https://www.rayven.io/partners/specialist-consultancies)

[ Industrial Automation ](https://www.rayven.io/partners/industrial-automation-scada)

[ OEMs ](https://www.rayven.io/partners/industrial-oems)

[ Environmental / ESG ](https://www.rayven.io/partners/environmental-esg-monitoring)

[ Integrators ](https://www.rayven.io/partners/systems-integrators)

[ Connectivity + Telcos ](https://www.rayven.io/partners/connectivity-providers)

[ Inspection / NDT ](https://www.rayven.io/partners/inspection-asset-integrity)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

Library

[ ALL ](https://www.rayven.io/blog)

[ Articles + Blogs ](https://www.rayven.io/blog/tag/blogs)

[ Brochures + eBooks ](https://www.rayven.io/blog/tag/brochures-ebooks)

[ Case Studies ](https://www.rayven.io/case-study)

[ Readiness Assessment           ](https://www.rayven.io/tools/readiness-assessment)

[ Webinars ](https://www.rayven.io/blog/tag/webinars)

Our Company

[ About Rayven ](https://www.rayven.io/about)

[ Contact Us ](https://www.rayven.io/contact)

[ Knowledge Base ](https://insights.rayven.io/knowledge)

[ Media Coverage ](https://www.rayven.io/blog/tag/media-coverage)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[![Learn more about Rayven, our mission + history.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183792126777.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJ%2BWlum%2FjIJFcKlfc1y9g38r366pchk2MAls9dyLLpwSIUJTfYbHhSiKdk8rQazWxLdAIvhr7ds1ubqGy0%2FODtYyR53PFhNhR%2FbYT1QMloatLYPvBR0fAzJq1EFy7hdCxJ0CVNNF7LMCHOuwy23BqGWzXG%2B1s29e5%2Bj%2FoDY0gKzLw%3D%3D&webInteractiveContentId=183792126777&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[![See where Rayven's been in the media recently.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046770.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLL8ANkbzOuKxcjjSpq73wwe0gTh5J%2FrGn3UNN0y%2FQZDS4hGu6M0mnNmtMpJPYjIwc5DpR5cT8RmFxB68da8UqMrQoixKAa%2Fn2bCTs8PIKYUKPJVwtomfSkmJPnRr%2B01njy2renZaziM2PxAWQR%2BdLRKF6Tss2%2BVJ28cI9b0IaKRq87g%2BftKo87A2LJqZQKNfw%3D%3D&webInteractiveContentId=185823046770&portalId=8302174)

[![Rayven-logo](https://www.rayven.io/hubfs/Picture1.png) ](https://www.rayven.io/)

[![Rayven-logo](https://www.rayven.io/hubfs/Picture1.png) ](https://www.rayven.io/)

**

[ Partner with Rayven ](https://www.rayven.io/partners)

 Solutions

**

[![CustomAI](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/CustomAI.png)

**Custom AI + Agents**

Train and deploy AI trained on your files, systems + data.

](https://www.rayven.io/solutions/custom-ai-solutions)

**

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    Rayven MCP

](https://www.rayven.io/solutions/custom-ai-solutions/rayven-mcp)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    AI Data Fabric

](https://www.rayven.io/solutions/custom-ai-solutions/ai-data-fabric)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    AI Agents

](https://www.rayven.io/solutions/custom-ai-solutions/agentic-ai)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    Private LLM

](https://www.rayven.io/solutions/custom-ai-solutions/private-llm)

[![4-Build-Solution-orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/4-Build-Solution-orange-bev.png)

**Custom Applications**

We build tools, apps + software over the top of your existing stack.

](https://www.rayven.io/solutions/custom-software)

**

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

Field Applications

](https://www.rayven.io/solutions/data-collection-software)

[![2-Unify-Solution-Orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/2-Unify-Solution-Orange-bev.png)

**Integrations**

Integrate and move data across all your systems, assets + files.

](https://www.rayven.io/solutions/data-integration-platform)

**

[![Data-Platform](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/Data-Platform.png)

**Unified Data Platforms**

Complete platforms, pipelines, hybrid storage + real-time orchestration.

](https://www.rayven.io/solutions/unified-data-platform)

**

[![3-Act-Solution-Orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/3-Act-Solution-Orange-bev.png)

**Automations**

Design and run real-time automation across systems, data + workflows.

](https://www.rayven.io/solutions/automation-software)

**

[![5-Context-Solution-Orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/5-Context-Solution-Orange-bev.png)

**IoT Solutions**

IoT platform for building custom IoT solutions that work with any device.

](https://www.rayven.io/iot-platform)

**

[![We deliver custom solutions that fit your business and industry better, fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790017847.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJZfbNHGWvkhUn54nReIR%2BH7HPwV37M%2Fy3f%2F0ka9Rcfd3HtINVBLGhqK5fmTfkb%2F2gw3EPgdayapQ3cbig%2B3Hj%2FfXgHkHFYO%2B%2F2n2VeCKKXmNWu6GNR4nlyhu%2BmE4M8FP18JQ%3D%3D&webInteractiveContentId=183790017847&portalId=8302174)

[ Platform ](https://www.rayven.io/platform)

**

[![Rayven-fav-icon](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Logos/Rayven-fav-icon.svg)

**Platform Overview**

A unified platform to integrate, automate, and build custom AI + apps.

](https://www.rayven.io/platform)

**

[![integration-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-layer.svg)

**Integration Layer**

Connects IT, OT, SaaS, IoT, APIs, files + more into one pipeline.

](https://www.rayven.io/platform/integration)

**

[![integration-file-uploads](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-file-uploads.svg)

File Uploads

](https://www.rayven.io/platform/integration/file-uploads)

[![integration-ai-connectors](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-ai-connectors.svg)

AI Connectors

](https://www.rayven.io/platform/integration/ai-connectors)

[![integration-it-ot-connectors](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-it-ot-connectors.svg)

IT / OT Connectors

](https://www.rayven.io/platform/integration/prebuilt-connectors)

[![integration-custom-integrations](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-custom-integrations.svg)

Custom Integrations

](https://www.rayven.io/platform/integration/custom-integrations)

[![integration-api-endpoints](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-api-endpoints.svg)

API Endpoints

](https://www.rayven.io/platform/integration/api-endpoints)

[![integration-iot-devices-protocols](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-iot-devices-protocols.svg)

IoT Devices + Protocols

](https://www.rayven.io/platform/integration/iot-devices-protocols)

[![integration-forms-manual-input](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-forms-manual-input.svg)

Forms + Manual Input

](https://www.rayven.io/platform/integration/forms-manual-input)

[![integration-streaming-data](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-streaming-data.svg)

Streaming Data

](https://www.rayven.io/platform/integration/streaming-data-connectors)

[![data-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-layer.svg)

**Data Layer**

Transforms + contextualises your data into an AI-ready source of truth.

](https://www.rayven.io/platform/data)

**

[![data-real-time-data-processing](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-real-time-data-processing.svg)

Real-Time Data Processing

](https://www.rayven.io/platform/data/real-time-data-processing)

[![data-unified-data-tables](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-unified-data-tables.svg)

Unified Data Tables

](https://www.rayven.io/platform/data/unified-data-tables)

[![data-data-management](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-data-management.svg)

Data Management

](https://www.rayven.io/platform/data/data-management)

[![data-data-transformation](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-data-transformation.svg)

Data Transformation

](https://www.rayven.io/platform/data/data-transformation)

[![data-file-parsing](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-file-parsing.svg)

File Parsing

](https://www.rayven.io/platform/data/file-parsing)

[![data-calculation-aggregation](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-calculation-aggregation.svg)

Calculation + Aggregation

](https://www.rayven.io/platform/data/calculation-aggregation)

[![data-ai-models-training](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-ai-models-training.svg)

AI Models + Training

](https://www.rayven.io/platform/data/ai-models-training)

[![data-data-storage](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-data-storage.svg)

Data Storage

](https://www.rayven.io/platform/data/sql-cassandra-storage)

[![execution-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-layer.svg)

**Execution Layer**

Automate workflows, trigger actions using real-time data + AI.

](https://www.rayven.io/platform/execution)

**

[![execution-workflows-triggers](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-workflows-triggers.svg)

Workflows + Triggers

](https://www.rayven.io/platform/execution/workflows-triggers)

[![execution-control-automation](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-control-automation.svg)

Control + Automation

](https://www.rayven.io/platform/execution/control-automation)

[![execution-predictive-ai-machine-learning](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-predictive-ai-machine-learning.svg)

Predictive AI / ML

](https://www.rayven.io/platform/execution/predictive-ai-machine-learning)

[![execution-gen-ai-ai-agents](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-gen-ai-ai-agents.svg)

Gen AI + AI Agents

](https://www.rayven.io/platform/execution/gen-ai-agents)

[![execution-approvals-exceptions](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-approvals-exceptions.svg)

Approvals + Exceptions

](https://www.rayven.io/platform/execution/approvals-exceptions)

[![rayven-mcp-icon](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/rayven-mcp-icon.svg)

Rayven MCP

](https://www.rayven.io/platform/execution/rayven-mcp)

[![presentation-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-layer.svg)

**Presentation / UI Layer**

Turns your data into real-time dashboards, reports + custom UIs.

](https://www.rayven.io/platform/presentation)

**

[![presentation-dashboards-visualizations](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-dashboards-visualizations.svg)

Dashboards + Visualizations

](https://www.rayven.io/platform/presentation/dashboards-visualizations)

[![presentation-widgets-ui-components](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-widgets-ui-components.svg)

Widgets + UI Components

](https://www.rayven.io/platform/presentation/widgets-ui-components)

[![presentation-notifications-alerts](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-notifications-alerts.svg)

Notifications + Alerts

](https://www.rayven.io/platform/presentation/notifications-alerts)

[![presentation-dynamic-reports](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-dynamic-reports.svg)

Dynamic Reports

](https://www.rayven.io/platform/presentation/dynamic-reports)

[![presentation-custom-form-builder](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-custom-form-builder.svg)

Custom Form Builder

](https://www.rayven.io/platform/presentation/custom-form-builder)

[![presentation-screen-flows-hierarchies](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-screen-flows-hierarchies.svg)

Screen Flows + Hierarchies

](https://www.rayven.io/platform/presentation/screen-flows-hierarchies)

[![presentation-html-javascript](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-html-javascript.svg)

HTML + JavaScript

](https://www.rayven.io/platform/presentation/html-javascript)

[![presentation-qr-code-generator](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-qr-code-generator.svg)

QR Code Generator

](https://www.rayven.io/platform/presentation/qr-code-generator)

[![presentation-conversational-analytics](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-conversational-analytics.svg)

Conversational Analytics

](https://www.rayven.io/platform/presentation/conversational-analytics)

[![security-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-layer.svg)

**Security, Governance + Hosting**

Protects the platform with access control, encryption + audit logging.

](https://www.rayven.io/platform/security)

**

[![security-hosting-management](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-hosting-management.svg)

Hosting + Management

](https://www.rayven.io/platform/security/hosting-management)

[![security-white-labelling](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-white-labelling.svg)

White Labelling

](https://www.rayven.io/platform/security/white-labelling)

[![security-deployment-architecture](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-deployment-architecture.svg)

Deployment + Architecture

](https://www.rayven.io/platform/security/deployment-architecture)

[![security-users-roles-access](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-users-roles-access.svg)

Users, Roles + Access

](https://www.rayven.io/platform/security/users-roles-access)

[![security-usage-metrics](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-usage-metrics.svg)

Usage + Metrics

](https://www.rayven.io/platform/security/usage-metrics)

[![security-enterprise-security](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-enterprise-security.svg)

Enterprise Security

](https://www.rayven.io/platform/security/enterprise-security)

[![security-governance-controls](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-governance-controls.svg)

Governance + Controls

](https://www.rayven.io/platform/security/governance-controls)

[![security-audit-trails-logs](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-audit-trails-logs.svg)

Audit Trails + Logs

](https://www.rayven.io/platform/security/audit-trails-logs)

[![We deliver custom solutions that fit your business and industry better, fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790017847.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJZfbNHGWvkhUn54nReIR%2BH7HPwV37M%2Fy3f%2F0ka9Rcfd3HtINVBLGhqK5fmTfkb%2F2gw3EPgdayapQ3cbig%2B3Hj%2FfXgHkHFYO%2B%2F2n2VeCKKXmNWu6GNR4nlyhu%2BmE4M8FP18JQ%3D%3D&webInteractiveContentId=183790017847&portalId=8302174)

[ Industries + Roles ](https://www.rayven.io/industries-and-roles)

**

### Sectors

[ Accountancy ](https://www.rayven.io/industries-and-roles/accounting-ai-automation-custom-software)

**

[![ACCOUNTANCY&nbsp;SERVICES](https://no-cache.hubspot.com/cta/default/8302174/interactive-212189506726.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIEFOfSJoXBoyA0FZZKdtlTyvGb6PKEcPFifp8gHZiMjuy45tDvrkrOKZ9FnGBVvcO3kMGfGonSjvDty2kYTP4zd8yVJPbdifD8O1kEGVJYsStzIHuBtRkpjSVRtL3jn%2FqVcXaGmrARjOKzhlxtkjPDycIPcNa3uJfy9Hcqcn1k3JTxMn5I%2BbN6mWuWrgZSYmLGE1LL74NJzEVHPIS1AQ%3D%3D&webInteractiveContentId=212189506726&portalId=8302174)

[ Agribusiness ](https://www.rayven.io/industries-and-roles/agribusiness-software)

**

[![AGRIBUSINESS](https://no-cache.hubspot.com/cta/default/8302174/interactive-212411106062.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLXh3xDAoHDL1KtNBu%2Bn5p94eZHGfTRsawrCMefAdZ2oAfiV0Lu61PGND0Q0FPh0spIkq5eWeT8s2PNhg6WUQmznMGnN5O6ovCWs9S0XMb0FMt5Be2%2BynZHubXmOcgIrAOOiUwun7kvEst5vh%2F8%2FIj9ZZSpNd89nmv3hnnTkkTxGGfSs%2BcXrPqegvBmTqVt%2BYQxBw%2FAnfklhw%3D%3D&webInteractiveContentId=212411106062&portalId=8302174)

[ Construction ](https://www.rayven.io/industries-and-roles/construction-software)

**

[![CONSTRUCTION](https://no-cache.hubspot.com/cta/default/8302174/interactive-188704717191.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKJvdPHt3Osfj73yOEWSuTquNmzQ1twGQ8FWD8W9VOb4Y3UAYS%2B5EsKXUu16AWJYQslzvC20jbvMm53OY8M3vYM60maID9p92EAB7kOlE%2B8pswMoBbLcsWGWNWhfNc4ssFokahwNMvh9oyTUzuSBglOSQ%2BP8yb5ix2I9X4PSQHjzHKRge%2F56%2BCuSuHb4cCNX85QmnbnhwN0Hw%3D%3D&webInteractiveContentId=188704717191&portalId=8302174)

[ Education ](https://www.rayven.io/industries-and-roles/custom-education-software-ai)

**

[![EDUCATION](https://no-cache.hubspot.com/cta/default/8302174/interactive-212194125581.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLsJqLkTwvu6yU5%2FockPsHx9nwmSGyL6qSalvqfDCJRZv3FabNonxjfYVMVz3N1PvkrKRF3YGDDnNUq0nmuk8WDzYd2t8BR03eMrv%2BLGBYUz%2Fz61MmY5Ww5Zok41VJ7vvBWraJLS6IxQxSXLK9kQ5qflgIG43IVmWvwjyrSZK5iOyF%2BzRDNLqKG399K8k3urXH%2BoacZOTD35NhFt2ClB4o%3D&webInteractiveContentId=212194125581&portalId=8302174)

[ Energy + Utilities ](https://www.rayven.io/industries-and-roles/energy-utilities-software)

**

[![ENERGY + UTILITIES](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583147.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIeQlCkhJFVu2hiKrIcUlBwM16sy64wgtM8gtrr7ESyeaa%2BO%2BTsxGJsNs6xlhCYl0nMCv9rEkl3%2BqqQzKkKBdu9dLgLi6lhfM84FY83To8byj8raD2TQ4NO4mVZSyzdkWiQPiE2Lw2hlwZ86PwtzrWu3lguK07sr7PhO8gEPILQcONFse88jomRT9qNHuYNe6YfpkFR5QzHKJGQ8qw%3D&webInteractiveContentId=185830583147&portalId=8302174)

[ Engineering ](https://www.rayven.io/industries-and-roles/custom-engineering-software-ai)

**

[![ENGINEERING](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252970116.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIxl5YDJa%2B1SKDo4KGhQmIPDcKIZwh4H7YTPMWSdY09fxdUFbl5tYKlF9rzM3xkKCbxA1%2Fb9c5%2Fr%2FH1NQP0IRwmfTDoR0LoqS1BqJvBdVvSBqq2R1F5Phtc1FZioWmWr5WOrPkISMAvp%2FGB%2BjVPF1mR7y%2FoJAjpbk0GAlemBQNYjy2PINSxTCm7HWmJhnK%2FIk3LcYpRAohwL93XidXWYaqGDQ%3D%3D&webInteractiveContentId=212252970116&portalId=8302174)

[ Environmental Services ](https://www.rayven.io/industries-and-roles/environmental-services-software)

**

[![ENVIRONMENTAL SERVICES](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583197.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJ0gK%2BVgAGOYO%2BYjs3KFVnnid7ggkrOJiAuCAFB%2BB3g6L0Fqk8LWE2ieE4LEn%2Bcz6QBZKTWnmYttEAaj2QOEJxUgzsLQ6J1kJ8TLauulPGNoFGInASvedqfazf0EnfNjyDhCF7aipKNqmKNwt8SstXwom2PiZYBm4LzURQhufZU%2Bp%2B6BXUZYXHA3dBDGEaNCYOUdcMd2k%2FOZX%2FA9rgr0F61F3w%3D&webInteractiveContentId=185830583197&portalId=8302174)

[ Facility + Site Management                  ](https://www.rayven.io/industries-and-roles/facility-management-software)

**

[![FACILITY + SITE&nbsp;MANAGEMENT](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583348.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJKmlkwh1s6i99znfJhD%2B5wSQx9C9KrhlXJ1dgYANZghTmfpeZDUvM4yABWuMaR4orKwk9WXJxk%2BJcIt0jydagBQSPtpp78X5DYA%2BWMzagu7hUv1fI5juCaRykPDxwiqMhHZOb7R6GQx7LnICFfiusZNTNJpCskGkfXeEEy%2BYAXDq2zefwcEAil0cShnmQKGf02wP0aKeAPbiJcGor2kdw%3D&webInteractiveContentId=185830583348&portalId=8302174)

[ Financial Services ](https://www.rayven.io/industries-and-roles/financial-services-software)

**

[![FINANCIAL SERVICES](https://no-cache.hubspot.com/cta/default/8302174/interactive-212048335709.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJSL5tqlciXk8fp9JJnw7Pkr6GvAhR4HvYDExUYfpFeJmJP8Psw9byDeFVSCZn5qhjYW5GRcBroWl%2FpnGTCpor0ws%2FlNBVTnv%2FZZk537IIAK2%2BIXw0WwulfbwFDCzXSOdxA4c77GpAx5Yc8%2BafgNIGs4Vou97eeXzArKOT6h09%2BY3QyuC6I7L55DKp%2Fu04r6jKBAiG9Qq%2BmJH%2BTKLzW1A%3D%3D&webInteractiveContentId=212048335709&portalId=8302174)

[ Government + Public Sector ](https://www.rayven.io/industries-and-roles/ai-for-government-services-software-solutions)

**

[![GOVERNMENT + PUBLIC SECTOR](https://no-cache.hubspot.com/cta/default/8302174/interactive-212198824049.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIg6ImqTGT9SQ2%2Blpg1kKmF9Wi%2F12%2FeozehSN7NQCK9ecmqugLzJzDdSF1K8XuczI%2F0y3t60mI2giHsBa5rbdBblwzBXbeGkEKXjSAUfslXnCq8DEfe5Tz%2Bj6V3ifpCEMpq14dpocP8QuP4yJumQ2BFa9JkkurncZaDF3P%2BcEMLqXuR60j9acwXZ2y62g4eVNYOF0ussIm49T6b%2FUjpXcy6pYySxgEhhiKzGtMSV4OdXg%3D%3D&webInteractiveContentId=212198824049&portalId=8302174)

[ Healthcare ](https://www.rayven.io/industries-and-roles/custom-software-ai-healthcare)

**

[![HEALTHCARE](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252970021.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLFimBMyUNQZrOGV2osqyXl9PV4sgNRl6hqoNqPCw664czFGhdk8j4LoZXLY2oQMLR3sjHiq2iRDQMgLUCwRuoKtsZIDYozYvuz6WuMj7Zl50ClWkd7pT7sYUVUiV73C7tBomQIHpKnvqZQPaU9UP3Kin4rgKe4AB2XOSLg2kjSyeWNTphO8P3t45Z9n4M8GmNeg%2BFsNuKhxjUWYvAcDTDm&webInteractiveContentId=212252970021&portalId=8302174)

[ Hospitality ](https://www.rayven.io/industries-and-roles/custom-hospitality-software-ai)

**

[![HOSPITALITY](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252992323.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJp3htoNw6I4z71aBSni8OC6tMNmQKW8qugUIxGtfxuX8o7YEiYbqcvvxXaL83mrICwD7i4nOaM20kEBhuMEPbd2p1j4edt%2BdJHGxPy0uS8e772PyW0ByYiOMx1ZMyg6LSzbO4R9chIyfNCv8qyIr9Iq2z4%2BiRpiVcZDWHnhrMgMwYEssgP9swe0D8Jj2QD9cAdN81MwumuECU6UdTSyoApoQ%3D%3D&webInteractiveContentId=212252992323&portalId=8302174)

[ Infrastructure Management ](https://www.rayven.io/industries-and-roles/infrastructure-management-software)

**

[![INFRASTRUCTURE](https://no-cache.hubspot.com/cta/default/8302174/interactive-209889313868.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJAcTD%2B5X1PfI7hX3ReERs9i0kjPO0zrKhT9D6eddvKEXdZCxO6RIki7B0Iq2B1UwxCt9%2BmHcgHDzae%2FHbNmP3NctLxjk8YziVrrLbQFdPfIoDzr6ej8C2ijvdt4HsSzIhR6tt3S5DJznBOPGtwM8F6Gz%2F2%2FIlWXqsEaXCQwq9noe2bF1%2FW5E%2FG7aSjF4tBJKp16u4muGN%2F5uiOSYlOJ5lAYG8itpU%3D&webInteractiveContentId=209889313868&portalId=8302174)

[ Insurance ](https://www.rayven.io/industries-and-roles/custom-insurance-software-ai)

**

[![INSURANCE](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252992321.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLI49wwirNvpoajNR9v4OmCA3RcORx9%2BA5cXqsp%2FlRLQFRNlizz%2Bv%2BVevvHbpUh1098hGtUfHXK16%2F48TowH4XTmaAjMfHjCR%2BHjO%2FlJg2sEVi4dtuJiL8UkvCEwsTrnbCnk%2BoqwhakweLDwOdHtnL3IVdrDnpU95oJBKguoTK7VnP1%2BTBrcVQSfaLetX7os6QkrX9oQkCYkv2MYhqt1nL4%3D&webInteractiveContentId=212252992321&portalId=8302174)

[ Manufacturing ](https://www.rayven.io/industries-and-roles/manufacturing-software)

**

[![MANUFACTURING](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583392.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLImQgbFwQUx%2FYAg%2BLGr2N2nyBbN%2FGXASaKfC4HmJd2YXEypAyHlj94g2MiJd96Z%2BjEg4%2FO37YdQ6h6sKELcon96acY%2BwQFnuOlmjyWNpmtiDC733HK%2BLeD4p2kUUtl7%2Fwc3uBw8TcdBHVhGy55hpM25XdXiK9z%2B45X69BVeVSKO%2FP773nvPmaj1k9cmiivR9SaqqsN%2B1j7p8iw%3D&webInteractiveContentId=185830583392&portalId=8302174)

[ Mining + Quarrying ](https://www.rayven.io/industries-and-roles/mining-software)

**

[![MINING + QUARRYING](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583441.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLK2XNMZuAF6vhH00i9%2FB%2BoCPc8PHqYpLcVZeYYrgBzl8KmdgldUsttPx%2FJpUV2hHl9ytIDpzOcSxldh2zp%2F78LTyTEJEHCH5vFyQ5K98g3ZM97LWDTq%2Fwsse7hr1rfkSV9p8vHKsuZnaiHzj%2BCYRxC6gKrnGQbGm%2F074o0CVRsZ1Nk0YEilBIzU73T%2FBZTE%2F2Q1vQ%3D%3D&webInteractiveContentId=185830583441&portalId=8302174)

[ Oil + Gas ](https://www.rayven.io/industries-and-roles/oil-and-gas-software)

**

[![<p>OIL + GAS</p>](https://no-cache.hubspot.com/cta/default/8302174/interactive-212411106068.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIJDfeZDZS0tDpyZYZsJDmSMraAQG3gsaUKtwuDdMqj%2BDiRc%2B85ACQY9BWSNdK87YTD9MU42ayGA5V7tjZadehzZp8kiakfDffNEKwhKqkQ2NuuWYNKcGlxMrVlnSD3x8Qb8o6oml3PT02%2FAAqx9KUSo4GL1es%2Fv69eMZ791bYGjk9hr%2BmU3Wv9QZGEnq5U0fai&webInteractiveContentId=212411106068&portalId=8302174)

[ Ports + Terminals ](https://www.rayven.io/industries-and-roles/port-management-software)

**

[![SUPPLY CHAIN&nbsp;+ LOGISTICS](https://no-cache.hubspot.com/cta/default/8302174/interactive-185825394810.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIgEa%2FQJKcF3mYWMkWGmMUdLhLSJKsWlP52e1VVXsa%2FpNQm77njVRW8znXrqchv3dE5Vi8gM4yY67Dh1kmGMiUUsisl2PqLxi55T6Xmb%2BkEM16X5lC8c48UW6vAneoPx%2BcycbKr6Dz0YrIGduNv7WNgo4z4Lkef2jfqaIdggPOjiobjMZk85CX3KohcFDNl1TbgmfSWp%2FHsJw%3D%3D&webInteractiveContentId=185825394810&portalId=8302174)

[ Real Estate + Property Services ](https://www.rayven.io/industries-and-roles/real-estate-software-automation-ai)

**

[![REAL ESTATE + PROPERTY](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252923295.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIrbCt8mDkE0P4siZQdzNlGQufsf0kcyUj3%2FZ9IO7Zrstv9hP7%2BdAxpf0V%2F3C3k8v9T6ZIZ0neKUMe2NQwkxdxGM805y6dE7dci2t%2BehMMd6caNAdWW79Ct5M2Cc4ptecna4mfGK2MZGzI%2Fyh9WcLZAYk7ouU1DKpl341xsG99p8Th0oyG7Y4%2BWt81FKJoYHeDkxTX72iF4WODbAQCPnkBH6jICcsE%3D&webInteractiveContentId=212252923295&portalId=8302174)

[ Retail ](https://www.rayven.io/industries-and-roles/retail-process-automation-ai-software)

**

[![RETAIL](https://no-cache.hubspot.com/cta/default/8302174/interactive-212198816260.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKneIP8WjeCnUQH3j9OuNFzCTSbURW3Rbk7rnbWmP2YRBC8MHpzP5%2BnaK3DQiAbRwIyzxhKH3Mz5VOeCKFS304gRfyYjcUm0gHdPR98sN8baZWrZL2BUpcrNfISIRQi5shxnshWEpDCQi5Xizx4Kyn51bUIvxGJUaMiSmTNS6IeObVQaswMzWPq9AQ1tDTGGogJ4OTEkux%2BoXdphs98LqTd4UbyDCJg0NI%3D&webInteractiveContentId=212198816260&portalId=8302174)

[ Smart Communities + Local Government     ](https://www.rayven.io/industries-and-roles/smart-communities-local-government-software)

**

[![SMART COMMUNITIES](https://no-cache.hubspot.com/cta/default/8302174/interactive-185825394774.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLR6Jef1mYGSvJLlHiVcrfM0sNATjhQNK5eXxXfnvJVjHNVN0eHWh8BIvHGIpeWC9KasVrzzjHefP3IFsp0nOlE45ooyn5slvvh%2BjB2Vggp7%2BAKvDYEHCxC4k%2BL6lyEheCnpTt8KJbitz1ZC%2FgESzMvmBr80EIpGODohkltfdwJDVUNwUwmwr2EH5zKPZBipqxoOKe7JpKdaS208pWI27PifKYMw5g%3D&webInteractiveContentId=185825394774&portalId=8302174)

[ Supply Chain + Logistics ](https://www.rayven.io/industries-and-roles/supply-chain-software)

**

[![SUPPLY CHAIN&nbsp;+ LOGISTICS](https://no-cache.hubspot.com/cta/default/8302174/interactive-185825394810.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIgEa%2FQJKcF3mYWMkWGmMUdLhLSJKsWlP52e1VVXsa%2FpNQm77njVRW8znXrqchv3dE5Vi8gM4yY67Dh1kmGMiUUsisl2PqLxi55T6Xmb%2BkEM16X5lC8c48UW6vAneoPx%2BcycbKr6Dz0YrIGduNv7WNgo4z4Lkef2jfqaIdggPOjiobjMZk85CX3KohcFDNl1TbgmfSWp%2FHsJw%3D%3D&webInteractiveContentId=185825394810&portalId=8302174)

[ Water + Wastewater ](https://www.rayven.io/industries-and-roles/water-management-software)

**

[![WATER + WASTEWATER](https://no-cache.hubspot.com/cta/default/8302174/interactive-210017685433.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIp93ZkprsThiPJCathRS0jBvdvQTAu%2Bg1euafZYjqu4t%2FXfKOZoZ9qcVZYUjQPwnOf1FIBRqQgOneULgCAd7cXuGC2FOTiqU750d6DSoay%2FWMlUJZ1LZJ2jHvUPfRR2bt8Y17cz0v%2FJMEeP9%2Bpuk1lxTMs2IWFEzobzeQpXI1KwAwf8ZOsJR9Ria7jokvMKHToXzeKjDk%2FZPCs5FI%3D&webInteractiveContentId=210017685433&portalId=8302174)

[    → All Industries ](https://www.rayven.io/industries-and-roles)

**

[![Rayven is flexible. Our technology's built for industry + its many use cases.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790018105.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKD82WS%2BUNb5E2MlR5rhIbtIixF1Rx9H2uvNH3KfON%2BaQZ65DLllPCPMt%2BHvDEkzPhCjnkutwm77oaDceNuNC06lsCx3vDzCICiPU36xDCS0Dtje0KxS60gN0hmDXA22uqYdy%2B2fGOajit6tdhq0OINpBnG3lGt%2FvUWAQC46pwkgQ%3D%3D&webInteractiveContentId=183790018105&portalId=8302174)

### Job Roles

[ Digital Teams ](https://www.rayven.io/industries-and-roles/ai-for-digital-teams)

**

[![Unite Ops data, deliver real-time intelligence + get custom apps with AI capabilities.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185785618741.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIeqUG7WOolo520RF3KxuMD14etrbUhhBVhNw3K1ldIbqW5UDRoGdc3yatwWra8ndkz0ML%2Fgm%2Fy5m1ukx1B0DbUGt5lY24UdXrG2cZUJEeHw%2FQY4%2FGO6YEfGWEqDn8te2BR7mxTqdVVJlSPU0%2FSkL9P5WhmMbR63MyVS2df8guzSgaJ%2BVkPU%2B8YQycCQQ%3D%3D&webInteractiveContentId=185785618741&portalId=8302174)

[ CIOs + IT Teams ](https://www.rayven.io/industries-and-roles/cios)

**

[![Get custom operational systems + data solutions without the IT headache.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185786401415.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJJn18EplzQiVMqhRSTBRwDOopa7pAm8fB6PkLYpAZ7znyN9eIbsw8pQsIluqz%2Fct4t%2BgCXsakA0gb3bKfNOEFDWNXvpgyCbHPTgqdTUF1eAOK1peYk9Hqvg9Kr7qaSZMRGa7SgDTHkV8u1jQrl7nIWLxWQH65yP3wYSs%2F8&webInteractiveContentId=185786401415&portalId=8302174)

[ Ops Teams ](https://www.rayven.io/industries-and-roles/ai-for-operations)

**

[![Reduce manual work, spot issues earlier + add real-time intelligence, anywhere.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185785618782.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKIVcnEaXlayaCBtFjLcTOW76Gy1sxPiXG4NprkTItTSqSimnDKnx0fkyFm2d3YG%2FK%2BUOruUKJsX7McjCrKUD58N4Pksjbn8D4CzXfl1iBVReuyDctKZUT9bvo5LxyykRQD%2BsESn8hEZQvQ0ooyyZ9d9sRrNEuaMQRmShQHLHRUuIHWHx2z%2FEL6Lw%3D%3D&webInteractiveContentId=185785618782&portalId=8302174)

[ Data Teams ](https://www.rayven.io/industries-and-roles/for-data-engineering-platform)

**

[![Ingest, transform + orchestrate real-time data pipelines, dashboards, apps - anything!](https://no-cache.hubspot.com/cta/default/8302174/interactive-194116561808.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJNxFrehrs07utSskW3s%2BsStRmMRiqVOrPokK5lOANdwtt7d9BWbMZwTSiuop4Rqeko9RDkMBSV9FnPTvyiJvRny9ms1zf1Lql5OVU9UHbY3xjVfJWG0gP4Y2ynhKgiZh9XFuc%2FI7pCmEw4%2B3687aZZ0R80ibp0n2Pj3zNfCYJzag7%2B1R5jRi5jN5ejsn%2B2HJ0oE%2B%2FJuA%3D%3D&webInteractiveContentId=194116561808&portalId=8302174)

[ Senior Management ](https://www.rayven.io/industries-and-roles/senior-management)

**

[![Improve real-time transparency, decision-making + empower your people to improve.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185785618812.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLL8kpbo7BztQamYej8kj8KAR43ByRXNVqt80CExH1gYVfmHG1H0m61bS%2Bza3FNgX%2FxuEJHmNYtLjM6wYwNyAjZg7IdLYE9CDCdTKuJpzW6RXUppVUbWdfdVsbTivDICFHrql4AsG4tLSku1r%2FqwXoCqMEG%2BWS8cHVZQqiAAsa7%2BIS8BvGnTa13nXQ%3D%3D&webInteractiveContentId=185785618812&portalId=8302174)

[ Services ](https://www.rayven.io/services)

**

### Overview

[ Services Overview           ](https://www.rayven.io/services)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[ Enterprise Services ](https://www.rayven.io/services/enterprise-application-development)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

### Set Engagements

[ Agentic AI ](https://www.rayven.io/services/agentic-ai)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[ AI for Accountancy ](https://www.rayven.io/services/ai-accounting-engagement)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[ AI for Financial Services ](https://www.rayven.io/services/ai-financial-services-engagement)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[ AI for Government + Agencies ](https://www.rayven.io/services/ai-government-engagement)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[ Asset Management ](https://www.rayven.io/services/asset-management-engagement)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[ Custom Software for Industrial Services ](https://www.rayven.io/custom-software-industrial-services-engagement)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[ Execution Gap ](https://www.rayven.io/services/execution-gap)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[ Industrial IIoT ](https://www.rayven.io/services/industrial-iiot)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[ Partner ](https://www.rayven.io/partners)

**

### Overview

[ Partner Home ](https://www.rayven.io/partners)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[ Become a Partner ](https://www.rayven.io/partners/become-a-partner)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[ White Label Applications      ](https://www.rayven.io/partners/white-label-solutions)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[ Partner Directory ](https://www.rayven.io/partners/directory)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

### We Partner With

[ MSPs ](https://www.rayven.io/partners/msps)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[ IoT Devices + Hardware ](https://www.rayven.io/partners/iot-hardware-vendors)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[ Consultancies ](https://www.rayven.io/partners/specialist-consultancies)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[ Industrial Automation ](https://www.rayven.io/partners/industrial-automation-scada)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[ OEMs ](https://www.rayven.io/partners/industrial-oems)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[ Environmental / ESG ](https://www.rayven.io/partners/environmental-esg-monitoring)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[ Integrators ](https://www.rayven.io/partners/systems-integrators)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[ Connectivity + Telcos ](https://www.rayven.io/partners/connectivity-providers)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[ Inspection / NDT ](https://www.rayven.io/partners/inspection-asset-integrity)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[ Resources ](https://www.rayven.io/blog)

**

### Library

[ ALL ](https://www.rayven.io/blog)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[ Articles + Blogs ](https://www.rayven.io/blog/tag/blogs)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[ Brochures + eBooks ](https://www.rayven.io/blog/tag/brochures-ebooks)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[ Case Studies ](https://www.rayven.io/case-study)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[ Readiness Assessment           ](https://www.rayven.io/tools/readiness-assessment)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[ Webinars ](https://www.rayven.io/blog/tag/webinars)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

### Our Company

[ About Rayven ](https://www.rayven.io/about)

**

[![Learn more about Rayven, our mission + history.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183792126777.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJ%2BWlum%2FjIJFcKlfc1y9g38r366pchk2MAls9dyLLpwSIUJTfYbHhSiKdk8rQazWxLdAIvhr7ds1ubqGy0%2FODtYyR53PFhNhR%2FbYT1QMloatLYPvBR0fAzJq1EFy7hdCxJ0CVNNF7LMCHOuwy23BqGWzXG%2B1s29e5%2Bj%2FoDY0gKzLw%3D%3D&webInteractiveContentId=183792126777&portalId=8302174)

[ Contact Us ](https://www.rayven.io/contact)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[ Knowledge Base ](https://insights.rayven.io/knowledge)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKzf3H2RHnm1%2B96XYaWN43NoGtQn4UotQXMVyBDvdW%2FJbTTIRMBcQ%2BFKl9%2FQNX5%2FwY9%2Fn4km5MDKyJ3gIYZfdL5AKZb0rU15wgoV839IAYoXsFKjjR22YVJFuACgLb1dDtK%2F3SqvzxPgkSAHfrKNFgh%2BNTJwaesQGw4YP85RU86&webInteractiveContentId=185823046841&portalId=8302174)

[ Media Coverage ](https://www.rayven.io/blog/tag/media-coverage)

**

[![See where Rayven's been in the media recently.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046770.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLL8ANkbzOuKxcjjSpq73wwe0gTh5J%2FrGn3UNN0y%2FQZDS4hGu6M0mnNmtMpJPYjIwc5DpR5cT8RmFxB68da8UqMrQoixKAa%2Fn2bCTs8PIKYUKPJVwtomfSkmJPnRr%2B01njy2renZaziM2PxAWQR%2BdLRKF6Tss2%2BVJ28cI9b0IaKRq87g%2BftKo87A2LJqZQKNfw%3D%3D&webInteractiveContentId=185823046770&portalId=8302174)

[ Talk to expert ](https://www.rayven.io/free-assessment)

[ Instant Solution Plan → ](https://www.rayven.io/tools/readiness-assessment)

Blogs

# Why Your AI Projects Need an AI Data Fabric

 Rayven, 04 July 2026

Why Your AI Projects Need an AI Data Fabric

12:18

Rayven Insights

An AI data fabric is a unified architecture that connects, governs, and continuously makes available all the data an AI system needs - across sources, formats, and locations - so models and agents can act on accurate, complete information rather than isolated snapshots. Without one, AI projects are forced to work with fragmented data pipelines that produce unreliable outputs and stall before reaching production. This post explains what an AI data fabric actually does, why most AI projects fail without one, and how to build on a foundation that holds.

Thinking about an AI data fabric for your business?

Get a free 30-minute strategy session with Rayven's AI architects. We'll map your current data estate, the gaps an AI data fabric would close, and what 'good' looks like for your business.

[Book a free call →](https://www.rayven.io/book-demo)

---

## What is an AI data fabric, and why does it matter for AI?

An AI data fabric is an integrated data layer - spanning ingestion, processing, governance, and delivery - that ensures AI models and agents always have access to clean, contextual, and real-time data regardless of where that data lives. Think of it as the connective tissue between your systems and your AI.

Most organisations attempting AI projects already have data; the problem is that the data is scattered across databases, APIs, IoT sensors, spreadsheets, and legacy systems that do not talk to each other. An AI data fabric removes that fragmentation by creating a single, governed environment in which data flows continuously and is structured for AI consumption.

Without this foundation, AI models train on stale or incomplete data, predictions are unreliable, and automation breaks down the moment an edge case appears. The fabric is not the AI itself - it is the operating environment that makes AI trustworthy enough to act on.

The [Rayven AI Data Fabric](https://www.rayven.io/solutions/custom-ai-solutions/ai-data-fabric) gives organisations exactly this foundation, built and maintained as part of a done-for-you delivery engagement.

---

## Why do AI projects fail without a solid data foundation?

**95% of AI projects never ship.** That single figure exposes a systemic problem: organisations invest in models, tools, and talent, then discover that the underlying data is too messy, too siloed, or too slow to support production AI.

The most common failure modes are:

- **Siloed data sources** - AI models cannot access the systems they need, so outputs are based on partial information.
- **No real-time access** - Models trained on last week's data make decisions that are already out of date.
- **Poor data quality** - Garbage in, garbage out. Without cleansing and structuring pipelines, AI predictions carry the noise of the source.
- **Governance gaps** - Without audit trails and access controls, AI outputs cannot be trusted or defended to regulators.
- **Integration debt** - Every new data source requires a custom build, slowing iteration and raising costs.

An AI data fabric addresses all five failure modes simultaneously, which is why organisations that invest in data infrastructure before model development ship faster and at higher quality.

---

## How does an AI data fabric differ from a traditional data warehouse or data lake?

| Capability | Data Warehouse / Data Lake | AI Data Fabric |
| --- | --- | --- |
| Data freshness | Batch updates (hours to days) | Real-time, continuous ingestion |
| Source coverage | Primarily structured, IT-origin data | IT, OT, IoT, files, APIs, streams |
| AI readiness | Requires separate ETL + feature engineering | AI-ready structuring built in |
| Governance | Schema-level controls | End-to-end lineage, access control, audit logging |
| Connectivity | Custom connectors per source | 1,228+ pre-built connectors |
| Agent / model support | Indirect; requires middleware | Native; models and agents query the fabric directly |

A data warehouse stores historical records for reporting. A data lake holds raw data at scale, often without structure. An AI data fabric does both and goes further: it actively prepares, routes, and governs data specifically for AI workloads - including agentic AI systems that need to read and write in real-time. The [Rayven data layer](https://www.rayven.io/platform/data) handles real-time processing, ETL, storage, and AI-ready structuring as a single managed environment.

---

## What problems does an AI data fabric solve in practice?

The practical problems an AI data fabric solves fall into three categories.

**Data access problems** - AI agents need to query live operational data, not last night's export. [Real-time integration](https://www.rayven.io/platform/integration) across 1,228+ pre-built connectors means models can call on sensor readings, ERP records, customer interactions, and financial data simultaneously, without custom middleware for every source.

**Data quality problems** - Raw operational data is noisy. The fabric applies cleansing, normalisation, and structuring as data passes through, so models receive consistent inputs. This directly improves prediction accuracy and reduces the need for manual data preparation.

**Governance and trust problems** - AI outputs are only as defensible as the data behind them. Enterprise access control, encryption, audit logging, and data residency controls ensure that AI decisions can be explained, traced, and verified - which matters for regulated industries and enterprise procurement.

The [Rayven execution layer](https://www.rayven.io/platform/execution) then uses that governed data to run workflow automation, predictive analytics, and agentic AI without requiring separate orchestration tools. **Rayven has 240+ deployments live** across more than 24 industries, each one built on this foundation.

---

## What does a working AI data fabric look like in a real deployment?

Consider an organisation managing multiple operational sites - equipment, people, logistics, environmental conditions - each generating data in different formats from different vendors. Before an AI data fabric, that data sits in separate systems. Analysts manually export, reconcile, and report. AI initiatives stall because no single model can see the full picture.

After implementing an AI data fabric through [the Rayven AI Data Fabric solution](https://www.rayven.io/solutions/custom-ai-solutions/ai-data-fabric), the architecture looks like this:

- All operational sources connect through pre-built or custom integrations, feeding a unified data environment.
- Data is cleansed, structured, and stored in real-time, continuously ready for model consumption.
- AI models - whether predictive maintenance, demand forecasting, or anomaly detection - query the fabric directly rather than waiting for scheduled exports.
- Custom apps and dashboards surface insights to operators; AI agents trigger automated responses when conditions are met.
- Every action is logged, governed, and traceable.

**Rayven's done-for-you delivery model takes organisations from scoping to a working solution in two to twelve weeks.** That speed is possible precisely because the data fabric is delivered as a structured engagement, not assembled from scratch each time.

---

## When does an AI data fabric make sense - and when might it not?

An AI data fabric is the right investment when:

- Your organisation is running, or planning to run, more than one AI use case.
- Your data sources span multiple systems, vendors, or physical locations.
- AI reliability, explainability, or regulatory compliance is a requirement.
- You have experienced AI pilots that worked in isolation but failed to scale.
- You need AI to act in real-time, not just report after the fact.

It may be premature if your organisation has a single, well-structured data source and one narrow AI task. In that case, a point solution may be faster to deploy - though it will not scale.

For most organisations with operational complexity, the fabric is not optional; it is the difference between AI that ships and AI that stalls. The [Rayven custom AI solutions](https://www.rayven.io/solutions/custom-ai-solutions) page outlines how different organisations have approached this decision, including delivery options that match different levels of internal capability.

---

## How do you choose a vendor to deliver an AI data fabric?

Evaluate vendors on five criteria:

1. **Connectivity breadth** - Can the platform connect to your existing systems without significant custom development? **The Rayven Platform offers 1,228+ pre-built connectors** covering IT, OT, IoT, APIs, and file sources.
2. **Real-time capability** - Does the platform ingest and structure data continuously, or in batches?
3. **Governance built in** - Are access controls, audit logging, and data residency features native, or bolted on?
4. **AI execution support** - Can models and agents query and act on the fabric directly, or is additional middleware required?
5. **Delivery model** - Does the vendor offer done-for-you delivery, or does implementation fall entirely on your team?

**66% faster than traditional development** is the delivery advantage Rayven brings through its fixed-scope, fixed-price engagement model - meaning organisations reach production AI faster without accumulating integration debt.

For organisations evaluating their options, [the AI Data Fabric solution overview](https://www.rayven.io/solutions/custom-ai-solutions/ai-data-fabric) provides a structured starting point, and [booking a demo](https://www.rayven.io/book-demo) is the fastest way to scope a specific deployment.

[The FAIR Principles](https://www.go-fair.org/fair-principles/) - GO FAIR Initiative - 2016 (findable, accessible, interoperable, reusable data principles underpinning AI data architecture).

---

### What is the difference between a data fabric and an AI data fabric?

A data fabric is an architecture for connecting and managing distributed data across an organisation. An AI data fabric extends that foundation specifically for AI workloads - adding real-time ingestion, AI-ready structuring, model and agent integration, and governance controls that AI systems require. The distinction matters because a general data fabric may connect your data without making it actionable for AI decision-making or agentic automation.

### Do you need to replace your existing data infrastructure to implement an AI data fabric?

No. An AI data fabric is designed to sit across existing systems, connecting them rather than replacing them. The [Rayven pre-built connectors](https://www.rayven.io/platform/integration/prebuilt-connectors) integrate with legacy databases, ERP systems, IoT devices, and cloud platforms - meaning organisations can build on what they already have rather than starting from scratch.

### How long does it take to get an AI data fabric operational?

With Rayven's done-for-you delivery model, organisations move from scoping to a working solution in two to twelve weeks, depending on the complexity of the data environment and the number of sources being connected. The three-week average deployment time applies to well-scoped engagements with clear data requirements and defined AI use cases.

### Is an AI data fabric only relevant for large enterprises?

No. While large enterprises often have the most complex data environments, mid-sized organisations benefit equally - sometimes more - because they typically lack the internal engineering capacity to build data infrastructure from scratch. A done-for-you AI data fabric delivery model makes the capability accessible without requiring a dedicated data engineering team.

### How does an AI data fabric handle data security and compliance?

A properly implemented AI data fabric includes enterprise access control, end-to-end encryption, audit logging, and data residency options as native capabilities. The [Rayven security, governance and hosting layer](https://www.rayven.io/platform/security) applies these controls across all data moving through the platform, ensuring AI outputs are defensible and compliant with applicable regulations.

### Can an AI data fabric support agentic AI - not just predictive models?

Yes. Agentic AI systems - AI agents that take autonomous actions based on live data - depend on a data fabric more than predictive models do, because they need to read and write in real-time, maintain context across interactions, and trigger actions in operational systems. The [Rayven Platform](https://www.rayven.io/platform) supports agentic AI natively through its execution layer, using the fabric as the live operational data environment agents query and act on.

#### Tags

[Blogs](https://www.rayven.io/blog/tag/blogs) [Comparative Analysis](https://www.rayven.io/blog/tag/comparative-analysis) [Media Coverage](https://www.rayven.io/blog/tag/media-coverage) [Brochures + eBooks](https://www.rayven.io/blog/tag/brochures-ebooks)

#### Author

![Rayven](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Logos/Ravyen%20Transparent%20R.png)

Rayven Rayven is a world-leading integrated data, AI + IoT technology company, providing industrial businesses with the IoT platform and prebuilt Industry 4.0 solutions that they need to increase productivity, efficiency, and improve decision-making.

#### Share

<http://www.facebook.com/sharer/sharer.php?u=https://www.rayven.io/blog/why-your-ai-projects-need-an-ai-data-fabric> <https://twitter.com/intent/tweet?url=https://www.rayven.io/blog/why-your-ai-projects-need-an-ai-data-fabric&text=Why%20Your%20AI%20Projects%20Need%20an%20AI%20Data%20Fabric> <http://www.linkedin.com/shareArticle?mini=true&url=https://www.rayven.io/blog/why-your-ai-projects-need-an-ai-data-fabric>

### Explore further related content:

<https://www.rayven.io/blog/ai-data-fabric-for-manufacturing>

Blogs

## [What Is an Industrial AI Data Fabric - and How Does It Work in Manufacturing?](https://www.rayven.io/blog/ai-data-fabric-for-manufacturing)

 An industrial AI data fabric is an architectural layer that connects, organises, and activates data across a manufacturer's systems - OT, IT, and IoT - in real-time,...[Read More](https://www.rayven.io/blog/ai-data-fabric-for-manufacturing)

<https://www.rayven.io/blog/how-to-build-an-ai-data-fabric-on-existing-systems>

Blogs

## [How to Build an AI Data Fabric on Existing Systems](https://www.rayven.io/blog/how-to-build-an-ai-data-fabric-on-existing-systems)

 An AI data fabric is a unified data architecture that connects, contextualises, and activates data from disparate systems - enabling AI models, automations, and...[Read More](https://www.rayven.io/blog/how-to-build-an-ai-data-fabric-on-existing-systems)

<https://www.rayven.io/blog/ai-data-fabric-vs-data-warehouse>

Blogs

## [AI Data Fabric vs Data Warehouse: What's the Difference and Which Do You Actually Need?](https://www.rayven.io/blog/ai-data-fabric-vs-data-warehouse)

 Rayven Insights An AI data fabric is an architecture that connects, harmonises, and activates data across distributed systems in real-time - without requiring...[Read More](https://www.rayven.io/blog/ai-data-fabric-vs-data-warehouse)

## See Rayven in action

One of our data science, AI + IIoT specialists will contact you for a live one-on-one demonstration or to answer any questions.

<https://www.rayven.io>

- Solutions 
    - [Custom Applications](https://www.rayven.io/solutions/custom-software)
    - [Custom AI + Agents](https://www.rayven.io/solutions/custom-ai-solutions)
    - [IoT Solutions](https://www.rayven.io/iot-platform)
    - [Unified Data Platforms](https://www.rayven.io/solutions/unified-data-platform)
    - [Data Collection Tools](https://www.rayven.io/solutions/data-collection-software)
    - [Automations](https://www.rayven.io/solutions/automation-software)
    - [Integrations](https://www.rayven.io/solutions/data-integration-platform)

- [Platform](https://www.rayven.io/platform) 
    - [Platform Home](https://www.rayven.io/platform)
    - [Integration Layer](https://www.rayven.io/platform/integration)
    - [Data Layer](https://www.rayven.io/platform/data)
    - [Execution Layer](https://www.rayven.io/platform/execution)
    - [Presentation / UI Layer](https://www.rayven.io/platform/presentation)
    - [Security, Governance + Hosting](https://www.rayven.io/platform/security)

- [Use Cases](https://www.rayven.io/industries-and-roles)

- [Partner with Rayven](https://www.rayven.io/partners) 
    - [Partner Directory](https://www.rayven.io/partners/directory)

- [About Us](https://www.rayven.io/about) 
    - [Resources](https://www.rayven.io/blog)
    - [Privacy Policy](https://www.rayven.io/privacy-policy)
    - [Contact Us](https://www.rayven.io/contact)
    - [Management Login](https://workspace.rayven.io/login.aspx)
    - [info@rayven.io](mailto:info@rayven.io)

 

<https://www.rayven.io/blog/why-your-ai-projects-need-an-ai-data-fabric#body> 

![](https://px.ads.linkedin.com/collect/?pid=2581828&fmt=gif)

```json
{
  "@context" : "https://schema.org",
  "@type" : "BlogPosting",
  "author" : {
    "@type" : "Person",
    "name" : "Rayven",
    "url" : "https://www.rayven.io/blog/author/rayven"
  },
  "dateModified" : "2026-07-03T14:33:24.279Z",
  "datePublished" : "2026-07-03T14:13:59.000Z",
  "headline" : "Why Your AI Projects Need an AI Data Fabric",
  "image" : [ "https://www.rayven.io/hubfs/agent-fleet/blog-heroes/why-your-ai-projects-need-an-ai-data-fabric-hero.jpg" ],
  "mainEntityOfPage" : {
    "@id" : "https://www.rayven.io/blog/why-your-ai-projects-need-an-ai-data-fabric",
    "@type" : "WebPage"
  },
  "publisher" : {
    "@type" : "Organization",
    "logo" : {
      "@type" : "ImageObject",
      "url" : "https://www.rayven.io/hubfs/Ravyen%20Transparent%201390x426.png"
    },
    "name" : "Rayven.io"
  }
}
```

```json
{
  "@context" : "https://schema.org",
  "@id" : "https://www.rayven.io/blog/blog/why-your-ai-projects-need-an-ai-data-fabric#breadcrumb",
  "@type" : "BreadcrumbList",
  "itemListElement" : [ {
    "@type" : "ListItem",
    "item" : "https://www.rayven.io",
    "name" : "Home",
    "position" : 1
  }, {
    "@type" : "ListItem",
    "item" : "https://www.rayven.io/blog",
    "name" : "Blog",
    "position" : 2
  }, {
    "@type" : "ListItem",
    "item" : "https://www.rayven.io/blog/blog/why-your-ai-projects-need-an-ai-data-fabric",
    "name" : "Why Your AI Projects Need an AI Data Fabric",
    "position" : 3
  } ]
}
```

```json
{
  "@context" : "https://schema.org",
  "@id" : "https://www.rayven.io/blog/blog/why-your-ai-projects-need-an-ai-data-fabric#article",
  "@type" : "Article",
  "author" : {
    "@id" : "https://www.rayven.io/#organization",
    "@type" : "Organization",
    "name" : "Rayven"
  },
  "dateModified" : "2026-06-29",
  "datePublished" : "2026-06-29",
  "description" : "An AI data fabric is a unified architecture that connects, governs, and continuously makes available all the data an AI system needs - across sources...",
  "headline" : "Why Your AI Projects Need an AI Data Fabric",
  "image" : "https://rayven.io/hubfs/agent-fleet/blog-heroes/why-your-ai-projects-need-an-ai-data-fabric-hero.jpg",
  "inLanguage" : "en-AU",
  "isPartOf" : {
    "@id" : "https://www.rayven.io/#website"
  },
  "mainEntityOfPage" : {
    "@id" : "https://www.rayven.io/blog/blog/why-your-ai-projects-need-an-ai-data-fabric#webpage"
  },
  "publisher" : {
    "@id" : "https://www.rayven.io/#organization"
  },
  "url" : "https://www.rayven.io/blog/blog/why-your-ai-projects-need-an-ai-data-fabric"
}
```

```json
{
  "@context" : "https://schema.org",
  "@id" : "https://www.rayven.io/blog/blog/why-your-ai-projects-need-an-ai-data-fabric#faqpage",
  "@type" : "FAQPage",
  "mainEntity" : [ {
    "@type" : "Question",
    "acceptedAnswer" : {
      "@type" : "Answer",
      "text" : "A data fabric is an architecture for connecting and managing distributed data across an organisation. An AI data fabric extends that foundation specifically for AI workloads - adding real-time ingestion, AI-ready structuring, model and agent integration, and governance controls that AI systems require. The distinction matters because a general data fabric may connect your data without making it actionable for AI decision-making or agentic automation."
    },
    "name" : "What is the difference between a data fabric and an AI data fabric?"
  }, {
    "@type" : "Question",
    "acceptedAnswer" : {
      "@type" : "Answer",
      "text" : "No. An AI data fabric is designed to sit across existing systems, connecting them rather than replacing them. The Rayven pre-built connectors integrate with legacy databases, ERP systems, IoT devices, and cloud platforms - meaning organisations can build on what they already have rather than starting from scratch."
    },
    "name" : "Do you need to replace your existing data infrastructure to implement an AI data fabric?"
  }, {
    "@type" : "Question",
    "acceptedAnswer" : {
      "@type" : "Answer",
      "text" : "With Rayven's done-for-you delivery model, organisations move from scoping to a working solution in two to twelve weeks, depending on the complexity of the data environment and the number of sources being connected. The three-week average deployment time applies to well-scoped engagements with clear data requirements and defined AI use cases."
    },
    "name" : "How long does it take to get an AI data fabric operational?"
  }, {
    "@type" : "Question",
    "acceptedAnswer" : {
      "@type" : "Answer",
      "text" : "No. While large enterprises often have the most complex data environments, mid-sized organisations benefit equally - sometimes more - because they typically lack the internal engineering capacity to build data infrastructure from scratch. A done-for-you AI data fabric delivery model makes the capability accessible without requiring a dedicated data engineering team."
    },
    "name" : "Is an AI data fabric only relevant for large enterprises?"
  }, {
    "@type" : "Question",
    "acceptedAnswer" : {
      "@type" : "Answer",
      "text" : "A properly implemented AI data fabric includes enterprise access control, end-to-end encryption, audit logging, and data residency options as native capabilities. The Rayven security, governance and hosting layer applies these controls across all data moving through the platform, ensuring AI outputs are defensible and compliant with applicable regulations."
    },
    "name" : "How does an AI data fabric handle data security and compliance?"
  }, {
    "@type" : "Question",
    "acceptedAnswer" : {
      "@type" : "Answer",
      "text" : "Yes. Agentic AI systems - AI agents that take autonomous actions based on live data - depend on a data fabric more than predictive models do, because they need to read and write in real-time, maintain context across interactions, and trigger actions in operational systems. The Rayven Platform supports agentic AI natively through its execution layer, using the fabric as the live operational data environment agents query and act on."
    },
    "name" : "Can an AI data fabric support agentic AI - not just predictive models?"
  } ]
}
```