---
title: Customer Data Platform Features | Rayven
description: Discover the key features of an effective Customer Data Platform and how they transform raw data into actionable insights for unparalleled experiences.
image: https://www.rayven.io/hubfs/AI-Generated%20Media/Images/The%20image%20features%20a%20sleek%2c%20modern%20office%20environment%20bathed%20in%20natural%20light.jpeg
---

[![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=AVxigLLpM3v5EjbaodkOgDiadKGfOxIXampKgOP77K%2FOWmf8vj2c%2FU3V4FsCNUlWw%2FfcGivM%2BINMQFQmQ7w%2Br%2B32ojApE1VCqKGV8dNih5Bc8cIUVsoaY96KIMwY2NP1jdIaDyao3A%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=AVxigLLpM3v5EjbaodkOgDiadKGfOxIXampKgOP77K%2FOWmf8vj2c%2FU3V4FsCNUlWw%2FfcGivM%2BINMQFQmQ7w%2Br%2B32ojApE1VCqKGV8dNih5Bc8cIUVsoaY96KIMwY2NP1jdIaDyao3A%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=AVxigLK1gatoXN57iu%2FKg%2Ba6slmRtrpqeC3HdYitGxYktbOMgky%2B9re2gPRZPTol9asXBbKUDq6TOkuONBYW4uvbJyay2ylEei0jhzODqIF6OWHH29yPu6sWIGVT77GzA%2FxU%2FFKEZFV1KcoU9BInrEnNNH%2BzOUdoAMT33vRroJPSxFU%2BgZNY3CPnVBl58TBP8gZdX99R8BxEgVl5KLN%2Fgxuvwg%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=AVxigLKPJJdj%2F%2FaWauvdYRqTwsWkyGjXgkbT5Zf%2F5Q2OSSPyZewdWTjUBjwkYuCK3n%2FB3fXHujxzGZ9VxvFLK6yPBjQx3QjNDPxegGAAf4xOQJOLnM1mD5sKA8A08X1L3I8X8vt6PcSonNw9V8RBQ3eG9C2NQXe7Gl2%2Fujtl4HAsQDKFEsD853UxmoXdwxpF6%2B%2FVySHuDQjS26LA6w%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=AVxigLJjnbSAhCRCuAyuYk%2B4ckKnELMgkPSy0aRkgyJVQ0F3FeumpmRfJY01Hpt%2F6XwuFWp9eye9ebkfcPoLH%2Bo343dKE3e2YJW%2FlyLNaniXfycIEwZllIEZp%2FB9lINon9t7lSLA%2BChgeu8bi5Cz5hcF8AoZQcdny7QllcDx%2Fxl2gyKpB6NquuNTS1T%2FHFH25I2oxKI1dmKyXOwCKA%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=AVxigLKZzNlCj1MOOb0Qe0FLfIPppTH%2FNxoi5mtFwBDL8DafnsYtutfU6TkuObwAE8hSahGKkmcGrOAAbZ3N%2Fpxj6K0HVhQB74WKz%2B%2FptCUns36T0FCsLWXakW93%2Fdawbjbb%2B9rb08NxhnOjzMUr8mhPVz15WhhElo8fwHuI%2FUsWxJh8ahvPODXJrI5q128TJ8duA4Y3qXgY%2BPPb2uW7j3Wbowg%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=AVxigLLWRLbo5YhXIBXw0dW2mDlE2y2JWm3PlFzxnfeB0g1OrT4Yopv4yxF5GbENcJfXFUK19FxYh8%2BHyOXgeun0In1bXZ0PpVP6bFBd2MaDe%2FludsH9R318%2BvwwMiVGPyaFrMWKREb6M9mB23uas2qp46UQhVBANs7yPSE4XqcZ95VZS7E%2FJra5Y%2FdlZW19llcnpRbq4t%2BpNTX7I%2FfGEU8%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=AVxigLKgyNWjvZPAKRbSfY13xsqKxMb0o9re9rhJxIMSlrifMhYb2JCpUMtE%2FtC3gHQndpJxdu9qvCLYM51iK2%2BOB5Jb%2F5A56nat8VdIa0EFV1%2F3cOh0QLosbvDQB%2F3BskXEQbJhUsnsCO2oNKdnAbHD2j%2FBQKmbtf8pE4tnTFcd7IwTiEuBS5nuVWEnmvQ%2B7oMV5u7SF9AE2HvY84afHoUN0BEgCg%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=AVxigLIN4c1z8riKlAtDmuyprQGi8z6yjZH69BFxabPaMnCSp5xfWk%2BdFI5nLGnfZm1Saaq7mx2d0TNXBiELxmhkd%2FgEP0Us8Yd6vuqwlElKYApTaZv%2BzVBK%2FNNQx1vEJIvFU7T3tlYstWY3bU0SKfsbFQd8Pha1XATvimNL1bYI4x9KBDMtkBIPd0GSi6IkqcxS88KB2MkOQKoUdNl%2FBlCd1qSsg9g%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=AVxigLLwRtcFN4D%2FpMF3FRj8PPBXwezm4WHXR8MVnHHQZ8W6t%2FfLr4fBAmsk%2FcsGfx9bymDqt3w2Rl7ePoWU66tBcyIJfv3LtT1n58%2F3aVKEAfaPq52AbSATOly5qK1KZ9PWChE7ueKrxt%2Bk7N3OUuj6mSEkM%2BgooEU9285DLCE%2FwwwANmrzE%2BNvXm4numF4WqRNz9%2F9ZOtU3goYuoNJJylytcw%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=AVxigLJBODS6ZBRX20PMoAyMtkruba2TRvl%2BufiVfg4NuXjD%2BqSR2ABoupDza5URxj0l8YC2xfOedfK%2B%2FZBcnhZErmF7i682uOqkkTjQLquGXcEEc%2F6NgD46j2xOmPWwaTQuqeq4PKWkf6nnUa%2F%2FpmJg56jcfJWRyU2PNtNvvQ7jnwblzhc41doO9Uxl%2BlscTE%2B2TGT5h9wDvW8ztmMLyvoZCw%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=AVxigLKHguCWHg9vXD2PX364DnRNufVuGzsqLKrsLJsznlBfGd2%2B8W7Fnuoy%2FU1onZ8itRPGqDeaTvCX9WcVPGdwW26KvtcGiPihNKr2%2BCxk8EeltNyu5nySDQIn5CUFwTAXJ76EjxW7edFBmZxALh%2F2xQzXnr9dgvhbiQU3t9idJKSRe2Wyi%2BEGDh%2FBrHeUwavdu7DOxFOsSJzi05g%2FFgydHfqSS0YDabnDX3qWJXcMb9Uddg%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=AVxigLLEqo%2BNCJ0fNUywGDego25j9V7%2Bnx5ZTQDCB9a5C5PZOv2eQ14jVeVFszU9A3VU7iXincppdWuWMbDrBI0GNO2rW3fyZc44locHYTZa4sRpulvsZM2vKrV1gIm3ey8fg9tYiFNNWP%2Bqixia3H8GZ8BkLvcGEpHegd%2FXTBN64W7%2FMJbAFsttHxmb%2BiLaujRN2omGXOV6fNrQwAgZZ%2FPB0hED&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=AVxigLK%2F9FswPMk%2B6%2FzlkNP%2BeovJ6p%2B1xyVboGfBUIDU6TKl53hnFHoXjYTFJ2iFrzuizXxY2wTsI3dmqldP2fDgTAR7IgsfkyrjcMM2lEGhzbZoQJtXbiUcDfhKeFYkPlFiwT6Jbl9hiSNVyEFf7AbdQr%2FCDuODjFwACnzFHAJlCaebc8WKKtp4HSnMh9hSAFqHVFCBqc9dibCH94jhfri2gyYiIA%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=AVxigLIWfxA%2FIVSA6sWMi%2B7D%2BJYlQEN6UGVpkhoQVX6WQeaka%2FnzPW3TfWoiuxXtO2xqKXEMEH4ldjfKa8I9x1aB8PdsnFlx%2F7Jx%2Fj%2BbRhxGX1iZD4iDoSbGsGHI1RrSTVMpgvi12D6kvI%2BNL%2BuxIVmy6XgQHC22E1Sd%2BltJU%2BDIup8%2BMRKU%2FBiXxhlm9IAZMKJmXhqO3%2BDK98ik5DfunKmPlhrFdfKItDQ%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=AVxigLJOZgZyI6gY5IJVh7LTbuZ8iwpS3ydX58GpbN2Gm4FcFyfJpXhEFPO2TZMFUQvTwevt%2FIOpQUCLUPDoxrHC4tZK4EdYXbK2sXjGxKfJilnP4qLw7CMeUB4%2Fnf0HQPQpk0ByBjUWZVDuhbBpnFM7vfFYm1hX2gJQcPUnOH%2BjasCbTBrvNrauT%2FqEc5kCS%2FYM2D3JMYKrkuOX%2BNzahrMdBNs%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=AVxigLIkSiWJtjiwunmCoDYh40GvrtYYqU6bNqroE3Ghl5cad8r9vBYkqPcyjbRo%2FNV9b6yIKdo9hNYBLcne%2BjL85QEbigSDm5kgjWCC6%2BLr2opcIjx1LryOjhRQIOKl0J6Nld7RhqALD2wRDzYLyxgP9So3Cf97Svfheq0o5hGr5KBMgxFlkcbWYjJlYB4OyeylJHfbLWLVKh395Ac%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=AVxigLKDgKWSveQK2vbyCSULmvq03rqJ5v03WCRP1PaEVCyhzli8QDR9y1DvDqIdyt7hukyapJB2PHUDwoqKmAyUYbHMNFWXzoXPvrqsuobwQ8BHvISPyNPnDp%2BMqzabFc3ZfD%2FqG4ji9yJ%2BDZ8gjSGFUczvC7FolMw5J6wlMi9G1mtpXCrV4CSF%2BpAU87kZ0ac%2Fwe9N7g%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=AVxigLLs0sakL08gijr0v78k3DKQDqhWqxa2d17r1NLlHsnXmhGTLtyJl%2F3Sdy7kFq9WXfTc3oQZ9texq2wgajQ4zRqiMjts0%2FEQz%2FPMqU6kaK8k64Rwmhf%2BYs6fxEGb8WnyhG8gtPWaETnVDhXBYFuVT4bjonG%2FuI%2Foo2Tznk1UOHzEPPLJMijbkP2wrmN09aDL0cQe&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=AVxigLLBMVVbB4AzSmQzHUjQvQzbQAg2DXT2nG6ijAWg0E8JrcgBVp78hP7c9ipnLq96WsJlLWrFGk8J3BcwZSmdZAIz2EiKxDyoWEmDYEZXSvpKDMqXSrQ4zXhXzdO5fsUiyHocHK8QMDKNW%2BeQIafF6xFsb%2BwOwbaHc4LTLRoX7kclyDdk68XKIrtN2HTeskgD5GgLZJpzTTjUqQ%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=AVxigLJlJOewDzlNuHAdfacDyxAUYAsFK6SgCWZPczQpfnkUzO61JT%2BMjbZ4%2FfuBfFGe1OM6Fr7MIR3QdGBqiAv%2BnvHZrPpyazNzHBOpmfyEjSZ63vq3LNd43HoxrblIS8JNrURc5qxcTzL7biRgdPR8ic0jSixawvC9JsdyAtMLFxTOucHhARbO9MKefJ2X1gxX58%2BzkR7VZmRJS%2B04TI9R9Vw4TWVH6d4%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=AVxigLK1C7NBhWUZxEHf%2BmqKF18%2FCV3ROJPq5NYDM8o1piKEXRI2sKWgufr8siw69C%2BlJnK92oOFJDfuOBR3pta9Toux4dAvLTWLOLkm%2Fzlk2vYJCNKgbQdDJ26d3OxNa%2BvsTuZJd6KDARxWzfO7EUmi%2Fk%2FnxyJGdd20Bnw1%2BoCTJA1RItASTQP1Dkf5jGiACDmOiymD904F3SNyfzvt7NToQprEWTAkZbd81qM%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=AVxigLJuJnbYpvCJVPe9Rth4%2BlFfdUkTXRIDDS2MFICETwZ9L0hXRsM5BZeAB2o1qmWIj5mRRfnHl7FLJgEI2nOOzhWUeoDLlOMZM7PlMgl70ecXMkoDnjoj1h51ydneGN5BcC0U7x9iYVgeYGxBY%2FTfWAcC32WNcNYRIE9yoYJDTxDUImku8AfXQeEujVX1xyGO8xNiwufrHR4GANe4Kh%2FubPd7psNf0gY%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=AVxigLLBMVVbB4AzSmQzHUjQvQzbQAg2DXT2nG6ijAWg0E8JrcgBVp78hP7c9ipnLq96WsJlLWrFGk8J3BcwZSmdZAIz2EiKxDyoWEmDYEZXSvpKDMqXSrQ4zXhXzdO5fsUiyHocHK8QMDKNW%2BeQIafF6xFsb%2BwOwbaHc4LTLRoX7kclyDdk68XKIrtN2HTeskgD5GgLZJpzTTjUqQ%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=AVxigLKJq7lnHZvs%2BosispsA2t4UZFUuTN9AbH9Ft7WLCA%2FPXLBVrac78vTQVSR7IP9E8LtTPe%2B1CtuWu%2FjZzeKlt8bh0LMt2kIXz2zBYQAyB%2BsLdRd6bNihGSczzLfOVY7V2wL7EIZJELYJ5Pv%2Bx7e8qZoPW%2FR%2FWVPpzFuuBNgEVUyw7kbFvfqMdXdmeii9b5MeS7cStOYSa075EU%2Bo7W8%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=AVxigLLX%2Bmiz92LipoN9UCWwoY4LxwEn39Pg%2BcfmMa98WnM%2FbnvUWdQzk%2Bl86TgfMcWEonNJIWBNHBRTxjNeZdlT5biwlleRSFCKWVQSNCl%2FUZGOq%2Fu1g3OOAMV51fWf5jdeSnheHjV9SyigZtxRJ5p6UcCs41o9ROtbN6WXvDQ9E9vO3A%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=AVxigLIg%2BGZTrH6oNO8RUlCArIbsatf2Uw7t%2BGbQHSqYxMcbbGtxvuY9ucLYgacz751m24a8FbjT8Q%2Bj6JPBzPrlzv8rOrPbO%2B4dJZxGNG0a3OYgG%2F%2Babiei7gysBDP9eF%2BMTGK8bFgt%2B8QDa0OidKwb6rQ1vk0o6EM57ScgRNLzbFhDbn9AwsLbzxcO128YYw%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=AVxigLK1ddpa1oD7SMXSf84UiTGOPMcukOGwOD7KZM1NzO17NUMv%2FdEgQ4NPA%2BuyZaiUaVRb5YGNegxYZTKOv4tC60b%2BjcjLI9Ld%2B28Hp%2F7arNpM4OrzbLhqIr4kjqaraBZHb0WLD6YFx5XYBuLtEKjPAL%2BlFPBEZDcs8En45cf0&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=AVxigLJdAN0fs6B1SCH2TkiAYN4Bh8lQqTJOHfhgtuUolf1xSv1vzw2PVlzNqdGqc5zAr2t6%2BJA1rB1XU6MfNYoBB8IMdBrHXCZxM3wI%2FB4TcSX8q0SAhH1mFCzGuwyHME3dxEK6z%2BoQe62ItM8HBrX3yniCmKjxxoREBd8uoQIxbUQV3QuXiUSRTZGeYw%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=AVxigLK87uNmkdTmuniMDAryAS952mfwlsInZgmSFH7pLQORcKwoiTrrWFpEb4mwQ8IHh0%2Fmq69BgftYt8EKEQC8Tp%2BYoLXAKAPCPT2Ju6z%2FMEpLJ8SWQVrIt3IZDiax5QDYYcMwKa%2BjMTjlVofdN36x1xfXvqCnKU5FBKLMU4bV2et%2FP3JqDwfE7E5RiLZqJCMgmaRVM4l3cw%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=AVxigLKva15lM4NiDIY0ss%2BQBrfEc7t3QcntCNeRMfv%2FJtZw6%2FQQEG2oJEH3y%2Bdi0%2BZWuAr9QJLFmTBUEFZvkarIVjTs5tbuDpFmZuI%2BQKKwKt97cZIc2UEhw40ehhhQrC%2FQbk5kUC3%2FjIXKT154D%2B7Wqi2X51khomJrmJpKg05qQFZax9KUVcz3RO%2FfQg%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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLLRASo5bKUkqPP53VV5Ula1edo%2FY1FPljmzz%2FW21y7WWwiGBKSip35Cr%2F%2FM0MU1pqdlZeyAbxmjZkO4BqR1qYDZkhzobr4amI%2FIbtUJfE5leBhAEzknvAM7ox2ySLY37M9l7Jl9a56IHYYESbTURB0cHb1pmyU1fM%2FCqe8kXSy0gQ%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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLLe5EtTg1sbPtNp3%2FtWITmYCXb7cWO5EdbX%2ByBkliKMjqbH4tKuzE7j6SQi71fj9pj3qmSo8CK4WDsnY51G31XhFa2v1u0gxUbhQwr%2FzpmCHHn7kbYOqpkmVD4KwNatUsycWKUgS%2B%2BRMAYyhItjGyHUub3Q%2BmWLMjj96UE00jCd%2BihGo3adW0W7NP%2B71OE7Bg%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=AVxigLLpM3v5EjbaodkOgDiadKGfOxIXampKgOP77K%2FOWmf8vj2c%2FU3V4FsCNUlWw%2FfcGivM%2BINMQFQmQ7w%2Br%2B32ojApE1VCqKGV8dNih5Bc8cIUVsoaY96KIMwY2NP1jdIaDyao3A%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=AVxigLLpM3v5EjbaodkOgDiadKGfOxIXampKgOP77K%2FOWmf8vj2c%2FU3V4FsCNUlWw%2FfcGivM%2BINMQFQmQ7w%2Br%2B32ojApE1VCqKGV8dNih5Bc8cIUVsoaY96KIMwY2NP1jdIaDyao3A%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=AVxigLK1gatoXN57iu%2FKg%2Ba6slmRtrpqeC3HdYitGxYktbOMgky%2B9re2gPRZPTol9asXBbKUDq6TOkuONBYW4uvbJyay2ylEei0jhzODqIF6OWHH29yPu6sWIGVT77GzA%2FxU%2FFKEZFV1KcoU9BInrEnNNH%2BzOUdoAMT33vRroJPSxFU%2BgZNY3CPnVBl58TBP8gZdX99R8BxEgVl5KLN%2Fgxuvwg%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=AVxigLKPJJdj%2F%2FaWauvdYRqTwsWkyGjXgkbT5Zf%2F5Q2OSSPyZewdWTjUBjwkYuCK3n%2FB3fXHujxzGZ9VxvFLK6yPBjQx3QjNDPxegGAAf4xOQJOLnM1mD5sKA8A08X1L3I8X8vt6PcSonNw9V8RBQ3eG9C2NQXe7Gl2%2Fujtl4HAsQDKFEsD853UxmoXdwxpF6%2B%2FVySHuDQjS26LA6w%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=AVxigLJjnbSAhCRCuAyuYk%2B4ckKnELMgkPSy0aRkgyJVQ0F3FeumpmRfJY01Hpt%2F6XwuFWp9eye9ebkfcPoLH%2Bo343dKE3e2YJW%2FlyLNaniXfycIEwZllIEZp%2FB9lINon9t7lSLA%2BChgeu8bi5Cz5hcF8AoZQcdny7QllcDx%2Fxl2gyKpB6NquuNTS1T%2FHFH25I2oxKI1dmKyXOwCKA%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=AVxigLKZzNlCj1MOOb0Qe0FLfIPppTH%2FNxoi5mtFwBDL8DafnsYtutfU6TkuObwAE8hSahGKkmcGrOAAbZ3N%2Fpxj6K0HVhQB74WKz%2B%2FptCUns36T0FCsLWXakW93%2Fdawbjbb%2B9rb08NxhnOjzMUr8mhPVz15WhhElo8fwHuI%2FUsWxJh8ahvPODXJrI5q128TJ8duA4Y3qXgY%2BPPb2uW7j3Wbowg%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=AVxigLLWRLbo5YhXIBXw0dW2mDlE2y2JWm3PlFzxnfeB0g1OrT4Yopv4yxF5GbENcJfXFUK19FxYh8%2BHyOXgeun0In1bXZ0PpVP6bFBd2MaDe%2FludsH9R318%2BvwwMiVGPyaFrMWKREb6M9mB23uas2qp46UQhVBANs7yPSE4XqcZ95VZS7E%2FJra5Y%2FdlZW19llcnpRbq4t%2BpNTX7I%2FfGEU8%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=AVxigLKgyNWjvZPAKRbSfY13xsqKxMb0o9re9rhJxIMSlrifMhYb2JCpUMtE%2FtC3gHQndpJxdu9qvCLYM51iK2%2BOB5Jb%2F5A56nat8VdIa0EFV1%2F3cOh0QLosbvDQB%2F3BskXEQbJhUsnsCO2oNKdnAbHD2j%2FBQKmbtf8pE4tnTFcd7IwTiEuBS5nuVWEnmvQ%2B7oMV5u7SF9AE2HvY84afHoUN0BEgCg%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=AVxigLIN4c1z8riKlAtDmuyprQGi8z6yjZH69BFxabPaMnCSp5xfWk%2BdFI5nLGnfZm1Saaq7mx2d0TNXBiELxmhkd%2FgEP0Us8Yd6vuqwlElKYApTaZv%2BzVBK%2FNNQx1vEJIvFU7T3tlYstWY3bU0SKfsbFQd8Pha1XATvimNL1bYI4x9KBDMtkBIPd0GSi6IkqcxS88KB2MkOQKoUdNl%2FBlCd1qSsg9g%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=AVxigLLwRtcFN4D%2FpMF3FRj8PPBXwezm4WHXR8MVnHHQZ8W6t%2FfLr4fBAmsk%2FcsGfx9bymDqt3w2Rl7ePoWU66tBcyIJfv3LtT1n58%2F3aVKEAfaPq52AbSATOly5qK1KZ9PWChE7ueKrxt%2Bk7N3OUuj6mSEkM%2BgooEU9285DLCE%2FwwwANmrzE%2BNvXm4numF4WqRNz9%2F9ZOtU3goYuoNJJylytcw%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=AVxigLJBODS6ZBRX20PMoAyMtkruba2TRvl%2BufiVfg4NuXjD%2BqSR2ABoupDza5URxj0l8YC2xfOedfK%2B%2FZBcnhZErmF7i682uOqkkTjQLquGXcEEc%2F6NgD46j2xOmPWwaTQuqeq4PKWkf6nnUa%2F%2FpmJg56jcfJWRyU2PNtNvvQ7jnwblzhc41doO9Uxl%2BlscTE%2B2TGT5h9wDvW8ztmMLyvoZCw%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=AVxigLKHguCWHg9vXD2PX364DnRNufVuGzsqLKrsLJsznlBfGd2%2B8W7Fnuoy%2FU1onZ8itRPGqDeaTvCX9WcVPGdwW26KvtcGiPihNKr2%2BCxk8EeltNyu5nySDQIn5CUFwTAXJ76EjxW7edFBmZxALh%2F2xQzXnr9dgvhbiQU3t9idJKSRe2Wyi%2BEGDh%2FBrHeUwavdu7DOxFOsSJzi05g%2FFgydHfqSS0YDabnDX3qWJXcMb9Uddg%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=AVxigLLEqo%2BNCJ0fNUywGDego25j9V7%2Bnx5ZTQDCB9a5C5PZOv2eQ14jVeVFszU9A3VU7iXincppdWuWMbDrBI0GNO2rW3fyZc44locHYTZa4sRpulvsZM2vKrV1gIm3ey8fg9tYiFNNWP%2Bqixia3H8GZ8BkLvcGEpHegd%2FXTBN64W7%2FMJbAFsttHxmb%2BiLaujRN2omGXOV6fNrQwAgZZ%2FPB0hED&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=AVxigLK%2F9FswPMk%2B6%2FzlkNP%2BeovJ6p%2B1xyVboGfBUIDU6TKl53hnFHoXjYTFJ2iFrzuizXxY2wTsI3dmqldP2fDgTAR7IgsfkyrjcMM2lEGhzbZoQJtXbiUcDfhKeFYkPlFiwT6Jbl9hiSNVyEFf7AbdQr%2FCDuODjFwACnzFHAJlCaebc8WKKtp4HSnMh9hSAFqHVFCBqc9dibCH94jhfri2gyYiIA%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=AVxigLIWfxA%2FIVSA6sWMi%2B7D%2BJYlQEN6UGVpkhoQVX6WQeaka%2FnzPW3TfWoiuxXtO2xqKXEMEH4ldjfKa8I9x1aB8PdsnFlx%2F7Jx%2Fj%2BbRhxGX1iZD4iDoSbGsGHI1RrSTVMpgvi12D6kvI%2BNL%2BuxIVmy6XgQHC22E1Sd%2BltJU%2BDIup8%2BMRKU%2FBiXxhlm9IAZMKJmXhqO3%2BDK98ik5DfunKmPlhrFdfKItDQ%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=AVxigLJOZgZyI6gY5IJVh7LTbuZ8iwpS3ydX58GpbN2Gm4FcFyfJpXhEFPO2TZMFUQvTwevt%2FIOpQUCLUPDoxrHC4tZK4EdYXbK2sXjGxKfJilnP4qLw7CMeUB4%2Fnf0HQPQpk0ByBjUWZVDuhbBpnFM7vfFYm1hX2gJQcPUnOH%2BjasCbTBrvNrauT%2FqEc5kCS%2FYM2D3JMYKrkuOX%2BNzahrMdBNs%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=AVxigLIkSiWJtjiwunmCoDYh40GvrtYYqU6bNqroE3Ghl5cad8r9vBYkqPcyjbRo%2FNV9b6yIKdo9hNYBLcne%2BjL85QEbigSDm5kgjWCC6%2BLr2opcIjx1LryOjhRQIOKl0J6Nld7RhqALD2wRDzYLyxgP9So3Cf97Svfheq0o5hGr5KBMgxFlkcbWYjJlYB4OyeylJHfbLWLVKh395Ac%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=AVxigLKDgKWSveQK2vbyCSULmvq03rqJ5v03WCRP1PaEVCyhzli8QDR9y1DvDqIdyt7hukyapJB2PHUDwoqKmAyUYbHMNFWXzoXPvrqsuobwQ8BHvISPyNPnDp%2BMqzabFc3ZfD%2FqG4ji9yJ%2BDZ8gjSGFUczvC7FolMw5J6wlMi9G1mtpXCrV4CSF%2BpAU87kZ0ac%2Fwe9N7g%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=AVxigLLs0sakL08gijr0v78k3DKQDqhWqxa2d17r1NLlHsnXmhGTLtyJl%2F3Sdy7kFq9WXfTc3oQZ9texq2wgajQ4zRqiMjts0%2FEQz%2FPMqU6kaK8k64Rwmhf%2BYs6fxEGb8WnyhG8gtPWaETnVDhXBYFuVT4bjonG%2FuI%2Foo2Tznk1UOHzEPPLJMijbkP2wrmN09aDL0cQe&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=AVxigLLBMVVbB4AzSmQzHUjQvQzbQAg2DXT2nG6ijAWg0E8JrcgBVp78hP7c9ipnLq96WsJlLWrFGk8J3BcwZSmdZAIz2EiKxDyoWEmDYEZXSvpKDMqXSrQ4zXhXzdO5fsUiyHocHK8QMDKNW%2BeQIafF6xFsb%2BwOwbaHc4LTLRoX7kclyDdk68XKIrtN2HTeskgD5GgLZJpzTTjUqQ%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=AVxigLJlJOewDzlNuHAdfacDyxAUYAsFK6SgCWZPczQpfnkUzO61JT%2BMjbZ4%2FfuBfFGe1OM6Fr7MIR3QdGBqiAv%2BnvHZrPpyazNzHBOpmfyEjSZ63vq3LNd43HoxrblIS8JNrURc5qxcTzL7biRgdPR8ic0jSixawvC9JsdyAtMLFxTOucHhARbO9MKefJ2X1gxX58%2BzkR7VZmRJS%2B04TI9R9Vw4TWVH6d4%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=AVxigLK1C7NBhWUZxEHf%2BmqKF18%2FCV3ROJPq5NYDM8o1piKEXRI2sKWgufr8siw69C%2BlJnK92oOFJDfuOBR3pta9Toux4dAvLTWLOLkm%2Fzlk2vYJCNKgbQdDJ26d3OxNa%2BvsTuZJd6KDARxWzfO7EUmi%2Fk%2FnxyJGdd20Bnw1%2BoCTJA1RItASTQP1Dkf5jGiACDmOiymD904F3SNyfzvt7NToQprEWTAkZbd81qM%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=AVxigLJuJnbYpvCJVPe9Rth4%2BlFfdUkTXRIDDS2MFICETwZ9L0hXRsM5BZeAB2o1qmWIj5mRRfnHl7FLJgEI2nOOzhWUeoDLlOMZM7PlMgl70ecXMkoDnjoj1h51ydneGN5BcC0U7x9iYVgeYGxBY%2FTfWAcC32WNcNYRIE9yoYJDTxDUImku8AfXQeEujVX1xyGO8xNiwufrHR4GANe4Kh%2FubPd7psNf0gY%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=AVxigLLBMVVbB4AzSmQzHUjQvQzbQAg2DXT2nG6ijAWg0E8JrcgBVp78hP7c9ipnLq96WsJlLWrFGk8J3BcwZSmdZAIz2EiKxDyoWEmDYEZXSvpKDMqXSrQ4zXhXzdO5fsUiyHocHK8QMDKNW%2BeQIafF6xFsb%2BwOwbaHc4LTLRoX7kclyDdk68XKIrtN2HTeskgD5GgLZJpzTTjUqQ%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=AVxigLKJq7lnHZvs%2BosispsA2t4UZFUuTN9AbH9Ft7WLCA%2FPXLBVrac78vTQVSR7IP9E8LtTPe%2B1CtuWu%2FjZzeKlt8bh0LMt2kIXz2zBYQAyB%2BsLdRd6bNihGSczzLfOVY7V2wL7EIZJELYJ5Pv%2Bx7e8qZoPW%2FR%2FWVPpzFuuBNgEVUyw7kbFvfqMdXdmeii9b5MeS7cStOYSa075EU%2Bo7W8%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=AVxigLLX%2Bmiz92LipoN9UCWwoY4LxwEn39Pg%2BcfmMa98WnM%2FbnvUWdQzk%2Bl86TgfMcWEonNJIWBNHBRTxjNeZdlT5biwlleRSFCKWVQSNCl%2FUZGOq%2Fu1g3OOAMV51fWf5jdeSnheHjV9SyigZtxRJ5p6UcCs41o9ROtbN6WXvDQ9E9vO3A%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=AVxigLIg%2BGZTrH6oNO8RUlCArIbsatf2Uw7t%2BGbQHSqYxMcbbGtxvuY9ucLYgacz751m24a8FbjT8Q%2Bj6JPBzPrlzv8rOrPbO%2B4dJZxGNG0a3OYgG%2F%2Babiei7gysBDP9eF%2BMTGK8bFgt%2B8QDa0OidKwb6rQ1vk0o6EM57ScgRNLzbFhDbn9AwsLbzxcO128YYw%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=AVxigLK1ddpa1oD7SMXSf84UiTGOPMcukOGwOD7KZM1NzO17NUMv%2FdEgQ4NPA%2BuyZaiUaVRb5YGNegxYZTKOv4tC60b%2BjcjLI9Ld%2B28Hp%2F7arNpM4OrzbLhqIr4kjqaraBZHb0WLD6YFx5XYBuLtEKjPAL%2BlFPBEZDcs8En45cf0&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=AVxigLJdAN0fs6B1SCH2TkiAYN4Bh8lQqTJOHfhgtuUolf1xSv1vzw2PVlzNqdGqc5zAr2t6%2BJA1rB1XU6MfNYoBB8IMdBrHXCZxM3wI%2FB4TcSX8q0SAhH1mFCzGuwyHME3dxEK6z%2BoQe62ItM8HBrX3yniCmKjxxoREBd8uoQIxbUQV3QuXiUSRTZGeYw%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=AVxigLK87uNmkdTmuniMDAryAS952mfwlsInZgmSFH7pLQORcKwoiTrrWFpEb4mwQ8IHh0%2Fmq69BgftYt8EKEQC8Tp%2BYoLXAKAPCPT2Ju6z%2FMEpLJ8SWQVrIt3IZDiax5QDYYcMwKa%2BjMTjlVofdN36x1xfXvqCnKU5FBKLMU4bV2et%2FP3JqDwfE7E5RiLZqJCMgmaRVM4l3cw%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=AVxigLKva15lM4NiDIY0ss%2BQBrfEc7t3QcntCNeRMfv%2FJtZw6%2FQQEG2oJEH3y%2Bdi0%2BZWuAr9QJLFmTBUEFZvkarIVjTs5tbuDpFmZuI%2BQKKwKt97cZIc2UEhw40ehhhQrC%2FQbk5kUC3%2FjIXKT154D%2B7Wqi2X51khomJrmJpKg05qQFZax9KUVcz3RO%2FfQg%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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLLRASo5bKUkqPP53VV5Ula1edo%2FY1FPljmzz%2FW21y7WWwiGBKSip35Cr%2F%2FM0MU1pqdlZeyAbxmjZkO4BqR1qYDZkhzobr4amI%2FIbtUJfE5leBhAEzknvAM7ox2ySLY37M9l7Jl9a56IHYYESbTURB0cHb1pmyU1fM%2FCqe8kXSy0gQ%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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLI9KFIjT5mECmBbzB3sF3Q4micawteE2613gTyBE7Wan%2BxMrevtRZFt2EOfN%2FOnAI7FVEm7O8G9Ald1%2FZKL%2B257NzXLtBVvqFm7LJwpoba1VO2RLvKijLyn7DcauT661aoAmcFasicQQ236ZERcPgt4%2FsTotCnc8gV2%2BZGY9NlR&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=AVxigLLe5EtTg1sbPtNp3%2FtWITmYCXb7cWO5EdbX%2ByBkliKMjqbH4tKuzE7j6SQi71fj9pj3qmSo8CK4WDsnY51G31XhFa2v1u0gxUbhQwr%2FzpmCHHn7kbYOqpkmVD4KwNatUsycWKUgS%2B%2BRMAYyhItjGyHUub3Q%2BmWLMjj96UE00jCd%2BihGo3adW0W7NP%2B71OE7Bg%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

# The Key Features of an Effective Customer Data Platform

 Rory McNeil, 28 January 2025

Customer Data Platform Features | Rayven

4:43

In the era of hyper-personalisation and customer-centric marketing, a Customer Data Platform (CDP) is more than a tool - it’s a strategic necessity.

But what sets an effective CDP apart? The answer lies in its features. For businesses to unlock the full potential of their customer data, a CDP must come equipped with capabilities that enable seamless integration, data unification, and real-time action.

If you're new to CDPs, start with our complete guide to [Customer Data Platform](https://www.rayven.io/customer-data-platform)'s to understand the basics before diving into the specifics below.

### **1. Unified Customer Profiles**

A CDP’s primary purpose is to consolidate data from disparate sources into unified customer profiles. These profiles bring together behavioural, transactional, and demographic data into one place. This creates a single source of truth that enables personalised customer interactions at every touchpoint.

Rayven’s platform excels at data unification and management - learn more on our [Data Orchestration](https://www.rayven.io/data-orchestration-logic) page.

### **2. Real-Time Data Processing**

Today’s businesses need real-time capabilities to keep up with customer expectations. Whether it’s delivering a personalised offer seconds after a cart is abandoned or adjusting content based on live interactions, a CDP must process and act-on data in real-time.

### **3. Robust Integration Capabilities**

A great CDP connects seamlessly with your existing tech stack. From CRMs and ERPs to marketing automation tools, an effective CDP should integrate effortlessly, ensuring data flows uninterrupted across platforms. This ensures businesses can leverage their existing tools alongside the CDP for maximum ROI.

Explore Rayven's complete [iPaaS ](https://www.rayven.io/ipaas)capabilities.

### **4. Advanced Segmentation**

CDPs that include advanced segmentation tools allow businesses to create hyper-targeted audience groups based on behaviours, preferences, and more. These segments form the foundation of personalised marketing campaigns, driving higher engagement and better outcomes.

### **5. Built-In Compliance and Security Features**

As data regulations like GDPR and CCPA evolve, compliance and security are non-negotiable. An effective CDP ensures data is managed ethically and securely, offering features like consent tracking, encryption, and anonymisation. These safeguards not only protect your business but also build customer trust.

### **6. Generative AI and AI Agents**

The next frontier for CDPs includes [Generative AI (GenAI)](https://www.rayven.io/genai), which enhances both the front-end and back-end capabilities of the platform.

- **On the front-end: **AI agents can provide insights by answering questions about customer behaviour, recommending campaign strategies, or assisting customer support teams in real time.
- **On the back-end: **AI can rapidly configure workflows, connect data sources, and optimise the system, making CDPs more intuitive and faster to deploy.

Rayven incorporates AI-driven features - explore our our Platform Features page.

### **7. Machine Learning for Predictive Analytics**

[Machine Learning](https://www.rayven.io/machine-learning-software) takes data analysis to the next level by enabling predictive insights. Advanced CDPs use ML to:

- Analyse large datasets to uncover hidden patterns.
- Forecast customer behaviours like churn or upsell opportunities.
- Provide actionable recommendations to improve engagement and retention.

### **8. Workflows and Automation**

The most effective CDPs don’t just analyse data - they take action. By building workflows that automate tasks, CDPs can:

- Push insights directly to connected tools (e.g. CRMs or email platforms).
- Trigger campaigns and actions based on customer behaviours in real-time
- Enable ultra-personalised marketing, such as dynamic email content or automated ad targeting.

Learn how Rayven empowers businesses with [data-driven workflows and automations](https://www.rayven.io/workflow-automation-software).

### **What Happens When These Features Come Together?**

When a CDP includes all these features, the results are transformative:

- A complete customer view ensures every interaction is informed and relevant
- Real-time data drives faster, smarter decision-making
- Seamless integrations maximise the value of your existing tools
- Personalisation leads to better engagement and stronger customer loyalty
- Compliance safeguards your operations and reputation.

An effective Customer Data Platform can turn raw data into actionable insights, enabling businesses to deliver unparalleled customer experiences.

To explore how Rayven’s CDP delivers on these features and more, visit our [Customer Data Platform](https://www.rayven.io/customer-data-platform) page or [get in contact](https://www.rayven.io/contact) with us today - we'd love to talk and help you to explore how you can assess your needs.

#### 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

Rory McNeil

#### Share

<http://www.facebook.com/sharer/sharer.php?u=https://www.rayven.io/blog/key-features-customer-data-platform> <https://twitter.com/intent/tweet?url=https://www.rayven.io/blog/key-features-customer-data-platform&text=The%20Key%20Features%20of%20an%20Effective%20Customer%20Data%20Platform> <http://www.linkedin.com/shareArticle?mini=true&url=https://www.rayven.io/blog/key-features-customer-data-platform>

### Explore further related content:

<https://www.rayven.io/blog/customer-data-platform-beginners-guide>

Blogs

## [What is a Customer Data Platform? A Beginner’s Guide](https://www.rayven.io/blog/customer-data-platform-beginners-guide)

 A Customer Data Platform (CDP) is a software solution that centralises and unifies customer data from various sources, creating a comprehensive, actionable view of...[Read More](https://www.rayven.io/blog/customer-data-platform-beginners-guide)

<https://www.rayven.io/blog/role-data-etl-asset-monitoring>

Blogs

## [The role data ETL plays in real-time asset monitoring](https://www.rayven.io/blog/role-data-etl-asset-monitoring)

 In today's modern business environments, remote real-time asset monitoring can be critical to the success of an industrial organization, and IoT and AI technology...[Read More](https://www.rayven.io/blog/role-data-etl-asset-monitoring)

<https://www.rayven.io/blog/industrial-ai-data-fabric-what-it-is-and-why-it-matters>

Blogs

## [Industrial AI Data Fabric: What It Is and Why It Matters for Industrial Operations](https://www.rayven.io/blog/industrial-ai-data-fabric-what-it-is-and-why-it-matters)

 An industrial AI data fabric is a unified architecture that connects every source of operational data - machines, sensors, enterprise systems, field data - into a...[Read More](https://www.rayven.io/blog/industrial-ai-data-fabric-what-it-is-and-why-it-matters)

## 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/key-features-customer-data-platform#body> 

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

```json
{
  "@context" : "https://schema.org",
  "@type" : "BlogPosting",
  "author" : {
    "@type" : "Person",
    "name" : "Rory McNeil",
    "url" : "https://www.rayven.io/blog/author/rory-mcneil"
  },
  "dateModified" : "2025-06-17T05:13:45.207Z",
  "datePublished" : "2025-01-28T04:02:31.000Z",
  "headline" : "Customer Data Platform Features | Rayven",
  "image" : [ "https://www.rayven.io/hubfs/AI-Generated%20Media/Images/The%20image%20features%20a%20sleek%2c%20modern%20office%20environment%20bathed%20in%20natural%20light.jpeg" ],
  "mainEntityOfPage" : {
    "@id" : "https://www.rayven.io/blog/key-features-customer-data-platform",
    "@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/#organization",
  "@type" : "Organization",
  "areaServed" : [ {
    "@type" : "Country",
    "name" : "Australia"
  }, {
    "@type" : "Country",
    "name" : "New Zealand"
  }, {
    "@type" : "Country",
    "name" : "United States"
  }, {
    "@type" : "Country",
    "name" : "United Kingdom"
  }, {
    "@type" : "Place",
    "name" : "Global"
  } ],
  "contactPoint" : {
    "@type" : "ContactPoint",
    "availableLanguage" : [ "English" ],
    "contactType" : "sales",
    "url" : "https://www.rayven.io/book-demo"
  },
  "description" : "Rayven is the unified platform plus services company that builds, deploys and supports custom operational software, real-time data processing, automation and AI for businesses. One platform, configured with AI, deployable anywhere.",
  "foundingDate" : "2017",
  "image" : "https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Fav%20Icons/OG%20Image.webp",
  "knowsAbout" : [ "Custom operational software", "Real-time data processing", "Workflow automation", "Predictive AI and machine learning", "Generative AI and AI agents", "Conversational analytics", "IoT integration", "SCADA and OT integration", "Enterprise data integration", "White-label SaaS platforms", "Multi-deployment cloud, on-premise and edge" ],
  "logo" : {
    "@type" : "ImageObject",
    "height" : 426,
    "url" : "https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Logos/Ravyen%20Transparent%201390x426-1.png",
    "width" : 1390
  },
  "name" : "Rayven",
  "sameAs" : [ "https://www.linkedin.com/company/RayvenIoT", "https://x.com/RayvenIOT", "https://www.facebook.com/RayvenIoT/" ],
  "slogan" : "Operational software for an AI-powered world.",
  "url" : "https://www.rayven.io"
}
```

```json
{
  "@context" : "https://schema.org",
  "@id" : "https://www.rayven.io/#website",
  "@type" : "WebSite",
  "description" : "Operational software for an AI-powered world.",
  "name" : "Rayven",
  "potentialAction" : {
    "@type" : "SearchAction",
    "query-input" : "required name=search_term_string",
    "target" : {
      "@type" : "EntryPoint",
      "urlTemplate" : "https://www.rayven.io/search?q={search_term_string}"
    }
  },
  "publisher" : {
    "@id" : "https://www.rayven.io/#organization"
  },
  "url" : "https://www.rayven.io"
}
```

```json
{
  "@context" : "https://schema.org",
  "@id" : "https://www.rayven.io/blog/key-features-customer-data-platform#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/key-features-customer-data-platform",
    "name" : "Customer Data Platform Features",
    "position" : 3
  } ]
}
```

```json
{
  "@context" : "https://schema.org",
  "@id" : "https://www.rayven.io/blog/key-features-customer-data-platform#webpage",
  "@type" : "WebPage",
  "about" : {
    "@id" : "https://www.rayven.io/#organization"
  },
  "breadcrumb" : {
    "@id" : "https://www.rayven.io/blog/key-features-customer-data-platform#breadcrumb"
  },
  "inLanguage" : "en-AU",
  "isPartOf" : {
    "@id" : "https://www.rayven.io/#website"
  },
  "name" : "Customer Data Platform Features | Rayven",
  "url" : "https://www.rayven.io/blog/key-features-customer-data-platform"
}
```

```json
{
  "@context" : "https://schema.org",
  "@id" : "https://www.rayven.io/blog/key-features-customer-data-platform#blogposting",
  "@type" : "BlogPosting",
  "author" : {
    "@type" : "Person",
    "name" : "Rory McNeil",
    "worksFor" : {
      "@id" : "https://www.rayven.io/#organization"
    }
  },
  "dateModified" : "",
  "datePublished" : "",
  "description" : "Discover the key features of an effective Customer Data Platform and how they transform raw data into actionable insights for unparalleled experiences.",
  "headline" : "Customer Data Platform Features",
  "image" : "https://8302174.fs1.hubspotusercontent-na1.net/hubfs/8302174/AI-Generated%20Media/Images/The%20image%20features%20a%20sleek%2c%20modern%20office%20environment%20bathed%20in%20natural%20light.jpeg",
  "isPartOf" : {
    "@id" : "https://www.rayven.io/blog/key-features-customer-data-platform#webpage"
  },
  "mainEntityOfPage" : {
    "@id" : "https://www.rayven.io/blog/key-features-customer-data-platform#webpage"
  },
  "publisher" : {
    "@id" : "https://www.rayven.io/#organization"
  }
}
```