---
title: A complete Data Science Platform for Industry | Rayven
description: Our world-leading Data Science platform makes everything needed for effective real-time analysis, machine learning + Generative AI simpler, easier + faster
image: https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Screenshots/Workflow-Builder-move-450.gif
---

[![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=AVxigLJBHlcXsoNiIWbl6rx%2B5EypAg9K99YLTcLbyRCIF2PTLn%2BkUaazdot6dzI2Gk%2B218%2FzOE7Z2Mviv4hfgUSgU7AgsB3mX6DNSLOPLDO8hT%2BuC7baFBi2p8cpBAJ%2B1%2FVxSVzonQ%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=AVxigLJBHlcXsoNiIWbl6rx%2B5EypAg9K99YLTcLbyRCIF2PTLn%2BkUaazdot6dzI2Gk%2B218%2FzOE7Z2Mviv4hfgUSgU7AgsB3mX6DNSLOPLDO8hT%2BuC7baFBi2p8cpBAJ%2B1%2FVxSVzonQ%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=AVxigLIpbbVr39x6dXZrZGewbhOxfOJWpoJRHVfUvooHXUnTYxL4j%2FtbyDxzu33%2BZ8jPV9uxDFnFC1JTmR1sFEbhf%2FTPAacLH38X%2BJ4XL23cUtVgh2ZuVOxK2DR%2Bpn4egjKkuNJSPHbXNUAmhmUhkAZCgrbK5ELeV%2FcLLLNY82nHP1xiT9%2B4GuqEXjU14o2cfGQoTgJNrGsA4DzvxQ2WIn5t3w%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=AVxigLKvNZC4uAvwPQK%2FDfWuO%2FYHib397ed2okAFbX%2FzOmo4EW%2B%2B91B1azTAB5p0zjCddqI4LvbimbGmURc3s6rlLcmiPgHWcUp0Mbj25YWwlpJJE6MwmgVEA5SGrMMvrwNFNyVFqvuMN8uiGafWF1xzdeDmoBWnKZFtO9rABBbpblY7PWUQMWMFileOSNEUfik0Zc%2BOk2ip8hrjFg%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=AVxigLIzwbf3dBgmUwloPUVowhS8vLLFMTAAsOKyP44AEa9JDQJv%2FoHFB8VUvXLR5Yg3JjVjoLTe8ocPKhcfm%2FbrfLa9PfpdMcnfolF7a0jnGd7Fidxk1eAcudhg5H96ERQAka5ozM5AxTCyaHJbA5tXfdRYrLVS8X194f%2FLMj8rwUfg5JdHUv9nxVmce86DlT2fcE7F%2BygXKZ9IIw%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=AVxigLLiKhZSDpr2TX8QPdRiWQcJlTaBiihXvMLb%2BZoiQ4GMccpItWEGVzaMC%2Bk3t3rzlkUk3WEJ3RERfkrVvod4d1udwNwOZjMavSGWtRGP%2FjC2NteyBv7LA%2BXYgsdpoTugK5mzoZ4H6IdjFKMOmW6%2BUH99yj7XMXjhpJErmaBKRQYUoWkxi0czhDF9USyarYxelcBew5ZaX0FARkH3Tjp1TYs%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=AVxigLKtGFu9gH4kVG7Q%2BoRDoMNySWYvgRGB2XNL7Db7t7McwqeA2xQjt5DA8hvYCEvPDo%2F1F6PWHegnuVBK4cwI9lud5WP2vnoDUlkUnXQvOlYgp3uNY0WUwn7Udcosu5Rvz4yhpYEQSbb6UR3dARU3y%2B7lMWJx8rKpRwSpOLgZ%2FpVMx3DxSFEmL2LKPQjojEjvl0BRkxkLBv%2BqFYzhq9w%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=AVxigLJDXz%2BoVx6TjV2UKJOM%2ByGmFS5oR3uP5f80ku5Bf9qeIL3bLCxZqMIaCtFJ5m4RGDvdgJjgjZYKHQS1F4uqbL4L2%2FuyworqF1PGj6S3qpuA5X6R9uRIpfkDYfiPW%2FajOnQEvBYxv2psJuhVYF8%2FzjvMIlqJx3VsioyXdiPLxetYJwGsd%2F3H1e0DsyN5NtEr0b%2BTfPN71HQhXQtftDzv4%2F9yOQ%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=AVxigLJkh3usGMrJ6szPt5nLN41NIDrIOqaJXhQ0dvWtLmhnywX%2FuSVnvk5vh5T5RqWHJPYkI9jP71aPwhm9kxD%2BUAU8awkKYS4qwNP6zL7HveHxSDAWs1LM2mGq51URqaxp6Pa2sAfOZ27o1cWM31fYUJ7JJBXkO8YolqOILLeHdA%2FDnc2Mt5aasNOIcXOQduoI2csDmlQ7TulvfM1J8E0JgFoVN%2BI%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=AVxigLIH7Z3%2F%2Fux4CRNJzjpcRNn%2BVnBaqcaF4bbc84iQjF9W41Yp5LbCDAR2utrV62%2BgGetM7a6lEBTgUan1TfSDfAuPl0NIofxvKvnbQ0d4QnpbAFL08J83XJUD4gZDCnJ1gI2mfI5hutcJDCKpt%2FteGIyYqZRX%2FPiuT8iKpYhsOGe7kK6AHGmLFz6Zjnbl8RQhIQZLpQYlscYyWzL0PIIaD8U%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=AVxigLIXc61SMZJcK%2BREdCoJXb0zh0nwOETKfk3lEw2h4NKhOHcObMEgNbLc7oUD2ySliR6RTqnLpRVfPQF1I3QTGAf%2BKB4t94J%2FGqPRVHFyi%2BQA%2BRX8x32gdWUuLx6CKvJxMbTeECTPR2BTsHKW3VpHQ8nnc8kYJFhEItnjwnIuKDEnXyGfByNYiJ7nGSeua7LeuWAn6mNRIJDwsM1qaj02vQ%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=AVxigLKwFTzKWQYR4yIqabYM3ffl2%2F8fkfe%2FoBt3FYkMtreAAPNQg8sLkuyVe3oIIdidVxB3wmYrmMBxUeAlv%2BJoyB4sCNY%2Fui9223beYAyNHyfEQ31OxSNFDv5FMzvcyS3jbmoJcW4nmF%2FgAufUvAVUYtoeVRo8iR3dQiqCK3%2FpumRfjcaee6x0JjIzh4Ysn3oSZ61bdKcDuMtFLJibPNzYHhlP%2BSyvGwZoqgCfcN3y1ZTGJQ%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=AVxigLKe6oUPQoVAV%2BrCelZJXjneg895dnCDJFH6rszTq%2BQfVlA1ZwxBuSEY%2Frg3qAVJYFHghSbQQ8Ca0WvDjg%2FIhKECmqNhnKnyXGIAZxe%2F4WKaqlk0uqPAvWZ9%2BXY7V9qeUuZAkcy2tIaBcRgzGdFE1SBb8q2Rceu1NzYjJqwogww7FnOfSA%2BrXyHt3zEe%2Ffza%2FymULAVVg2N2K4MU0VeNjpDw&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=AVxigLIVyzaQGVKxGexTpeEgC8ScGezzW1SnPs4qG%2Bc%2FpbAI9oMd007%2Bc%2BPwwn60SR1bSMOeToT6i7JtL5P%2BZzV2f5CQYWDp2PffM9ZNTGm20E8r2VS4uFNwRTsPHgIpmK2pCfYp6TNridpZb7CwPlX9x%2BqlafeLuNvjiK1ilZgvsoGNU26OjxMnn1RqHQfcYpAqxTp3rpFJq36Lv%2BpjvxvRL7q54w%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=AVxigLLWRK0gcPtpBfFcFrOa%2BmlqrC7kULzqS4zRGGp6%2FPEnXlQGqDOTtbwHBKqL5uul%2FkLzXJvglS8%2BenzCefaaZLZ8ksQfgJZtYjH6nP4jZSh3%2FNHWwIVkEzlax4Y2tOcjgH8NLBof0akzk%2FIuRuN0zSLAJyNFy6gkqXFOkiDeo0xdQThdeREsLZn7sNHBnLs8Bx9EdMsOssLGLrGz1K8N08CesiuNUkA%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=AVxigLJpS%2Bv9fjsc7EvAEmtoteb9p9wddTvCdKBLw8lTQFrYV%2F5MJY4AUtt5%2BJEW%2FrAxyGeEg8Z7wl324JS%2BweowNGLngZCdhQnQ2R3%2BIB4Mzd6P%2BHVVZUFq%2F%2B39PvAM0UD1wfaDcIhP0QVjoni66Mp91b6p9m06IPgQGyd%2BlLrAPDsaZeS1ZFW2IpDj27MNF2jV6QvlogMrJfbdZoBVk5%2FtvkQ%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=AVxigLItnoDoqnVGY8BO86GQA0nu5TJm2Kz5tMGxYeHoYF8R7X5UAE%2BhN0GG0M2n18AekFTzke6mgQk9EGRgVAWJsaSi%2BXStnqhabK2UtoayZ%2FteX9HvXH6m%2FLoNPpU1GRsZc7qwGfJCZMIAFiz6qWcrZjA2W2j5qh%2BWeTnweLvrLChhqX3dPvMV%2F7kF0rfl%2FQD9bOozeGgthOLbw5s%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=AVxigLJHhDmQ%2BzUxxPnXINF%2BA7avYACG0MQYFmrbTEf6afa3vF9SYxSPOiDILY3clrqnQw7rMCQXsM%2B5d2MuKFePcPV8gJMk4r9R7PfpVJX5oqymDzxubjU4ulZ5IYVJC5tXkUKrfH7Xm6WEU8XVLa6x5uL1r9l2O7yr7N5ytFwdGS%2B1iLeBEkMD5zEFgipwvTPtE%2FJiqg%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=AVxigLIE4uIGkxmk8WF2U2TywXWHqdY3mYYNV1EcleacW%2F5uyEv3F9SKyOzWRZdRFadmgRe%2BKmNbvdVfVrmiSUYmvtfnJpupnoNQd4aWbYmDT20LKvv1NHTOxgEkk5raH3N8iQTDyvcsZFnRPlW326HZYOELPCVZgbdOZ24Q%2FlO8RK3BgyFpwkISBxATKQM5XnPP988B&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=AVxigLIhsJ0%2BLUPcjB5Bze0R3mAJrjs9Km0sUx80O2zVfmlqkk2wgGqdrdLvThubIvP8kwtc%2FlUyLyWzTrz4QJxOVqNgLg6DLSWZfvby8eua4jyAsxVf8gOEXKm9Hok3OHAhcsW34I9rghd3wIzo4Y9wuBu2vh2rM8cvqn4rw5eLVxvzcSraCwTFY2vIlfPt2ezb4xTuiU5iT7dQMg%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=AVxigLID3jMSv3TvVAr95qYt6uFNGs5jWMJ%2FL%2Fys9YNHQuERdf9BUrjmSq9NqrE9qejWgNUvAEukxkNWseCb1kGJStEaRmbGfGPKEXy45vN5SQaL6PphzbFJqNsX9QNElaHkBqgLknaR4%2FpUBkCYvceZZLw8F7%2BlhQGA9BbNPKVn8vJIE6gOfK4QO8Qe9Xky6PCMBU42pSY0ea58FJ3OUG%2FWVI6L2Jq9kjo%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=AVxigLID2mY8xxBoWieb3%2BCuj%2FO1j%2BbnGA9XYD2KsnZqTrDWogi7lqegjYih2NtrWCaqic4zHl%2F6uuhXIVRLokFrpYfy7W7qjsmyEe0COUlBdbpYxQwAZfET3Hx7jmUBU8hLV%2Fs%2B%2BXHUHxQrAn0692J5yexn1k5YESZNLj0BydXGhL3L7fJz1BrIZnVA0%2FgDyEI%2FZ%2FDGm8SpUKaPFpPhdsPGXPNU29iYEqX9Ri4%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=AVxigLKz50M1tEMmw02OXuCCmEtz4%2BFybjVQs6X23R6fNJnjCwo8i9hdW5e9DiTsP%2BpvPb7305QDksrbWwCcGCyyZJxxQ9MtnEiCe4k2EwMrxYmorjsEiJIY2gahczE6uUuPsjdoRELF2MkwsbwyjIzK%2BpWzIsUu2PjqyxppXieD1nbqQL9CliTOjAmlENWhldo6YUrxJj0cRAA4NLBYsdwwInFQKVwuNfU%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=AVxigLIhsJ0%2BLUPcjB5Bze0R3mAJrjs9Km0sUx80O2zVfmlqkk2wgGqdrdLvThubIvP8kwtc%2FlUyLyWzTrz4QJxOVqNgLg6DLSWZfvby8eua4jyAsxVf8gOEXKm9Hok3OHAhcsW34I9rghd3wIzo4Y9wuBu2vh2rM8cvqn4rw5eLVxvzcSraCwTFY2vIlfPt2ezb4xTuiU5iT7dQMg%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=AVxigLL0YyVlB5nL8boravIeUVvf0FhgFEKDrgg2WankdIBk77u%2BQH4nWawFDsMM0jIGqLVNAqk6bFsGw6NKdchuKjfvhlC6RM2hxkdYLdA4HfV%2BFmOGqbCtsql99uzimDD8iFHlnnoNwLNr8ljqTKL9psAigyCgKh9g%2FDMkrkLbp8SwSAeSRb4xfLut5%2F9uvgyeP6ViV2lXrG3g4SRW5S8%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=AVxigLI9Tn5LX%2BTwGXxprhy%2Bm4sBE%2F0gwrpGFWnd1BPSBMVuR76AgQQzdNpBMtFl3myIi%2BkGuh50VgoeqBEfY5%2BTqVVpbAE2xviYy2Bc74J3KqTYDTIxZzthefgxQ0%2ByYs%2Bek3qnAfPuRMTLCM0DusvOAus4oo0LhhuRocLt%2BB8cqUVLyw%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=AVxigLLWMg6eDWMu%2FkRLUVffgC6r2UVFWhg5X1sZP5axPnfmrNXAFu41H5ui6r69Ln%2FIO63JWzAw2R5%2Favg%2FmzpdvW6QOF1dR8IfBPjCHVw11pS8GyCEU2iFHvRR4mJTuHx%2FX497uKvKofE8NgJDgP%2B3w52thZEM8NpyH5AX%2FSjNag2nK60BAJRmJtlJvUhw0g%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=AVxigLJRkXRTTd98slipg%2BX7x4KQAKE1E38Kcs3V1N1tUL%2BIjIxA9rH2bnIvlStv892J%2FR21bQfnF%2F21Q3dBsZU2SSZ0zdqreazPNidNLU2ZO4f3jUt638jMnGQ24VVTZ3E8LIXPnfbWZ%2BL8H%2B7SVFSTXQSCTnjNpoeB%2Fc20d0ik&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=AVxigLJAsXqbLpM1s58rRQ4G07KjDJTQriTJVN87bbADylebt7ctyNVvMS6LHFHkrxhlk%2BzRtRTULtohHmoUy4pOutKahUyPnrLfNZ%2Fo1%2B1ok8%2BymspnB54Cp2zKgdq1mN9u1JID94PT37sj%2BWtCwuQWHQtPg7dYELPIQRe81qZGcWajG89OHaclSRgKrw%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=AVxigLIo6i2RTHzKnD3asCIubKysaUbl8PVnrbvgOZmxvFXE%2FztXZGhD34KZMReHss%2F7l9xSHXi%2FLQkwsJuSrjKVRwtdrhDACR5T9iJ6xnh3NPliV5BsHrVxP%2Bm2bsDS1PAAHxdrcfYXTfhEJ%2FbRL1V4%2BOORbX0Ep9E6uwesga9j2tERGG8kafbbbfRC%2FAEcyC2j0cogILHUAg%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=AVxigLJzig3hG0yQSgNlSWHBoJFNxGFOo%2FWuDNVF0Nt1KSaQQn5Dny5E6MoK1WaYbSyVY%2FM7SE%2BavD6tzLrUMeJRq5APjNHXu%2FwEDa0LRXTEqRSPIe%2B9n5jxFg5bY%2BngLb2N%2BIWudmJ6ahZ%2BMfxV0pFrfrg4dMeEqvd0BPaMI4ARKLbbJa8EDjflF3964g%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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&webInteractiveContentId=185823046841&portalId=8302174)

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Overview

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

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

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[ 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)

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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)

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[ 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)

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[![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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLIuMWlKKr6XNX%2B1Q60rlQ0eOlSaoq9PLfXofrGiT5Y2Ido7zc7an8AbuB%2B5ROOcSLI%2BUr5Zh3tqKfX6FfIQyaGrLaCtT0hzKIR4j%2BkfIIEw5hSkcAZ7%2FXMSY94sFh4gFd5jF%2BapUIdx552uX3r2Q%2BgVcDsfXN7CpE0nUd8G%2BfOKjGcupBcawnTkcjyThinF3A%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=AVxigLJBHlcXsoNiIWbl6rx%2B5EypAg9K99YLTcLbyRCIF2PTLn%2BkUaazdot6dzI2Gk%2B218%2FzOE7Z2Mviv4hfgUSgU7AgsB3mX6DNSLOPLDO8hT%2BuC7baFBi2p8cpBAJ%2B1%2FVxSVzonQ%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=AVxigLJBHlcXsoNiIWbl6rx%2B5EypAg9K99YLTcLbyRCIF2PTLn%2BkUaazdot6dzI2Gk%2B218%2FzOE7Z2Mviv4hfgUSgU7AgsB3mX6DNSLOPLDO8hT%2BuC7baFBi2p8cpBAJ%2B1%2FVxSVzonQ%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=AVxigLIpbbVr39x6dXZrZGewbhOxfOJWpoJRHVfUvooHXUnTYxL4j%2FtbyDxzu33%2BZ8jPV9uxDFnFC1JTmR1sFEbhf%2FTPAacLH38X%2BJ4XL23cUtVgh2ZuVOxK2DR%2Bpn4egjKkuNJSPHbXNUAmhmUhkAZCgrbK5ELeV%2FcLLLNY82nHP1xiT9%2B4GuqEXjU14o2cfGQoTgJNrGsA4DzvxQ2WIn5t3w%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=AVxigLKvNZC4uAvwPQK%2FDfWuO%2FYHib397ed2okAFbX%2FzOmo4EW%2B%2B91B1azTAB5p0zjCddqI4LvbimbGmURc3s6rlLcmiPgHWcUp0Mbj25YWwlpJJE6MwmgVEA5SGrMMvrwNFNyVFqvuMN8uiGafWF1xzdeDmoBWnKZFtO9rABBbpblY7PWUQMWMFileOSNEUfik0Zc%2BOk2ip8hrjFg%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=AVxigLIzwbf3dBgmUwloPUVowhS8vLLFMTAAsOKyP44AEa9JDQJv%2FoHFB8VUvXLR5Yg3JjVjoLTe8ocPKhcfm%2FbrfLa9PfpdMcnfolF7a0jnGd7Fidxk1eAcudhg5H96ERQAka5ozM5AxTCyaHJbA5tXfdRYrLVS8X194f%2FLMj8rwUfg5JdHUv9nxVmce86DlT2fcE7F%2BygXKZ9IIw%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=AVxigLLiKhZSDpr2TX8QPdRiWQcJlTaBiihXvMLb%2BZoiQ4GMccpItWEGVzaMC%2Bk3t3rzlkUk3WEJ3RERfkrVvod4d1udwNwOZjMavSGWtRGP%2FjC2NteyBv7LA%2BXYgsdpoTugK5mzoZ4H6IdjFKMOmW6%2BUH99yj7XMXjhpJErmaBKRQYUoWkxi0czhDF9USyarYxelcBew5ZaX0FARkH3Tjp1TYs%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=AVxigLKtGFu9gH4kVG7Q%2BoRDoMNySWYvgRGB2XNL7Db7t7McwqeA2xQjt5DA8hvYCEvPDo%2F1F6PWHegnuVBK4cwI9lud5WP2vnoDUlkUnXQvOlYgp3uNY0WUwn7Udcosu5Rvz4yhpYEQSbb6UR3dARU3y%2B7lMWJx8rKpRwSpOLgZ%2FpVMx3DxSFEmL2LKPQjojEjvl0BRkxkLBv%2BqFYzhq9w%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=AVxigLJDXz%2BoVx6TjV2UKJOM%2ByGmFS5oR3uP5f80ku5Bf9qeIL3bLCxZqMIaCtFJ5m4RGDvdgJjgjZYKHQS1F4uqbL4L2%2FuyworqF1PGj6S3qpuA5X6R9uRIpfkDYfiPW%2FajOnQEvBYxv2psJuhVYF8%2FzjvMIlqJx3VsioyXdiPLxetYJwGsd%2F3H1e0DsyN5NtEr0b%2BTfPN71HQhXQtftDzv4%2F9yOQ%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=AVxigLJkh3usGMrJ6szPt5nLN41NIDrIOqaJXhQ0dvWtLmhnywX%2FuSVnvk5vh5T5RqWHJPYkI9jP71aPwhm9kxD%2BUAU8awkKYS4qwNP6zL7HveHxSDAWs1LM2mGq51URqaxp6Pa2sAfOZ27o1cWM31fYUJ7JJBXkO8YolqOILLeHdA%2FDnc2Mt5aasNOIcXOQduoI2csDmlQ7TulvfM1J8E0JgFoVN%2BI%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=AVxigLIH7Z3%2F%2Fux4CRNJzjpcRNn%2BVnBaqcaF4bbc84iQjF9W41Yp5LbCDAR2utrV62%2BgGetM7a6lEBTgUan1TfSDfAuPl0NIofxvKvnbQ0d4QnpbAFL08J83XJUD4gZDCnJ1gI2mfI5hutcJDCKpt%2FteGIyYqZRX%2FPiuT8iKpYhsOGe7kK6AHGmLFz6Zjnbl8RQhIQZLpQYlscYyWzL0PIIaD8U%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=AVxigLIXc61SMZJcK%2BREdCoJXb0zh0nwOETKfk3lEw2h4NKhOHcObMEgNbLc7oUD2ySliR6RTqnLpRVfPQF1I3QTGAf%2BKB4t94J%2FGqPRVHFyi%2BQA%2BRX8x32gdWUuLx6CKvJxMbTeECTPR2BTsHKW3VpHQ8nnc8kYJFhEItnjwnIuKDEnXyGfByNYiJ7nGSeua7LeuWAn6mNRIJDwsM1qaj02vQ%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=AVxigLKwFTzKWQYR4yIqabYM3ffl2%2F8fkfe%2FoBt3FYkMtreAAPNQg8sLkuyVe3oIIdidVxB3wmYrmMBxUeAlv%2BJoyB4sCNY%2Fui9223beYAyNHyfEQ31OxSNFDv5FMzvcyS3jbmoJcW4nmF%2FgAufUvAVUYtoeVRo8iR3dQiqCK3%2FpumRfjcaee6x0JjIzh4Ysn3oSZ61bdKcDuMtFLJibPNzYHhlP%2BSyvGwZoqgCfcN3y1ZTGJQ%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=AVxigLKe6oUPQoVAV%2BrCelZJXjneg895dnCDJFH6rszTq%2BQfVlA1ZwxBuSEY%2Frg3qAVJYFHghSbQQ8Ca0WvDjg%2FIhKECmqNhnKnyXGIAZxe%2F4WKaqlk0uqPAvWZ9%2BXY7V9qeUuZAkcy2tIaBcRgzGdFE1SBb8q2Rceu1NzYjJqwogww7FnOfSA%2BrXyHt3zEe%2Ffza%2FymULAVVg2N2K4MU0VeNjpDw&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=AVxigLIVyzaQGVKxGexTpeEgC8ScGezzW1SnPs4qG%2Bc%2FpbAI9oMd007%2Bc%2BPwwn60SR1bSMOeToT6i7JtL5P%2BZzV2f5CQYWDp2PffM9ZNTGm20E8r2VS4uFNwRTsPHgIpmK2pCfYp6TNridpZb7CwPlX9x%2BqlafeLuNvjiK1ilZgvsoGNU26OjxMnn1RqHQfcYpAqxTp3rpFJq36Lv%2BpjvxvRL7q54w%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=AVxigLLWRK0gcPtpBfFcFrOa%2BmlqrC7kULzqS4zRGGp6%2FPEnXlQGqDOTtbwHBKqL5uul%2FkLzXJvglS8%2BenzCefaaZLZ8ksQfgJZtYjH6nP4jZSh3%2FNHWwIVkEzlax4Y2tOcjgH8NLBof0akzk%2FIuRuN0zSLAJyNFy6gkqXFOkiDeo0xdQThdeREsLZn7sNHBnLs8Bx9EdMsOssLGLrGz1K8N08CesiuNUkA%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=AVxigLJpS%2Bv9fjsc7EvAEmtoteb9p9wddTvCdKBLw8lTQFrYV%2F5MJY4AUtt5%2BJEW%2FrAxyGeEg8Z7wl324JS%2BweowNGLngZCdhQnQ2R3%2BIB4Mzd6P%2BHVVZUFq%2F%2B39PvAM0UD1wfaDcIhP0QVjoni66Mp91b6p9m06IPgQGyd%2BlLrAPDsaZeS1ZFW2IpDj27MNF2jV6QvlogMrJfbdZoBVk5%2FtvkQ%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=AVxigLItnoDoqnVGY8BO86GQA0nu5TJm2Kz5tMGxYeHoYF8R7X5UAE%2BhN0GG0M2n18AekFTzke6mgQk9EGRgVAWJsaSi%2BXStnqhabK2UtoayZ%2FteX9HvXH6m%2FLoNPpU1GRsZc7qwGfJCZMIAFiz6qWcrZjA2W2j5qh%2BWeTnweLvrLChhqX3dPvMV%2F7kF0rfl%2FQD9bOozeGgthOLbw5s%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=AVxigLJHhDmQ%2BzUxxPnXINF%2BA7avYACG0MQYFmrbTEf6afa3vF9SYxSPOiDILY3clrqnQw7rMCQXsM%2B5d2MuKFePcPV8gJMk4r9R7PfpVJX5oqymDzxubjU4ulZ5IYVJC5tXkUKrfH7Xm6WEU8XVLa6x5uL1r9l2O7yr7N5ytFwdGS%2B1iLeBEkMD5zEFgipwvTPtE%2FJiqg%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=AVxigLIE4uIGkxmk8WF2U2TywXWHqdY3mYYNV1EcleacW%2F5uyEv3F9SKyOzWRZdRFadmgRe%2BKmNbvdVfVrmiSUYmvtfnJpupnoNQd4aWbYmDT20LKvv1NHTOxgEkk5raH3N8iQTDyvcsZFnRPlW326HZYOELPCVZgbdOZ24Q%2FlO8RK3BgyFpwkISBxATKQM5XnPP988B&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=AVxigLIhsJ0%2BLUPcjB5Bze0R3mAJrjs9Km0sUx80O2zVfmlqkk2wgGqdrdLvThubIvP8kwtc%2FlUyLyWzTrz4QJxOVqNgLg6DLSWZfvby8eua4jyAsxVf8gOEXKm9Hok3OHAhcsW34I9rghd3wIzo4Y9wuBu2vh2rM8cvqn4rw5eLVxvzcSraCwTFY2vIlfPt2ezb4xTuiU5iT7dQMg%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=AVxigLID3jMSv3TvVAr95qYt6uFNGs5jWMJ%2FL%2Fys9YNHQuERdf9BUrjmSq9NqrE9qejWgNUvAEukxkNWseCb1kGJStEaRmbGfGPKEXy45vN5SQaL6PphzbFJqNsX9QNElaHkBqgLknaR4%2FpUBkCYvceZZLw8F7%2BlhQGA9BbNPKVn8vJIE6gOfK4QO8Qe9Xky6PCMBU42pSY0ea58FJ3OUG%2FWVI6L2Jq9kjo%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=AVxigLID2mY8xxBoWieb3%2BCuj%2FO1j%2BbnGA9XYD2KsnZqTrDWogi7lqegjYih2NtrWCaqic4zHl%2F6uuhXIVRLokFrpYfy7W7qjsmyEe0COUlBdbpYxQwAZfET3Hx7jmUBU8hLV%2Fs%2B%2BXHUHxQrAn0692J5yexn1k5YESZNLj0BydXGhL3L7fJz1BrIZnVA0%2FgDyEI%2FZ%2FDGm8SpUKaPFpPhdsPGXPNU29iYEqX9Ri4%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=AVxigLKz50M1tEMmw02OXuCCmEtz4%2BFybjVQs6X23R6fNJnjCwo8i9hdW5e9DiTsP%2BpvPb7305QDksrbWwCcGCyyZJxxQ9MtnEiCe4k2EwMrxYmorjsEiJIY2gahczE6uUuPsjdoRELF2MkwsbwyjIzK%2BpWzIsUu2PjqyxppXieD1nbqQL9CliTOjAmlENWhldo6YUrxJj0cRAA4NLBYsdwwInFQKVwuNfU%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=AVxigLIhsJ0%2BLUPcjB5Bze0R3mAJrjs9Km0sUx80O2zVfmlqkk2wgGqdrdLvThubIvP8kwtc%2FlUyLyWzTrz4QJxOVqNgLg6DLSWZfvby8eua4jyAsxVf8gOEXKm9Hok3OHAhcsW34I9rghd3wIzo4Y9wuBu2vh2rM8cvqn4rw5eLVxvzcSraCwTFY2vIlfPt2ezb4xTuiU5iT7dQMg%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=AVxigLL0YyVlB5nL8boravIeUVvf0FhgFEKDrgg2WankdIBk77u%2BQH4nWawFDsMM0jIGqLVNAqk6bFsGw6NKdchuKjfvhlC6RM2hxkdYLdA4HfV%2BFmOGqbCtsql99uzimDD8iFHlnnoNwLNr8ljqTKL9psAigyCgKh9g%2FDMkrkLbp8SwSAeSRb4xfLut5%2F9uvgyeP6ViV2lXrG3g4SRW5S8%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=AVxigLI9Tn5LX%2BTwGXxprhy%2Bm4sBE%2F0gwrpGFWnd1BPSBMVuR76AgQQzdNpBMtFl3myIi%2BkGuh50VgoeqBEfY5%2BTqVVpbAE2xviYy2Bc74J3KqTYDTIxZzthefgxQ0%2ByYs%2Bek3qnAfPuRMTLCM0DusvOAus4oo0LhhuRocLt%2BB8cqUVLyw%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=AVxigLLWMg6eDWMu%2FkRLUVffgC6r2UVFWhg5X1sZP5axPnfmrNXAFu41H5ui6r69Ln%2FIO63JWzAw2R5%2Favg%2FmzpdvW6QOF1dR8IfBPjCHVw11pS8GyCEU2iFHvRR4mJTuHx%2FX497uKvKofE8NgJDgP%2B3w52thZEM8NpyH5AX%2FSjNag2nK60BAJRmJtlJvUhw0g%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=AVxigLJRkXRTTd98slipg%2BX7x4KQAKE1E38Kcs3V1N1tUL%2BIjIxA9rH2bnIvlStv892J%2FR21bQfnF%2F21Q3dBsZU2SSZ0zdqreazPNidNLU2ZO4f3jUt638jMnGQ24VVTZ3E8LIXPnfbWZ%2BL8H%2B7SVFSTXQSCTnjNpoeB%2Fc20d0ik&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=AVxigLJAsXqbLpM1s58rRQ4G07KjDJTQriTJVN87bbADylebt7ctyNVvMS6LHFHkrxhlk%2BzRtRTULtohHmoUy4pOutKahUyPnrLfNZ%2Fo1%2B1ok8%2BymspnB54Cp2zKgdq1mN9u1JID94PT37sj%2BWtCwuQWHQtPg7dYELPIQRe81qZGcWajG89OHaclSRgKrw%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=AVxigLIo6i2RTHzKnD3asCIubKysaUbl8PVnrbvgOZmxvFXE%2FztXZGhD34KZMReHss%2F7l9xSHXi%2FLQkwsJuSrjKVRwtdrhDACR5T9iJ6xnh3NPliV5BsHrVxP%2Bm2bsDS1PAAHxdrcfYXTfhEJ%2FbRL1V4%2BOORbX0Ep9E6uwesga9j2tERGG8kafbbbfRC%2FAEcyC2j0cogILHUAg%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=AVxigLJzig3hG0yQSgNlSWHBoJFNxGFOo%2FWuDNVF0Nt1KSaQQn5Dny5E6MoK1WaYbSyVY%2FM7SE%2BavD6tzLrUMeJRq5APjNHXu%2FwEDa0LRXTEqRSPIe%2B9n5jxFg5bY%2BngLb2N%2BIWudmJ6ahZ%2BMfxV0pFrfrg4dMeEqvd0BPaMI4ARKLbbJa8EDjflF3964g%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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLI0C3ijZAnYcSLOuzuvWRaUQxdURiykQwT%2F480uam95y%2FZIEFnocufHEZxjP%2FJ%2F4vFp72HYM6ARB4yl82T3iZDN6tUuHLDTn1%2Fsk2tyqmK1k6MMIkDS4wnfVUFujZF9LM7TsK%2BMTLIa4%2FF%2BdPmYHcgFxXtS%2FEiW8ub9UPVlSa4yPg%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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLKMlA0mf%2FKyJRJ9VJowQPIa4V6O8NoAAbRDrTP5z63Vgm6QjxZ4mZpRdcR1rox68Ga1kiCZEeubHl6mXBzmcv8YDgi4tS0LCUFv8Ppua3JvY%2BhufL7IzqlB9I7DkPISJCILYs8I%2FCRt2hl2sAHB2n9gMasmZ428uqg0x0%2BKfpLI&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=AVxigLIuMWlKKr6XNX%2B1Q60rlQ0eOlSaoq9PLfXofrGiT5Y2Ido7zc7an8AbuB%2B5ROOcSLI%2BUr5Zh3tqKfX6FfIQyaGrLaCtT0hzKIR4j%2BkfIIEw5hSkcAZ7%2FXMSY94sFh4gFd5jF%2BapUIdx552uX3r2Q%2BgVcDsfXN7CpE0nUd8G%2BfOKjGcupBcawnTkcjyThinF3A%3D%3D&webInteractiveContentId=185823046770&portalId=8302174)

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# Data Science Platform.

## Rapidly build, train, test + deploy models that deliver all-new insights.

### Rayven gives Data Scientists a complete, easy-to-use toolkit for delivering custom Machine Learning + GenAI across your business, simply.

![Data-Science](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Website%20Images/2024/Use%20Case%20Headers/New-Job%20Roles%20Leaders%20Mar-25/Data-Science.png?width=400&height=400&name=Data-Science.png "Data-Science")

Trusted by 240+ teams across Australia + globally

- ![ABCDust](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/ABC-Dust2-60-grey.png?width=221&height=60&name=ABC-Dust2-60-grey.png)
- ![Anglo American](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/anglo-american-60-grey.png?width=272&height=60&name=anglo-american-60-grey.png)
- ![AngloGold Ashanti](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/AngloGold-Ashanti-2-60-grey.webp?width=207&height=60&name=AngloGold-Ashanti-2-60-grey.webp)
- ![AquaAnalytics](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/aquaanalytics-60-grey.png?width=207&height=60&name=aquaanalytics-60-grey.png)
- ![Blue Mountains City Council](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Blue-Mountains-CC-60-grey.png?width=88&height=60&name=Blue-Mountains-CC-60-grey.png)
- ![Collective Intelligence](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Collective%20Intelligence-grey-60.png?width=1000&height=490&name=Collective%20Intelligence-grey-60.png)
- ![CSIRO](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/CSIRO_grey-60.png?width=2048&height=2048&name=CSIRO_grey-60.png)
- ![Ericom](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/ericom-60-grey.png?width=240&height=60&name=ericom-60-grey.png)
- ![EYEMine](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/EyeMine-60-grey.png?width=318&height=60&name=EyeMine-60-grey.png)
- ![Fulton Hogan](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Fulton-Hogan-60-grey.png?width=217&height=60&name=Fulton-Hogan-60-grey.png)
- ![Glencore](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Glencore-60-grey.png?width=343&height=60&name=Glencore-60-grey.png)
- ![NSW Government](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/nsw-government-two-colour-grey-60.png?width=1194&height=1268&name=nsw-government-two-colour-grey-60.png)
- ![NSW Ports](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/NSW-Ports-60-grey.png?width=169&height=60&name=NSW-Ports-60-grey.png)
- ![Precision Livestock Farming](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/PLF-60-grey.png?width=151&height=60&name=PLF-60-grey.png)
- ![RamJack](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/RamJack_Final_logo_grey-60.png?width=427&height=111&name=RamJack_Final_logo_grey-60.png)
- ![Riverina Fresh](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Riverina-Fresh-60-grey.png?width=72&height=60&name=Riverina-Fresh-60-grey.png)
- ![Telstra](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Telstra-60-grey.png?width=218&height=60&name=Telstra-60-grey.png)
- ![Ventia](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Ventia-Logo-grey-60.png?width=209&height=60&name=Ventia-Logo-grey-60.png)
- ![Viva Energy](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Viva-60-grey.png?width=120&height=60&name=Viva-60-grey.png)
- ![Vodafone](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Vodafone-60-grey.png?width=84&height=60&name=Vodafone-60-grey.png)
- ![Wattwatchers](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Watt-Watchers-60-grey.png?width=109&height=60&name=Watt-Watchers-60-grey.png)

- ![ABCDust](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/ABC-Dust2-60-grey.png?width=221&height=60&name=ABC-Dust2-60-grey.png)
- ![Anglo American](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/anglo-american-60-grey.png?width=272&height=60&name=anglo-american-60-grey.png)
- ![AngloGold Ashanti](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/AngloGold-Ashanti-2-60-grey.webp?width=207&height=60&name=AngloGold-Ashanti-2-60-grey.webp)
- ![AquaAnalytics](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/aquaanalytics-60-grey.png?width=207&height=60&name=aquaanalytics-60-grey.png)
- ![Blue Mountains City Council](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Blue-Mountains-CC-60-grey.png?width=88&height=60&name=Blue-Mountains-CC-60-grey.png)
- ![Collective Intelligence](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Collective%20Intelligence-grey-60.png?width=1000&height=490&name=Collective%20Intelligence-grey-60.png)
- ![CSIRO](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/CSIRO_grey-60.png?width=2048&height=2048&name=CSIRO_grey-60.png)
- ![Ericom](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/ericom-60-grey.png?width=240&height=60&name=ericom-60-grey.png)
- ![EYEMine](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/EyeMine-60-grey.png?width=318&height=60&name=EyeMine-60-grey.png)
- ![Fulton Hogan](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Fulton-Hogan-60-grey.png?width=217&height=60&name=Fulton-Hogan-60-grey.png)
- ![Glencore](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Glencore-60-grey.png?width=343&height=60&name=Glencore-60-grey.png)
- ![NSW Government](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/nsw-government-two-colour-grey-60.png?width=1194&height=1268&name=nsw-government-two-colour-grey-60.png)
- ![NSW Ports](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/NSW-Ports-60-grey.png?width=169&height=60&name=NSW-Ports-60-grey.png)
- ![Precision Livestock Farming](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/PLF-60-grey.png?width=151&height=60&name=PLF-60-grey.png)
- ![RamJack](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/RamJack_Final_logo_grey-60.png?width=427&height=111&name=RamJack_Final_logo_grey-60.png)
- ![Riverina Fresh](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Riverina-Fresh-60-grey.png?width=72&height=60&name=Riverina-Fresh-60-grey.png)
- ![Telstra](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Telstra-60-grey.png?width=218&height=60&name=Telstra-60-grey.png)
- ![Ventia](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Ventia-Logo-grey-60.png?width=209&height=60&name=Ventia-Logo-grey-60.png)
- ![Viva Energy](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Viva-60-grey.png?width=120&height=60&name=Viva-60-grey.png)
- ![Vodafone](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Vodafone-60-grey.png?width=84&height=60&name=Vodafone-60-grey.png)
- ![Wattwatchers](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Partner%20Images%20+%20Files/Grey%2060/Watt-Watchers-60-grey.png?width=109&height=60&name=Watt-Watchers-60-grey.png)

## Create an** accurate real-time single source of truth **+ leverage easy-to-use Machine Learning and GenAI capabilities.

Data Science is an increasingly critical discipline for businesses who want to take advantage of the AI revolution to find a competitive edge.

Rayven features easy-to-use toolkits that enables you to build, train, test + deploy models, faster. Use visual interfaces and proprietary tools you won't find anywhere else to give anyone in the business capabilities via custom interfaces to predict the future, uncover all-new insights + seize optimisations, simply.

![AI-Dynamix-Screen-Move](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Screenshots/AI-Dynamix-Screen-Move.gif?width=695&height=460&name=AI-Dynamix-Screen-Move.gif "AI-Dynamix-Screen-Move")

## Rayven has free + low-cost options, making it affordable for every business.

[![START FREE NOW<br><span style="font-size: 12px; font-weight: lighter;">(No credit card)</span>](https://no-cache.hubspot.com/cta/default/8302174/interactive-190649165886.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLImUkNwwJ8rp5%2BxUG5KW0f51Gq77I0Pf1XWpLT%2FUdDHTs%2Fc9hLRo2BrBcz7ZeAhivY5Y3wFI2IMYGwquaWMdvUD0DMTJ9lrA8ASiRXIqfM5D%2BJgGVGRQ7QMQxKIOtqzV6GeJsP0fmlRHuSslqDOozCs4tnrjYOtLNHlPiZ%2B76QN7OWHh7yjzVGkjMol3ZRP4Q%3D%3D&webInteractiveContentId=190649165886&portalId=8302174)

 EXPLORE PRICING

### Use Machine Learning to deliver predictive analytics + self-optimising loops, simply.

Our platform's Machine Learning Studio enables you to create, train, test + deploy any Python-based algorithm using an easy-to-use drag-and-drop interface. Give you users accurate predictive analytics and enable them to uncover and seize operational improvements in real-time.

![Training-Validation-500](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Screenshots/Machine%20Learning/Training-Validation-500.png?width=425&height=281&name=Training-Validation-500.png "Training-Validation-500")

![GenAI-Screenshot-Jun-24](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Emails/Rayven%20Newsletter/GenAI-Screenshot-Jun-24.png?width=425&height=280&name=GenAI-Screenshot-Jun-24.png "GenAI-Screenshot-Jun-24")

### (Almost) ready-to-go GenAI: customise your own LLMs + update models in real-time.

Use Rayven's drag-and-drop toolkit to customise LLMs using Retrieval-Augmented Generation (RAG) workflows and add your own training data to customise it to your business, site, objectives + use case(s). Give users conversational analytics that allow them to uncover all-new insights, seize optimisations in real-time, and create self-optimising feedback loops.

### Our AI Platform integrates with everything in real-time.

Rayven enables you to easily connect to all your business systems, SaaS, infield assets, data feeds, CRM, IoT devices, spreadsheets - anything - so that you can surface all your data in real-time and make it available for Machine Learning and GenAI models.

Use ready-to-deploy connectors and custom integrations (with both low- and no-code options) to build a real-time single source of truth, simply.

![Workflow-Builder-move](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Screenshots/Workflow-Builder-move.gif?width=425&height=280&name=Workflow-Builder-move.gif "Workflow-Builder-move")

![ML-Node](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Screenshots/Machine%20Learning/ML-Node.png?width=425&height=280&name=ML-Node.png "ML-Node")

### Create self-optimising automations that share data, direct machinery + react in the moment.

Our platform enables you to create automations using our Workflow Builder that react to real-time performance and predicted outcomes to alert people, adjust systems and processes, and improve outcomes without actually having to do anything.

### Solve data ETL, management + storage challenges, simply.

### Get an all-in-one toolkit for customising GenAI LLMs.

### Create, train, test + use Machine Learning algorithms.

### Scale models effectively, almost infinitely.

Join the Shift

## Discover the easy way to do something new.

Book a free 30 minute assessment with our team and we'll scope your project, needs + what a solution might look like.

[Book a free assessment →

Book the free 30-minute call with one of our Australia-based team.

](https://www.rayven.io/book-demo) [Message us →

Not ready for an assessment? Send us a message and we'll get back to you with free, tailored advice.

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

<https://www.rayven.io>

- Solutions 
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<https://www.rayven.io/industries-and-roles/data-science-platform#body> 

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

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