---
title: Gen AI + AI Agents | Execution Layer | Rayven Platform
description: Deploy GenAI into operational workflows - custom LLMs trained on your data, AI agents that take actions, and conversational interfaces embedded in your applications.
image: https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Website%20Images/Rayven%20Social/Base-Image.webp
---

[![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=AVxigLIqvz%2BWifmprTF0%2FGJTzSawjsZr7OOa3OqK7RleEa9TtyskyImMzDpTWISN0ImG1TYCihSsTA6gqZut%2FGZtiNXZ9S1wTPGEgMJZZyHa7kF3tZohxdmUYwpqJnwQ%2FPCTV5DtAg%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=AVxigLIqvz%2BWifmprTF0%2FGJTzSawjsZr7OOa3OqK7RleEa9TtyskyImMzDpTWISN0ImG1TYCihSsTA6gqZut%2FGZtiNXZ9S1wTPGEgMJZZyHa7kF3tZohxdmUYwpqJnwQ%2FPCTV5DtAg%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=AVxigLJ5zhg1sUiHstZNUjlL9FM8Wmj3Hd%2BQ3FQN6i%2FVrGPjJxh14%2BYKHyEvzEKrawaak4Hkj4%2FPGIcC2hKed16vGO8W7A%2BLitAyWTBxs1mg6hu%2BXyhNgC32TNWa%2F0%2FeGpvTnKRLuLeZy3x6t%2B8OobOQ1spThR%2BWYyHNU55nNLRbLXfR2rerm20Q0gnrj5xW5cQ8uL8GVx75OFWZJEiBxBDs8g%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=AVxigLI1vnUNioo69P3t5hjdXorzDplbhI4yvwMiCjilSr6nK6d747hRsj4fz8zOXkGRPSWSR0aWSUoNf%2BEJV5TYDJqC1EIm18Bvejz7qVpKqZalpuRdGbMUDHiaxmeIMlHUlJKNdWbQ1s8uCG9%2Fh77r%2BAeCAc63bxz5J5b6ZLMOMWzw2xoJRmXGs9kRUjNDh67BvmI3Xzzyejz76A%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=AVxigLLjZyq1yHJbyMaYD41JvEHm%2FIbSTsQDHFvK0BGhYCTszEwFwlC3j16qaSIz%2Bl1G9HswRQBBpeJnlENUic0PuNa2f4KtRl%2B2WiK9yDdu1K0UYQRIUNw7Jp97LB8AUAJaeJ2bA0oEzkA5uxiWpudTQrHQ5B9IAY1RisUZjeQR7R%2FZmYu%2Bb14HubsKblHbZxRizw2%2BjmLBELr2dQ%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=AVxigLIO%2FBrsR%2FTr4gO%2BC6GSxGG2tI16ODFdVqr0pxrZPru7iEh2kUB06HcB63X1y2bQadF0u%2FMhd%2BT4VmGDV%2B1xPHlMxtmXjXDsBLrD0N5XDukJjeE7GhUURBxU5R3U%2BwaUxSNj576mX8vYu%2B1PUjolHFjYLEruqPM4k30jVqKvfs83960ZipZxRx13oj7VuHrmPN4N%2BfLktSo3QjXb9MRiNrc%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=AVxigLLJIzy7oYWq3WgIMVgwZBcqRotZeCIcc5wCDFospPSFiTEJFaeLKv9jbdppq0gbp3T6UE7vtrAZi%2Fde0%2BuZ5JDVeolhMceTYP63GJjsg53YyiGFxfa7f90LvRJaVOqSvzcVhnHm0Hj3a45336PBvoSmZYpUH3sl%2B39sY5fRnvgM37zWHJ%2BOShT3Z7NENlLeUoChuvbqh7ju%2B9mqNNE%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=AVxigLIeoMq%2BdMzHvfKPc0jgFJWKkrSJly5rj9EASv36SVbwjTtZ%2BI%2BItQVhBerCm3Df1IEB6%2F0DbwGrXfuo0WIrpp43zBy3L8Q27y9ZBqk6A1%2Fcj%2FnfZT459Tw%2FPxRqG53HRuj%2B%2BOo8D2U51RO3XQHfwfCnNQeVFBJ3hzGJ3x2i66efCldir1LExQ3npbHzCWaMTE0AradyZqJRV6xVaCUpk9VsTw%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=AVxigLJpSk07KTwKg%2FAM7ozeXpIPajQs4AM2E9wArNeHCrUeh%2FtlsFyg9FxZSpq6RDPYELzOgzu3AhvcYdEvss7qlRCiQwEfFwVRMUhUwpJJ%2BCWU%2FvWpAnkaumi3Y9sLerXEKEI562q7cYNqZS9G8RiorHYOIGhyOS324FZ%2FroM8zbrom9eMNLV36tOdAoGOJJtDQWrH1Sx9%2Bbu1YjirA78HyCf4o7U%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=AVxigLLrNRkSgrrUfJ3G4Xv1R0ZP%2FUp%2BBxiHvzQ7XZFHIZ0Nnt7vgaOq9CqSrzEpNBgNHpkvdlcSGxpjWzGergeZu7HOcZoEF6X4v%2FfTsC3KUEdIUwiypp%2Fm%2BncbyBia%2BwtmEBxjojmhqCZoW7Da76cLp6xwqA2m4hj0pFXCJ%2BxjHzpN923zivgBc2QbOdNYMmY6t42gAdznmbFMSJVsUieO0r8%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=AVxigLLZndAxayrZK%2F2qiOiS85y3O%2Fh%2FpzJQwSUF3hVtJhR07Ye4qirz0c4hN1hpoV2a2anFviPnPehQsfeLJSP6O6SvQpJI7Q73V52lg%2Fa%2BCyPdF2VTKCr50bVNgJo8Gcoy%2BNXi%2BXlRKd0Pw2xT7d%2FzRgniUhDbFdvQfWhe6s2igZ3INqyFuneYykeQjMzyuUROav2%2BBjA33moda1g8HPqSSw%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=AVxigLLLEHrbmxFX3TApI6vn3ZA%2FujRjPcvA2%2Fx8lT7SRGv%2BOn%2FSZnlFO%2FoQmBt%2BcI%2FU6f1ostaPAnXB5GlqTFX8ErpmQTuwNSAi0HHrpF7L14mbAVxFcfHiyKsvgqpL4i%2BoSkNNAbgVAns82zajVy1u2oHr8KW0ufu9yzSMo6X%2BTnWtL9Q%2BGgIXVxjL6v9vYx0s7h3OCrbdXbhzcFL6n%2FAvQ8E4MuWmTK9A4uKhIHVU6JJJ2g%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=AVxigLJ%2F3tIkEhbn1ubeejt6dk35zu%2FwRKBOol7Q%2B7O8hFoFZ6upZsdvF9NBV1PKD%2BZQP30EMh29Hd0WjRvpqJdlA4oH0R2zwGQt%2BtmrTC7X7KTDFYB6oSHyi1Jck5GuNbCw6587zUX9eWrkyi8zTP5TDkWKA5v2ox5VCf%2BiuPjOJtvX8ZK8cvYxFbgcbt7t%2BxxJBpcGyLof%2B3BTQQiz1GIvQ8XP&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=AVxigLKpHrBmz4sBebYyyWa6X4Vuff%2FelxXtrmiPtWLSHxYapeyP92xdr1wd%2BRcP1TJPfEB7JnoBW5bhtd2inHq5gxtbL3EiJvK25Ra6Wl%2FESsGHL97rcSQbl%2FSPdi8V7jASjmk%2B25uv%2BHihVoYuQIPxJxNGp7uMOCVkQkFB49Kwp5p4rLD3%2F0PWQKYvb%2FJxLqwwPYKDkaPXgthXl1qFiaWrhV34Jg%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=AVxigLIsUhntLleUpYPYeusp29zrupnaMVbfqrDvOTUrYWuM9Hd6p%2Fp9XFN2%2ByQm57eWVmQla17ITo1BQds5OZYynp6aKg1tg%2BgqU3OnugRRy%2FgMxeHXxlOtZ3XNFEUJRjHGG2Bvmjf5vkuU0P31MX0%2FmF270XB1Bpkb%2FwDwYisd586%2FmMPZaizD1nryyrmCgYjNTR1aUyLgymDKVlnaYOyurhGw8KKkfKY%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=AVxigLJqA1V5Wkm94QzpGOZsr%2ByFq%2FxlDzss7LpCa3%2B0o6Yg0q0vYvavqvWUGDSuWU1hV9xrUNF5b83WjIYmazOv7kIZy%2FYLpM6bLINq8wXRlp%2F%2BDNC7QSW8GTYXNPTq3Cn3GM%2BwHHnsGQqW7vfAQq9Pg6tG%2BRIkTL7tGxkiPtuWpoc4Lv9p%2BFA9i8AJ0bWbf6UD5TqfayctQd5yu%2FylMYsYXgc%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=AVxigLK9sv5WRhHreeLTt5lmz6gW5fg5To%2Foa15fIIdVANp36yDFmN2EUHTJ2nLKUCdkKJKX3c4xLBgxu4%2FA%2FXHwkpNRaltNn49rnTaHmLO0h%2FUq9sU9ongfLtqRCW6J8OaG4o3Lwqg4iax%2Bo55jKrGBl9FktePUD7e%2FKexQAvUCOG%2F9GHpVXP4EuPtuyLa3COT5FlrSdgLU6hUs09M%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=AVxigLKz0ieS4phVmAvznYUBo%2B29A5WtSiLIhlztugtWtl9P8yIi3DR2WvPecCVpF2WJNSndAuVwQPuRJhbMeAXRFrBO0xmpxXQnYKDBK8VABJW1LdfP76ZlZZoymemxfQma5BUYgrW4tavWm9ovCYJ9mKa%2FDkP1LwW%2B8l9O1Cf%2Berf54jA6gr182VEco0XRS65J4LsfHQ%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=AVxigLL7i2aBVYYEVdcvnDE7LyhP6kjx2fQl2DZWiAzy%2BU2tLEuccrS%2FMyJFF0%2BGM9MFOhTCJmYC9ybXwb80%2FTFJOHIW2atuzdRerS1Dr2RyaIIePiaw5piOJhKvyktrWcdsjnZzE1fIwvvZnR3RtlokOyqRUxwPzUekocKtLraMu%2B%2B7%2Bi5Xvtgo%2FrGyo9AxBHouXdDC&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=AVxigLLA4juMXi4ssd3MEDylD14WrkP5BMfHAXVMILk9YNJawzh9PDZbk1uCIYoA1K658z2muGR3fhv6Q2Iq3N1Ht8QlfmEIOZii%2Buc8Ml9%2FMlx95dtseQHpTlAppba5xL2M2jHRY%2FbDGinSMTYfuL0vfvQu1bWneef2VJ%2B8PknIYNmiTeKiEYSJ%2FQq1gs4ADQpXYQHBL2p4S4pvhg%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=AVxigLId8up6A55rpPuHfpvN16Eq55t8S2wG0g%2BS4rwevUjGxn1einyLlNs5Uyl1myF51DqclMnC5ibVrjCV3tdP48I1sZi7qp6REZkOYpeXROarai4lBujbnLWA6KOqU774XihedjvhVs4q30a78megJJ8tLHnekg%2B%2BLFvAXLY7%2BWhOFanVV%2F%2FAMa4WXQU6w0%2Bjp%2B45Bn%2BwzvDrOUSvsqdzlBJlgBStII0%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=AVxigLJphSUD9u2E216wPUccSO7tAKKeGJEspC3b35MwDmdoRGQ14%2B6wfbeHSXX71SOGNKBFoTSw519C3BlR8w6EgzMgmF2c4fZJyBVGfqPAaGOb5ob6R3Pl5m3aUZoxoKmOc0HzrE%2BMkW7kSfJulzYnx63MUYzrryL4CLZy%2F98PFHFBLawqtMlRNfPgrSR4dc48jDAAv1dm%2B40y8dp%2BsgHw1Xz%2BifiN2V3zJuM%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=AVxigLJZj3a26qlsShWBIEmiDn6EsMhFo0OmE%2BYBaTSDYFaHvdvOvuiQZpeiX3JMLizvbl4Z%2F1HLUQKZqdYiJQWiXbH7be9HUgOuSdm2qslvEpQO4w7w6QKGQ0iWNCXfrz49wmGGkcDxtECMut5BJTEe7lnYBt%2FhpcnT7fi8av625OyPmkHgzoutc45HQ6zL70CwechuB2llGuc5jLIaCBsEN5LNb9RX%2FL0%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=AVxigLLA4juMXi4ssd3MEDylD14WrkP5BMfHAXVMILk9YNJawzh9PDZbk1uCIYoA1K658z2muGR3fhv6Q2Iq3N1Ht8QlfmEIOZii%2Buc8Ml9%2FMlx95dtseQHpTlAppba5xL2M2jHRY%2FbDGinSMTYfuL0vfvQu1bWneef2VJ%2B8PknIYNmiTeKiEYSJ%2FQq1gs4ADQpXYQHBL2p4S4pvhg%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=AVxigLI3LBCDHP1bsNU7GbpLk4OMEqBNsCICYNyxzMKPK7Ne5idWL9uCPj9V0jF4I3XSn%2F6pLY4X25aqo36AKg75JCPheWKcfU%2Bi8rBq8R6DqhsbrAw%2BV71yb%2BjEfnND2F7hpUPxjBCQrJLR2ts02M0bMerJRP%2Fhqdi9ChNt%2BFkXnFU4tlVLnu0E%2BPGKlEMo8TN%2BGE%2B4Y5wyGkY0xR65miM%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=AVxigLLxOqL812BSKbjInXWe84HrET0x5mQCBc1us1YZJSvjuUJwI26oQfQYuYxRjpjj0MMguji6NvHGe9WfDXvGIjvu6RzfJf2WdeTkPI51sriRXM74xDT0SmbXu06wrg%2FQY5dQjnYe%2BEAsH0R%2FLdIxRlsDeNVaNl8QFGmt8OF9UX5uwA%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=AVxigLK%2BSuNY6AW7Q7MJIPNSmQaPSmY8t%2Be8piIsQRdUqxZQ7snnX4Bqm2VmalHZ2ztezJkffz%2BUhjwYODcBFkkIAReEvDmotfmjRBqcers6d72E%2FxLvCnBPMjA9yXD%2FOybkWaqk8LLT5d0ejbT0%2FoYTwEyDv0FbGgYj6jO%2Bv9k8A7u68IvTIiYAWRQuuz8jdw%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=AVxigLJHPZJLcaJlsuJGL7vM%2B7tCKfYv1VNgwFJInAMdvdmW1nFnnCC5KByVhi2CtY0R4uyvz5j%2F7NKPyMIcIn4%2BE%2FoK%2BqxbD%2BiKQIBYeEfqZdULobBeVfctGqGg7KF4O6gRbbKRe84t0dtZQ%2FQ1Et5NK40tTalC2%2BGrwZdHPJs5&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=AVxigLJIn4h61GYpz3kXtBYsZQ%2FjAukgzQd9W8fhm5Rmo9lOk0WvMRIt7ytuvxMk6o%2BhU5I9ngcJUpT56gBWWRWh1mRh65oUqLVfyaMJziqTe63%2BtSWR1PgGd6JIwI815%2FAbM0k3kkc3LCEI7OboUF0cCN5FbCA5HkDdK0%2FRxdXLjvjD6WkQvnmU5NzP8A%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=AVxigLJjXXxHZ3dOFax6L2QYHe1ocx%2FXSmoAHQbmIg2Lql4fugdPKtYw4K9swOF3h%2FYQA1FPMwwPwCnUYSw%2FaT%2F7jYznUyLwq4fsA%2FODFdWmCFvwXZEj8GN%2Blgnua%2BC1%2BMGo5E9j5JUjB0NlTcNhWCcA629PYQ3ULFzf6D4zkUduCVjXdfhiq62DRGUFLt6gs%2B1ZnBkt03nArw%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=AVxigLIf7MtAG1N0NLq8z7tRiKLZ%2FUIyCIjNYRfTX2ZVJoJV8NXamaO6UkYZR0BgMRbCM65P1LqI8Qm%2BI%2B6LL6rzdu5NAVSaswOUZQ1o3TMVo6knJxFWgzu5zInImFmjBASy9LoPHQA1lKhEPzTY35vxdwbxQquuloWMb8qy%2Fd7CnGpOujyDwOlI08wXvQ%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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&webInteractiveContentId=185823046841&portalId=8302174)

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Overview

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

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We Partner With

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

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

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

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Library

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Our Company

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

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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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLJ3K%2FbCD0K7l1ELVZOns3bqHW3ZOpuDAIJnLrKy6ou%2BExSbK1rtGvZb9zt%2BQNa0x23CY1OelIGjuZ6YMWb9r3TfoV2Ly1MOHYM8VYCZD8jKC%2BQvlKSPh5VH1OIVxvo2QjJTpRNeAamVHzqfgrytLLq0DhWYRyWNzOVtheaAFODEOl0ZF0wK%2Bc9PMdt%2F9Ms3fg%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=AVxigLIqvz%2BWifmprTF0%2FGJTzSawjsZr7OOa3OqK7RleEa9TtyskyImMzDpTWISN0ImG1TYCihSsTA6gqZut%2FGZtiNXZ9S1wTPGEgMJZZyHa7kF3tZohxdmUYwpqJnwQ%2FPCTV5DtAg%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=AVxigLIqvz%2BWifmprTF0%2FGJTzSawjsZr7OOa3OqK7RleEa9TtyskyImMzDpTWISN0ImG1TYCihSsTA6gqZut%2FGZtiNXZ9S1wTPGEgMJZZyHa7kF3tZohxdmUYwpqJnwQ%2FPCTV5DtAg%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=AVxigLJ5zhg1sUiHstZNUjlL9FM8Wmj3Hd%2BQ3FQN6i%2FVrGPjJxh14%2BYKHyEvzEKrawaak4Hkj4%2FPGIcC2hKed16vGO8W7A%2BLitAyWTBxs1mg6hu%2BXyhNgC32TNWa%2F0%2FeGpvTnKRLuLeZy3x6t%2B8OobOQ1spThR%2BWYyHNU55nNLRbLXfR2rerm20Q0gnrj5xW5cQ8uL8GVx75OFWZJEiBxBDs8g%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=AVxigLI1vnUNioo69P3t5hjdXorzDplbhI4yvwMiCjilSr6nK6d747hRsj4fz8zOXkGRPSWSR0aWSUoNf%2BEJV5TYDJqC1EIm18Bvejz7qVpKqZalpuRdGbMUDHiaxmeIMlHUlJKNdWbQ1s8uCG9%2Fh77r%2BAeCAc63bxz5J5b6ZLMOMWzw2xoJRmXGs9kRUjNDh67BvmI3Xzzyejz76A%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=AVxigLLjZyq1yHJbyMaYD41JvEHm%2FIbSTsQDHFvK0BGhYCTszEwFwlC3j16qaSIz%2Bl1G9HswRQBBpeJnlENUic0PuNa2f4KtRl%2B2WiK9yDdu1K0UYQRIUNw7Jp97LB8AUAJaeJ2bA0oEzkA5uxiWpudTQrHQ5B9IAY1RisUZjeQR7R%2FZmYu%2Bb14HubsKblHbZxRizw2%2BjmLBELr2dQ%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=AVxigLIO%2FBrsR%2FTr4gO%2BC6GSxGG2tI16ODFdVqr0pxrZPru7iEh2kUB06HcB63X1y2bQadF0u%2FMhd%2BT4VmGDV%2B1xPHlMxtmXjXDsBLrD0N5XDukJjeE7GhUURBxU5R3U%2BwaUxSNj576mX8vYu%2B1PUjolHFjYLEruqPM4k30jVqKvfs83960ZipZxRx13oj7VuHrmPN4N%2BfLktSo3QjXb9MRiNrc%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=AVxigLLJIzy7oYWq3WgIMVgwZBcqRotZeCIcc5wCDFospPSFiTEJFaeLKv9jbdppq0gbp3T6UE7vtrAZi%2Fde0%2BuZ5JDVeolhMceTYP63GJjsg53YyiGFxfa7f90LvRJaVOqSvzcVhnHm0Hj3a45336PBvoSmZYpUH3sl%2B39sY5fRnvgM37zWHJ%2BOShT3Z7NENlLeUoChuvbqh7ju%2B9mqNNE%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=AVxigLIeoMq%2BdMzHvfKPc0jgFJWKkrSJly5rj9EASv36SVbwjTtZ%2BI%2BItQVhBerCm3Df1IEB6%2F0DbwGrXfuo0WIrpp43zBy3L8Q27y9ZBqk6A1%2Fcj%2FnfZT459Tw%2FPxRqG53HRuj%2B%2BOo8D2U51RO3XQHfwfCnNQeVFBJ3hzGJ3x2i66efCldir1LExQ3npbHzCWaMTE0AradyZqJRV6xVaCUpk9VsTw%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=AVxigLJpSk07KTwKg%2FAM7ozeXpIPajQs4AM2E9wArNeHCrUeh%2FtlsFyg9FxZSpq6RDPYELzOgzu3AhvcYdEvss7qlRCiQwEfFwVRMUhUwpJJ%2BCWU%2FvWpAnkaumi3Y9sLerXEKEI562q7cYNqZS9G8RiorHYOIGhyOS324FZ%2FroM8zbrom9eMNLV36tOdAoGOJJtDQWrH1Sx9%2Bbu1YjirA78HyCf4o7U%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=AVxigLLrNRkSgrrUfJ3G4Xv1R0ZP%2FUp%2BBxiHvzQ7XZFHIZ0Nnt7vgaOq9CqSrzEpNBgNHpkvdlcSGxpjWzGergeZu7HOcZoEF6X4v%2FfTsC3KUEdIUwiypp%2Fm%2BncbyBia%2BwtmEBxjojmhqCZoW7Da76cLp6xwqA2m4hj0pFXCJ%2BxjHzpN923zivgBc2QbOdNYMmY6t42gAdznmbFMSJVsUieO0r8%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=AVxigLLZndAxayrZK%2F2qiOiS85y3O%2Fh%2FpzJQwSUF3hVtJhR07Ye4qirz0c4hN1hpoV2a2anFviPnPehQsfeLJSP6O6SvQpJI7Q73V52lg%2Fa%2BCyPdF2VTKCr50bVNgJo8Gcoy%2BNXi%2BXlRKd0Pw2xT7d%2FzRgniUhDbFdvQfWhe6s2igZ3INqyFuneYykeQjMzyuUROav2%2BBjA33moda1g8HPqSSw%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=AVxigLLLEHrbmxFX3TApI6vn3ZA%2FujRjPcvA2%2Fx8lT7SRGv%2BOn%2FSZnlFO%2FoQmBt%2BcI%2FU6f1ostaPAnXB5GlqTFX8ErpmQTuwNSAi0HHrpF7L14mbAVxFcfHiyKsvgqpL4i%2BoSkNNAbgVAns82zajVy1u2oHr8KW0ufu9yzSMo6X%2BTnWtL9Q%2BGgIXVxjL6v9vYx0s7h3OCrbdXbhzcFL6n%2FAvQ8E4MuWmTK9A4uKhIHVU6JJJ2g%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=AVxigLJ%2F3tIkEhbn1ubeejt6dk35zu%2FwRKBOol7Q%2B7O8hFoFZ6upZsdvF9NBV1PKD%2BZQP30EMh29Hd0WjRvpqJdlA4oH0R2zwGQt%2BtmrTC7X7KTDFYB6oSHyi1Jck5GuNbCw6587zUX9eWrkyi8zTP5TDkWKA5v2ox5VCf%2BiuPjOJtvX8ZK8cvYxFbgcbt7t%2BxxJBpcGyLof%2B3BTQQiz1GIvQ8XP&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=AVxigLKpHrBmz4sBebYyyWa6X4Vuff%2FelxXtrmiPtWLSHxYapeyP92xdr1wd%2BRcP1TJPfEB7JnoBW5bhtd2inHq5gxtbL3EiJvK25Ra6Wl%2FESsGHL97rcSQbl%2FSPdi8V7jASjmk%2B25uv%2BHihVoYuQIPxJxNGp7uMOCVkQkFB49Kwp5p4rLD3%2F0PWQKYvb%2FJxLqwwPYKDkaPXgthXl1qFiaWrhV34Jg%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=AVxigLIsUhntLleUpYPYeusp29zrupnaMVbfqrDvOTUrYWuM9Hd6p%2Fp9XFN2%2ByQm57eWVmQla17ITo1BQds5OZYynp6aKg1tg%2BgqU3OnugRRy%2FgMxeHXxlOtZ3XNFEUJRjHGG2Bvmjf5vkuU0P31MX0%2FmF270XB1Bpkb%2FwDwYisd586%2FmMPZaizD1nryyrmCgYjNTR1aUyLgymDKVlnaYOyurhGw8KKkfKY%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=AVxigLJqA1V5Wkm94QzpGOZsr%2ByFq%2FxlDzss7LpCa3%2B0o6Yg0q0vYvavqvWUGDSuWU1hV9xrUNF5b83WjIYmazOv7kIZy%2FYLpM6bLINq8wXRlp%2F%2BDNC7QSW8GTYXNPTq3Cn3GM%2BwHHnsGQqW7vfAQq9Pg6tG%2BRIkTL7tGxkiPtuWpoc4Lv9p%2BFA9i8AJ0bWbf6UD5TqfayctQd5yu%2FylMYsYXgc%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=AVxigLK9sv5WRhHreeLTt5lmz6gW5fg5To%2Foa15fIIdVANp36yDFmN2EUHTJ2nLKUCdkKJKX3c4xLBgxu4%2FA%2FXHwkpNRaltNn49rnTaHmLO0h%2FUq9sU9ongfLtqRCW6J8OaG4o3Lwqg4iax%2Bo55jKrGBl9FktePUD7e%2FKexQAvUCOG%2F9GHpVXP4EuPtuyLa3COT5FlrSdgLU6hUs09M%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=AVxigLKz0ieS4phVmAvznYUBo%2B29A5WtSiLIhlztugtWtl9P8yIi3DR2WvPecCVpF2WJNSndAuVwQPuRJhbMeAXRFrBO0xmpxXQnYKDBK8VABJW1LdfP76ZlZZoymemxfQma5BUYgrW4tavWm9ovCYJ9mKa%2FDkP1LwW%2B8l9O1Cf%2Berf54jA6gr182VEco0XRS65J4LsfHQ%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=AVxigLL7i2aBVYYEVdcvnDE7LyhP6kjx2fQl2DZWiAzy%2BU2tLEuccrS%2FMyJFF0%2BGM9MFOhTCJmYC9ybXwb80%2FTFJOHIW2atuzdRerS1Dr2RyaIIePiaw5piOJhKvyktrWcdsjnZzE1fIwvvZnR3RtlokOyqRUxwPzUekocKtLraMu%2B%2B7%2Bi5Xvtgo%2FrGyo9AxBHouXdDC&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=AVxigLLA4juMXi4ssd3MEDylD14WrkP5BMfHAXVMILk9YNJawzh9PDZbk1uCIYoA1K658z2muGR3fhv6Q2Iq3N1Ht8QlfmEIOZii%2Buc8Ml9%2FMlx95dtseQHpTlAppba5xL2M2jHRY%2FbDGinSMTYfuL0vfvQu1bWneef2VJ%2B8PknIYNmiTeKiEYSJ%2FQq1gs4ADQpXYQHBL2p4S4pvhg%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=AVxigLId8up6A55rpPuHfpvN16Eq55t8S2wG0g%2BS4rwevUjGxn1einyLlNs5Uyl1myF51DqclMnC5ibVrjCV3tdP48I1sZi7qp6REZkOYpeXROarai4lBujbnLWA6KOqU774XihedjvhVs4q30a78megJJ8tLHnekg%2B%2BLFvAXLY7%2BWhOFanVV%2F%2FAMa4WXQU6w0%2Bjp%2B45Bn%2BwzvDrOUSvsqdzlBJlgBStII0%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=AVxigLJphSUD9u2E216wPUccSO7tAKKeGJEspC3b35MwDmdoRGQ14%2B6wfbeHSXX71SOGNKBFoTSw519C3BlR8w6EgzMgmF2c4fZJyBVGfqPAaGOb5ob6R3Pl5m3aUZoxoKmOc0HzrE%2BMkW7kSfJulzYnx63MUYzrryL4CLZy%2F98PFHFBLawqtMlRNfPgrSR4dc48jDAAv1dm%2B40y8dp%2BsgHw1Xz%2BifiN2V3zJuM%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=AVxigLJZj3a26qlsShWBIEmiDn6EsMhFo0OmE%2BYBaTSDYFaHvdvOvuiQZpeiX3JMLizvbl4Z%2F1HLUQKZqdYiJQWiXbH7be9HUgOuSdm2qslvEpQO4w7w6QKGQ0iWNCXfrz49wmGGkcDxtECMut5BJTEe7lnYBt%2FhpcnT7fi8av625OyPmkHgzoutc45HQ6zL70CwechuB2llGuc5jLIaCBsEN5LNb9RX%2FL0%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=AVxigLLA4juMXi4ssd3MEDylD14WrkP5BMfHAXVMILk9YNJawzh9PDZbk1uCIYoA1K658z2muGR3fhv6Q2Iq3N1Ht8QlfmEIOZii%2Buc8Ml9%2FMlx95dtseQHpTlAppba5xL2M2jHRY%2FbDGinSMTYfuL0vfvQu1bWneef2VJ%2B8PknIYNmiTeKiEYSJ%2FQq1gs4ADQpXYQHBL2p4S4pvhg%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=AVxigLI3LBCDHP1bsNU7GbpLk4OMEqBNsCICYNyxzMKPK7Ne5idWL9uCPj9V0jF4I3XSn%2F6pLY4X25aqo36AKg75JCPheWKcfU%2Bi8rBq8R6DqhsbrAw%2BV71yb%2BjEfnND2F7hpUPxjBCQrJLR2ts02M0bMerJRP%2Fhqdi9ChNt%2BFkXnFU4tlVLnu0E%2BPGKlEMo8TN%2BGE%2B4Y5wyGkY0xR65miM%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=AVxigLLxOqL812BSKbjInXWe84HrET0x5mQCBc1us1YZJSvjuUJwI26oQfQYuYxRjpjj0MMguji6NvHGe9WfDXvGIjvu6RzfJf2WdeTkPI51sriRXM74xDT0SmbXu06wrg%2FQY5dQjnYe%2BEAsH0R%2FLdIxRlsDeNVaNl8QFGmt8OF9UX5uwA%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=AVxigLK%2BSuNY6AW7Q7MJIPNSmQaPSmY8t%2Be8piIsQRdUqxZQ7snnX4Bqm2VmalHZ2ztezJkffz%2BUhjwYODcBFkkIAReEvDmotfmjRBqcers6d72E%2FxLvCnBPMjA9yXD%2FOybkWaqk8LLT5d0ejbT0%2FoYTwEyDv0FbGgYj6jO%2Bv9k8A7u68IvTIiYAWRQuuz8jdw%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=AVxigLJHPZJLcaJlsuJGL7vM%2B7tCKfYv1VNgwFJInAMdvdmW1nFnnCC5KByVhi2CtY0R4uyvz5j%2F7NKPyMIcIn4%2BE%2FoK%2BqxbD%2BiKQIBYeEfqZdULobBeVfctGqGg7KF4O6gRbbKRe84t0dtZQ%2FQ1Et5NK40tTalC2%2BGrwZdHPJs5&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=AVxigLJIn4h61GYpz3kXtBYsZQ%2FjAukgzQd9W8fhm5Rmo9lOk0WvMRIt7ytuvxMk6o%2BhU5I9ngcJUpT56gBWWRWh1mRh65oUqLVfyaMJziqTe63%2BtSWR1PgGd6JIwI815%2FAbM0k3kkc3LCEI7OboUF0cCN5FbCA5HkDdK0%2FRxdXLjvjD6WkQvnmU5NzP8A%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=AVxigLJjXXxHZ3dOFax6L2QYHe1ocx%2FXSmoAHQbmIg2Lql4fugdPKtYw4K9swOF3h%2FYQA1FPMwwPwCnUYSw%2FaT%2F7jYznUyLwq4fsA%2FODFdWmCFvwXZEj8GN%2Blgnua%2BC1%2BMGo5E9j5JUjB0NlTcNhWCcA629PYQ3ULFzf6D4zkUduCVjXdfhiq62DRGUFLt6gs%2B1ZnBkt03nArw%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=AVxigLIf7MtAG1N0NLq8z7tRiKLZ%2FUIyCIjNYRfTX2ZVJoJV8NXamaO6UkYZR0BgMRbCM65P1LqI8Qm%2BI%2B6LL6rzdu5NAVSaswOUZQ1o3TMVo6knJxFWgzu5zInImFmjBASy9LoPHQA1lKhEPzTY35vxdwbxQquuloWMb8qy%2Fd7CnGpOujyDwOlI08wXvQ%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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLIEy5cM0ZhJVvJ%2F9ePav0Pd0uiGIIU3fyVCP1PntDaA7XZ%2BgtDyiXPLZD5tcGpbcyyF%2BVDlZgKNy0j62NPYJfYqr%2FzZ6uQMTV6nsZnXvaQVokW5wjLUk1pp8iqBiO4tEBj225SkyIRDBckjV3Q7bDjN8sFlO5jAQTQj0SqjB4Vr2w%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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&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=AVxigLLX7rIc6mX1QVdVty36ZtZehCvBCr17UNa3xkc65wfnXNtGSu%2BBPJPubKoptwkUqO7G%2BX184Ztcn7HEDUyq3Q4o8SkX0urX9ppRGrvWjhrP3AXKpGALsmbCEWTdXnq64ad3CVdRmtXKn7JD2%2BJKoIBIwMhYU7Y1vV%2FgvTa3JcFV&webInteractiveContentId=185823046841&portalId=8302174)

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

**

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[Platform ](https://www.rayven.io/platform)> [Execution Layer](https://www.rayven.io/platform/execution) > Gen AI + AI Agents

# Gen AI + AI agents.

Build and deploy generative AI into your operations - custom LLMs trained on your data, AI agents that act + conversational interfaces that turn questions into outcomes.

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![AI-Ready-Flow WebP](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Screenshots/2025/Workspace/AI-Ready-Flow%20WebP.webp?width=500&height=289&name=AI-Ready-Flow%20WebP.webp "AI-Ready-Flow WebP")

CAPABILITY OVERVIEW

## AI that works in your operations, not alongside them.

Rayven's GenAI capabilities go beyond chat interfaces.

LLM connector nodes operate within workflow chains - processing documents, extracting structured data, generating outputs + triggering automated actions -with custom LLMs trained directly on your data in real-time.

AI agents operate with full governance controls - prompt management, memory limits + policy-aware actions. Conversational analytics interfaces embed into your dashboards, enabling users to ask questions about live data in plain English and trigger workflow actions from the response.

Workflows can be triggered by:

- Live operational data from workflows (context for LLM nodes)
- Document + files  for AI processing
- Natural language user queries (from conversational interfaces)
- Primary Table + Cassandra data (for RAG context)
- Workflow payloads from upstream nodes

Workflow outputs can be:

- Structured extracted data for storage + downstream workflow steps
- Natural language insights surfaced in dashboard interfaces
- Policy-aware automated actions triggered by AI agent responses
- AI-generated reports, summaries + recommendations

![Tables With AI](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Screenshots/2026/Platform/Tables-With-AI.jpg)

KEY CAPABILITIES

## What Gen AI + AI Agents give you.

#### LLM connector nodes in workflows

Chain LLM connector nodes (OpenAI, Claude, Gemini, Cohere, Mistral, Llama, Copilot, IBM Granite) at any point in a workflow. Each node accepts dynamic inputs from upstream nodes - passing documents, structured data or operational context to the model and routing its output to downstream logic, storage, or interface nodes. Multiple AI nodes can operate in the same workflow.

#### Custom LLMs trained on your data

Build and deploy custom LLMs trained on your organisation's operational data, documents + historical records using Rayven's LLMOps capabilities. Custom models deliver insights and responses grounded in your specific context - not generic web knowledge. Train, update + redeploy as your data grows.

#### AI agents with governance + policy controls

Build AI agents that sit over your unified operational data and take configurable actions - raise work orders, generate compliance packs, route approvals + query systems on demand. Each agent runs with full governance controls: prompt management, memory limits, rate controls + policy-aware action constraints.

#### Conversational analytics interface

Embed conversational query interfaces into any dashboard or application interface. Users ask questions about live operational data in plain English and receive accurate, context-aware answers + insights. Interfaces are trained on your data - not a generic model - ensuring responses are relevant to your operations.

#### Retrieval-augmented generation (RAG)

Ground LLM responses in your actual operational data using RAG over Cassandra + MySQL. The model retrieves relevant context from your data layer before generating a response - improving accuracy, reducing hallucination risk + ensuring answers are based on current, governed information.

#### GenAI-driven workflow automation

Configure workflows where an LLM node evaluates incoming data, determines the appropriate action based on a configured prompt + policy set, and triggers the output automatically. AI decides what action to take - routing, escalation, approval, notification - without a hardcoded rule for every scenario.

HOW IT CONNECTS: EXPLAINER

## Where Gen AI + AI Agents fit in the Rayven Platform stack.

Gen AI + AI Agents sit in the Execution Layer as the generative intelligence stage of workflows - evaluating, interpreting + generating outputs based on operational data.

- Data from the Integration + Data Layers flows into LLM nodes as context or processing inputs.
- LLM node outputs pass to downstream logic nodes, output nodes, storage + presentation widgets.
- AI agent actions connect to all output capabilities - write to systems, trigger workflows, send alerts, control devices.
- The Presentation Layer embeds conversational interfaces into dashboards + custom applications.

All LLM interactions are governed by prompt controls, memory limits + audit logging within the platform.

Integration Layer ▾

[IT/OT Connectors](https://www.rayven.io/platform/integration/prebuilt-connectors) [API Endpoints](https://www.rayven.io/platform/integration/api-endpoints) [Streaming Data](https://www.rayven.io/platform/integration/streaming-data-connectors) [IoT Devices + Protocols](https://www.rayven.io/platform/integration/iot-devices-protocols) [Forms + Manual Input](https://www.rayven.io/platform/integration/forms-manual-input) [Custom Integrations](https://www.rayven.io/platform/integration/custom-integrations) [AI Connectors](https://www.rayven.io/platform/integration/ai-connectors) [File Uploads](https://www.rayven.io/platform/integration/file-uploads)

Data Layer ▾

[Real-Time Data Processing](https://www.rayven.io/platform/data/real-time-data-processing) [Calculation + Aggregation](https://www.rayven.io/platform/data/calculation-aggregation) [Unified Data Tables](https://www.rayven.io/platform/data/unified-data-tables) [File Parsing](https://www.rayven.io/platform/data/file-parsing) [AI Models + Training](https://www.rayven.io/platform/data/ai-models-training) [Data Storage](https://www.rayven.io/platform/data/sql-cassandra-storage) [Data Management](https://www.rayven.io/platform/data/data-management) [Data Transformation](https://www.rayven.io/platform/data/data-transformation)

Execution Layer ▾

[Gen AI + AI Agents](https://www.rayven.io/platform/execution/gen-ai-agents) [Control + Automation](https://www.rayven.io/platform/execution/control-automation) [Workflows + Triggers](https://www.rayven.io/platform/execution/workflows-triggers) [Approvals + Exceptions](https://www.rayven.io/platform/execution/approvals-exceptions) [Predictive AI / ML](https://www.rayven.io/platform/execution/predictive-ai-machine-learning) [Rayven MCP](https://www.rayven.io/platform/execution/rayven-mcp)

Presentation / UI Layer ▾

[Custom Form Builder](https://www.rayven.io/platform/presentation/custom-form-builder) [QR Code Generator](https://www.rayven.io/platform/presentation/qr-code-generator) [Screen Flows + Hierarchies](https://www.rayven.io/platform/presentation/screen-flows-hierarchies) [Dynamic Reports](https://www.rayven.io/platform/presentation/dynamic-reports) [Dashboards + Visualizations](https://www.rayven.io/platform/presentation/dashboards-visualizations) [HTML + JavaScript](https://www.rayven.io/platform/presentation/html-javascript) [Conversational Analytics](https://www.rayven.io/platform/presentation/conversational-analytics) [Widgets + UI Components](https://www.rayven.io/platform/presentation/widgets-ui-components) [Notifications + Alerts](https://www.rayven.io/platform/presentation/notifications-alerts)

Security, Governance + Hosting ▾

[Hosting + Management](https://www.rayven.io/platform/security/hosting-management) [Audit Trails + Logs](https://www.rayven.io/platform/security/audit-trails-logs) [Deployment + Architecture](https://www.rayven.io/platform/security/deployment-architecture) [Usage + Metrics](https://www.rayven.io/platform/security/usage-metrics) [Enterprise Security](https://www.rayven.io/platform/security/enterprise-security) [Users, Roles + Access](https://www.rayven.io/platform/security/users-roles-access) [White Labelling](https://www.rayven.io/platform/security/white-labelling) [Governance + Controls](https://www.rayven.io/platform/security/governance-controls)

Click any layer to explore what's included.

---

<https://www.rayven.io/platform/execution/gen-ai-agents#>

USE CASES

## How Gen AI + AI Agents get used.

#### AI-powered document processing pipeline for operations

Maintenance reports and inspection forms arrive as PDFs in an SFTP folder. A Rayven workflow passes each document to a Claude node with a structured extraction prompt. Extracted fields - asset ID, fault description, severity classification - write to a Secondary Table. If severity is critical, the workflow triggers a work order + sends an alert. Fully automated from document arrival to action.

![Workflow-Chain-Preferred WebP](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Screenshots/2025/Workspace/Workflow-Chain-Preferred%20WebP.webp?width=240&height=139&name=Workflow-Chain-Preferred%20WebP.webp "Workflow-Chain-Preferred WebP")

#### Conversational analytics for a real-time operations dashboard

An operations team embeds a conversational interface into their Rayven dashboard. The interface is trained on live asset performance data, maintenance history + KPI targets. Operators ask questions in plain English - 'Which assets are at risk this week?' - and receive accurate, context-specific answers grounded in current operational data.

![Conversational-Analytics-Solution-WebP](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Screenshots/2025/Solutions/Conversational-Analytics-Solution-WebP.webp?width=240&height=139&name=Conversational-Analytics-Solution-WebP.webp "Conversational-Analytics-Solution-WebP")

#### Partner delivering a governed AI agent as a client-facing product

An MSP builds a policy-aware AI agent for a facilities management client. The agent sits over the client's maintenance + compliance data. It can answer queries, raise work orders + generate compliance summaries on demand - operating within configured policy limits and audit logging every action. Delivered as the partner's own AI product.

![GenAI-Solution-500](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Screenshots/2025/Solutions/GenAI-Solution-500.png?width=240&height=139&name=GenAI-Solution-500.png "GenAI-Solution-500")

## Rayven Gen AI + AI Agents FAQs:

### Which LLM providers does Rayven support as workflow nodes?

OpenAI (GPT-4 and GPT-4o), Anthropic Claude, Google Gemini, Cohere, Mistral, Meta Llama, Microsoft Copilot and IBM Granite. Each is a configurable workflow node - no custom API code required. See [AI Connectors](https://www.rayven.io/platform/integration/ai-connectors).

### Can I send operational data from Rayven directly to an LLM?

Yes. Any data available in the workflow - sensor readings, database records, form submissions, file content - can be structured as a prompt and sent to any connected LLM node. The response feeds downstream workflow nodes. See [Real-time Data Processing](https://www.rayven.io/platform/data/real-time-data-processing).

### Can LLMs generate reports from Rayven data automatically?

Yes. A scheduled workflow can pull aggregated data, format it into a structured prompt, send it to an LLM for narrative generation, and output a formatted report to email, a dashboard or an external system. See [Calculation + Aggregation](https://www.rayven.io/platform/data/calculation-aggregation).

### What is an AI agent in the Rayven context?

An AI agent in Rayven is a multi-step workflow where an LLM makes decisions, calls tools (API nodes, data reads, output actions) and iterates based on results - all within the workflow builder. No external agent framework is required. Explore all [Execution Layer](https://www.rayven.io/platform/execution) capabilities.

### Can a Gen AI workflow trigger a physical action?

Yes. An LLM output feeds into a Conditional Filter or directly into output nodes - SMS alert, MQTT publish, API call, database write. The same pipeline that handles rule-based automation also handles AI-driven decisions. See [Control + Automation](https://www.rayven.io/platform/execution/control-automation).

### How are prompts managed and versioned?

Prompt templates are configured within the LLM workflow node. Changes are managed in the workflow builder with version control. Prompts can include dynamic data injected at runtime from upstream workflow nodes. Explore [Workflows + Triggers](https://www.rayven.io/platform/execution/workflows-triggers).

### Can Rayven combine a custom ML model with an LLM in the same workflow?

Yes. A Python ML model node can score structured data first; the LLM node then generates a natural language explanation, recommendation or action plan based on the score. See [Predictive AI / Machine Learning](https://www.rayven.io/platform/execution/predictive-ai-machine-learning).

### Can LLM outputs be stored and queried later?

Yes. LLM output text can be written to a Secondary Table, a Cassandra record or returned via an API endpoint. Historical LLM outputs are queryable like any other stored data. See [Unified Data Tables](https://www.rayven.io/platform/data/unified-data-tables).

### Is RAG (Retrieval Augmented Generation) supported?

Yes. Rayven data stored in Primary and Secondary Tables can be retrieved by UID within the workflow and injected into the LLM prompt as context. This provides grounded, entity-specific generation without a separate vector database. See [Data Management](https://www.rayven.io/platform/data/data-management).

### Can a Gen AI workflow include an approval step before acting?

Yes. An LLM can generate a proposed action; the workflow pauses for human review via the Approvals module before executing. This keeps humans in the loop on AI-generated decisions in high-stakes processes. See [Approvals + Exceptions](https://www.rayven.io/platform/execution/approvals-exceptions).

## Also in the Execution Layer:

### [Control + Automation Write control commands to connected devices, systems + machinery - closing the automation loop from data to action.](https://www.rayven.io/platform/execution/control-automation)

### [Predictive AI / Machine Learning Deploy Python ML models as workflow nodes - scoring live data and triggering threshold-based actions in real-time.](https://www.rayven.io/platform/execution/predictive-ai-machine-learning)

### [Workflows + Triggers Schedule, event, threshold + API triggers that initiate any workflow automatically or on demand across the platform.](https://www.rayven.io/platform/execution/workflows-triggers)

### [Approvals + Exceptions Build human-in-the-loop approval steps, exception routing + escalation logic into any workflow chain.](https://www.rayven.io/platform/execution/approvals-exceptions)

### [Rayven MCP Give AI assistants like Claude, ChatGPT + Gemini governed, real-time access to your contextualised operational data via the Model Context Protocol.](https://www.rayven.io/platform/execution/rayven-mcp)

## Ready to automate?

Show us the process you want to automate and we will walk you through how Rayven handles it - from trigger to action.

Join the Shift

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

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    "acceptedAnswer" : {
      "@type" : "Answer",
      "text" : "Yes. A Python ML model node can score structured data; the LLM then generates a natural language explanation or recommendation based on the score. See https://www.rayven.io/platform/execution/predictive-ai-machine-learning."
    },
    "name" : "Can Rayven combine a custom ML model with an LLM in the same workflow?"
  }, {
    "@type" : "Question",
    "acceptedAnswer" : {
      "@type" : "Answer",
      "text" : "Yes. LLM output text can be written to a Secondary Table, a Cassandra record or returned via an API endpoint. Historical LLM outputs are queryable like any other stored data. See https://www.rayven.io/platform/data/unified-data-tables."
    },
    "name" : "Can LLM outputs be stored and queried later?"
  }, {
    "@type" : "Question",
    "acceptedAnswer" : {
      "@type" : "Answer",
      "text" : "Yes. Rayven data stored in Primary and Secondary Tables can be retrieved by UID within the workflow and injected into the LLM prompt as context - providing grounded, entity-specific generation without a separate vector database. See https://www.rayven.io/platform/data/data-management."
    },
    "name" : "Is RAG (Retrieval Augmented Generation) supported?"
  }, {
    "@type" : "Question",
    "acceptedAnswer" : {
      "@type" : "Answer",
      "text" : "Yes. An LLM can generate a proposed action; the workflow pauses for human review via the Approvals module before executing. This keeps humans in the loop on AI-generated decisions. See https://www.rayven.io/platform/execution/approvals-exceptions."
    },
    "name" : "Can a Gen AI workflow include an approval step before acting?"
  } ]
}
```