---
title: Users, Roles + Access | Security, Governance + Hosting | Rayven Platform
description: Role-based access control, SSO, MFA + Label-based data scoping. Configure who can access what across every layer of the platform - without separate tools or databases.
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=AVxigLKdWUv1yxiGpivFnMu0ITRksOCihBEye5CpLddB%2BOHpvFmSvkLNCpaJT25Wlnyhd81dGn8IjzuzR%2FQk%2F40PAajjCFA7V6V7lZsgMrBPjy7j2dnSdpPuW3jMc4YDVWWWLhZvvg%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=AVxigLKdWUv1yxiGpivFnMu0ITRksOCihBEye5CpLddB%2BOHpvFmSvkLNCpaJT25Wlnyhd81dGn8IjzuzR%2FQk%2F40PAajjCFA7V6V7lZsgMrBPjy7j2dnSdpPuW3jMc4YDVWWWLhZvvg%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=AVxigLJJ9ZX0Gc4W184gvbTxQhemDdcrdHE18l2DawgBBL7ldyv5Obm1LesR7bViM2p5AHvTknltkyMov8xfX7pxS9p%2F8fKdzmLX%2B7p7GiPbMSZLvERLdUP%2BXctO%2BlrZIoJrccb4zcK3ckyxJHP%2B9R4zZx7fPDaYidoH9d69axkavYMOVMedj7m%2FHYC7Hpcbn9ennb0thL3hbAHlDqIFlQpi%2Bg%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=AVxigLJA4gCY8Ia2EWYWmUGivxGAeIOazmFabd4BnZEIfN%2FDNERa9OMUiN8S9VKjPfPUGG3u3wsOhScLIXQNF%2Fbp6iGNbiOVFrcLmGWCul1vdG8gUCzfO9mOv4rhEW07J4C98pPInDaRL3tjy51DlUoxQsS6fZyF7UO6unb0UVeFWRuaHrzBQbD90PFKnmOM0N%2BlJio%2FBunOcQLC%2Bg%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=AVxigLL9%2FomkZ4ZqKSE7lV5Oql9lVEi%2Bt5t9TK1tKTtPBOyB93umrR3PK%2BqzJqcvo4KB4HQTUQkfl%2F1%2BSe6iy6W%2FmVk%2Bt7Klwx7%2FHUiPuEmEATLUUMXDb9d0cdCdF5K4c2FcnSkYnR1YiAUitRyxhrny9knQlC8cPLT5YFPwbtJHZAJc%2BvJh5u%2BBZKfKxWwYc8r4gir5xeY%2FC4Q9Ew%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=AVxigLLMiy7ummi5%2BB4MW%2FT7Yv8%2B9FYahTWJuAuyaWCN3CXuHmO4thdXuCNoY6gjZvvMoqZRn6hV8RSXTpgUZ2N%2FZ22X%2FFP8xvIBUGBff2lseVaywrLmxGYkX2Ya9knMQGf1S9HhehmmIHldJllpRwniH9RG8VxTiwFwWonXCQqpSmJQUoeVTooxepCT8LSxQbFctW7TjKDlP0GKmFla%2FFNqBro%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=AVxigLLTworq1BeSdBHs16TouKAe4Rsx85SUe9P6aREKOeN%2FmnrXXekT43zW%2F2y2FuAqretglAB8A7VxRDj5iU8bTnRoIvZ0Bx9R%2BfCWoNjsBBlbMuOMdfEHva4hpgI3Q3U69DlHIqAvsPP8na3bNz85ixjHetW67XpJZqRKaOnQOgsURC7OjcD5Vat%2Bhsjx1eL5RO2EaWKiHBJH4VlAAwY%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=AVxigLJyUVKzuY8ej%2FEELCa6e49bM7V0%2FCYOQtkE%2F8zEbxtzCJRrJ9I4sHwblcMgDW5qOPvapY2rtbGE8rRDIRKctwFQCh%2Ftb0Gz%2F6BSE9E7dVRUpk1MPMH8I2fws%2BVvUAox0J0pghfxUvqGe7%2FXXMotNfGHdMgxikSEIgGg2jqV6dIgkTWigaNBW3BImmPhxIJkXJGp0T0Qy4QVURsKXpJb2AP1FQ%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=AVxigLL3f%2FqqUn%2BZk3OuEslbWXaj9fQWqWjy93nUxgg37zFiJA9gf2gxY3%2FCA40eAD%2F0ZVnUby9TQ5IJxPAi5BEqyahgfqBjnpuqCt3jMsE6JkzrHH7NZhBrdU0IZ5lpgD7tn3lJcz7nu%2BSAYfGKYq%2Fx1FsoBxEiWr1%2BArdTNuWm42YFU%2BI698Q8Nh%2B6b3gWm%2FF9q2wC0gemzFkqQFQSQPTVryw4av4%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=AVxigLLdu5k7ANZDSJGd%2F8pib7hufLireXkgpescjumSfGMImIAyZOTVInJKx5UjGmHDI7Pr%2BscrJMgxldJGQgRBK6OW1OTOUelHjf6%2BCZY6hLnZ53hxzTKAHid1JqPloSOn4lVWR522L26HFiYGRr9Xov%2BJmtP5PkcQsevLVXDa18jH5re%2B5b%2B080awgWdk8snzVQvQ7PSpB%2FsFnuzPVAmiJhw%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=AVxigLJS4bV6lAhsTd3xG%2FalJGw9RvTCCRwXg64wpwIXS2RveapuPLt9lUJ8gZRwFpUCCpyjh2f9IEuNNRUZC2yyhWwnXwTpm%2FL7M2j5sBgifIwLoRIhs6s0HuHGYkjZ8M9CWLYy4j912BA0thSw3M08AEuRvghoFKYz4%2F1B4weCmLAgC10NldCvfLu%2FwcmZTcf01m1aLD6coX9SqDhhPM73Qw%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=AVxigLL%2FcsoM%2F4r82mqcvNLfosb7gxHNTuWibemBd%2FuW1DuYtbA7AnyEVhQ%2BZ1VcCZBhYGVJdgA34XmcaUk%2FnchZ2L1B%2BI28TbTVcknxcIyz%2Fz89R%2FiH9hS%2BDzyfAIYpHvM5Pe4mxfP2R7x%2FEo2QwM9YRKOxCrYaepzJtXtMna3UBDwngygEFFindFXgJtWqdsnpHm5eH8FOm807b%2F6kbk8La0AMbLJssz1EgZYYbBBTHylaYg%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=AVxigLKer1%2F4ecnObj7Fb8XjSSIK14JOUtzhDy6VIzCcqXn8otLcmTdZ1h3Oopr9kxd3mPIFy68l4okvcraXcoYJeDzK26xznlqQU5jcDK%2F%2BUFncZMzX%2FBTnNqwe9NALSJs%2FYKyuHGme0O74L1WJL9MhoW5NXhQO%2BMFN2wv1LwKZ5OEKpr57%2Fv24y%2BTUcgTvxmfHdNuVQH%2B8268ZnZkuOrt44es2&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=AVxigLKhnaGzJNqpnz%2BLyWTIBJRaNqHDtxlGyADHeu%2BzLW9du%2FTWE%2BunO04P6hlqDtXzftKDqkjr%2BAaOr33GNjtt2t%2FT2OI1KjDuuFnogAyEmJm2b0xHqecYNs5pKFd6y24l3uSCurpiezN0SMUT3f3a6tddx9Yiy51Z7HFN4sds0qLP3JFo3zYrtcpNHO2sfQVTbZEG%2BFlpepZLIpCo2OvK%2FjJGGg%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=AVxigLL5cpRUlO6uFJevVRhKSEKI4AhZf7Do2wA4HKpJlwMg6vvUvwY7OI54y9ktPn0%2FrfX0VN3UgH%2Byy%2FEh3QGDMmJnbdWXa4Nc0WLGFxi92ifDRe2oazApRs3T77o95wUE0thl3CFmi9Q%2Bd0%2Bq%2BC7qTZm02%2BRbyOofMAYnSaEr83IL%2BS09SS2%2FC5JpOXrs1KPf%2BbQQiMWPhxz4n%2FmQmbtKduzPBAvOLrY%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=AVxigLJ8EyN0s4o7LtzrUQo3Zt%2FkN9GkoM8maM1sp7oyAUHx8cH5tiOc9aZDcLQj8OQrvNASJboJ8wyE2nHlHdACXyslhjWaHVSyYZNUlsPP4b7MY%2Bv7Nth4HfqzphCwax4t2KGLnTAgruIwcyfQEvjmt2G4NbYVEEV1U%2FRwZZ7QvlIgy2NQ7CU4Q6qv5eSLNIa3Ef%2Flg%2FwTn5TA5qsPPIAk6X0%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=AVxigLK%2B6Dh8qtebND068YkloQhgKpO2JagvIbFilp3vgpjlhpXb6iwHuuUfx8y5mVWruOaO%2BCUwCF2x5Ftyfi30EPClpOKi%2BuNrhOfe2e%2FEg31nYTwtll%2B%2FdEAForHx982uGQdTBtrSzfY8Gtzxkpb4Uoa1D4OnsDmPNbIkkyb0jsHZMG%2B12Am7eFEo1LuAPCFBougsxjsDVH1mkVg%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=AVxigLJTZAWwVqVxSaXTE6OujCws%2FQXJCZBkr2ko698zwqvDvi1lqGISkPKIKZCf2g3m6GgJWQTkU%2F6NPxSxSm%2F%2F76hApD0jU2G4%2FisTts84FayemYxSpI69ANaUYkpU0lifGh%2Fuo9hJ8eq0OXgl5idgFckj5GVQvF7464%2B83XPp7nrmNNSiPtLNCBKj%2BTLFM7y4ZTha6g%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=AVxigLI6McAYbqcYRbL%2Fw99iC28Z4NZFepPoIQpWVdRLbDhrEOegP6JqXnCvCYx7%2BUspKeFzgyvHJHguAU8EmZhm2M0Al6OE1dk8HgczKBNmWIx4ReRVHuNLhPL6SSWWLyn4jSMI%2FcoCuoc23FBWdQ%2FcWB9LJTxVyPoyyw5nHPpWQxt1dL0F%2FxKiTeg1sYyEK6ulKGEc&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=AVxigLLCV9eyL8B9iOr59P1bjRsGNMkjIYOKwhN1uQ2n8LSzNlNauk0CesVwELB5A%2BsiyuXAFO63RAkFaB5SinZnBbtc0mM48XGoUJzxSYiQh2wjWG2e5EMkdhPN5Zr6v5HuvfHJl0INLKBPS8x6SpBM0U%2Bzehj2VlKno7FfHWMXFczoP70pWub5VAmXaU0se7wuPv2JIrpIrdT8HQ%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=AVxigLIUe3HFsSP%2BS4rrLGbMtTtkxzLAyeLoMH4AsQLfiQ5SWE6FoM5ra6PVvuv%2FBgrwKisMHDtXGN0vlJ7SpanmUZ5bVyCMiLYpvP5dGCN8D6wCZuRonxF6LphQjyMAgkX2XIRnZ3FOTe816CYREGM4NAiVqIWeS9IpYHevGilGepeWyqTGcJQ7nyO0SyuaeajE%2B7W1ynkKbQ4adGQ7nL5BPcUJWHe8vLo%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=AVxigLLWj%2Bpb%2BiSkdYgCdzXQ2iksRxf6yN6Kwhk5skxboyYKgL7ePYuYRUN7DZjyi%2B6vVgvNj%2BGQ%2Fz9WsWhRwMcXFkMHn0U1bY2JvmIboRcYqFL9dNE5%2Fk6iVW4kYGaC5Dh9FsW79e8Wz2MKkcHijMHYebm9PXaLNQJ2JAkaVE4j7gumuakAa4yyB9Q4ZDubRxrqmfKWgP%2FMkJE208F0tGCz2PayXjgyRiD%2BCTc%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=AVxigLKSEJvA9k%2F%2Fm68%2FTrkCUSn0an2A0Yc5qpA%2FRf%2BjCRk5tkB%2FfqbORraKxFptH2jd3ylRCnmaWGWI9hbb2ldTUehLt%2BISY35b8HKL7UGacTjVVSIwTqLJE9UPggF5jY3iqyCTamvqU7hp4gWjLtojISAK0e%2BaRaNjyVmDObLTXUbJx2Tiba%2BdaQI0Gc1drjgiVs2aJXqwjgodFp6WK74kqm%2FqnoXjt%2Fk%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=AVxigLLCV9eyL8B9iOr59P1bjRsGNMkjIYOKwhN1uQ2n8LSzNlNauk0CesVwELB5A%2BsiyuXAFO63RAkFaB5SinZnBbtc0mM48XGoUJzxSYiQh2wjWG2e5EMkdhPN5Zr6v5HuvfHJl0INLKBPS8x6SpBM0U%2Bzehj2VlKno7FfHWMXFczoP70pWub5VAmXaU0se7wuPv2JIrpIrdT8HQ%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=AVxigLLYLhHryeEgfd%2B8qATJ5H0oJeLDnkboFFa%2BV3VjtUHCyNP70qrdX3Ufli4uJUNYHLOTIwGrjm1hZ27bPSQNSWlCQlXfFjhpsHYdJ6Cq62QxpomMdiGhwwXq2S4Xqvsdxw1sGTYWcqs0Hwd2fdBAKijU%2FEeLRq8GHSCj6QCjAYHrK21g2ph5E%2B%2F937ISZzbZzKLgYokBZqFYs8Dl3yA%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=AVxigLKHwpJ8nFGPzLCJDVgx7txP%2BqDwqFC3mF76yv8EEtBlWUreorjaLRRLtOxRAzGVoSjUXCsudVy%2BDJytosM4Zb9DfScr%2B20T%2BG91EpSD%2Fz7aKJLWxzT1L32nW5pI41hSJWcXBT74GUN0jJEfmnNUKToLV3vsAHdzXyzIlqw7%2FWmrxw%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=AVxigLLaZgvyd5MqZa%2FHSf5ChwE4kLF9w7yGH4IHOzNtB22Vo7BEeNBscQRHogO4PnnsNYOX0TUSdoSERM8SjGbkvOgA6nGJyqpfX%2F65BPjd%2FOV5INA2StdNE55OaatfblJxCnejTECCoKAp8rq5CK2jKmCr2LTIhL1cifVoihwyWODsVLbbzzFJze8xWW4jZQ%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=AVxigLLB%2FSHL%2B2UPe3z3IJ8i%2Fc86skNDFjh1v90b721bbQdd0dn5GeT%2Bgc%2Bdx5P3pGVBqI%2FfpjTHKZfBCY0Zar4EVHyPZy8xDtZF%2FbC4ZWAf6jnSU6kpAUe5dHRL4dUNKMho2PpVdW7Hns1lm2N5KTzDCdG8tVSvHeG%2FWLlev86R&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=AVxigLJGMasUWTs1wHr1pqU9dwDDqxETlOHdYETFFNuDYjyXrf%2FETm9TNwOXX77SKbGerBcGsoCMrvgn3KxRrusV0Oh2IcRT9tRTUJtzP1ZhFrwynKrA6NOcMUY8JFwRnNTPm1ZfTzh%2FTq6Rc4%2BSYXfm%2BGt0OZGcVWQ1barS8K7w3IM8os6W3R4g%2FDnaUg%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=AVxigLIbEufuLX18SvgOZ8hpi%2BgnkY4mPEn9Szek9u7h1s8Z39hV2%2BYhzlnNwzUNKV19BwWH6Yp2aLgRWPIScbYuuEOrNFzs9%2BgvvkcYSHbMBh97REdb3dCaA1weFK5LS0EnLSP4rLBMy6W6wLjNY1YDVNoVpFFSbsj%2F2g1OV56h5hP4eoTJ%2FLKYHcKL9PtHL6RYI0fm%2F0llCg%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=AVxigLKjH8xIiB25JwDkY39n0lLreKj54%2BLT%2BbQ2gMln5uItWjBsLn%2FDoQIUTZgqOqMzEK9legu%2FzdkYR6QD2I4V9%2FJX1Vlr%2F49e5Cy3G%2FMGtjkPDp3uSSbrTkXtGpZZ6TV1uvykp52995naGZF6yoaglakrhhh4FZsY3HFnKPbn9p9aSoPHwk71arKpxQ%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=AVxigLIPKZZLeWO1RXmT5oHSO0hRmzXowt5BGUnTABVCpVWKi0BlsJCbLnx50UQ2PBxAs5RuyILezBxFhUcUdcEVZQdV%2FRMsqozW8MYGPFNHTGvg78PXORB7yAXNsuicQE8WofbDGeVFq9GdGDqJ8Opxu3hfMCaZdnwMSbtQDXIa7dFn&webInteractiveContentId=185823046841&portalId=8302174)

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Overview

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

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

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

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

We Partner With

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

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

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

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

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

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

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

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

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

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Library

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

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

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

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

Our Company

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

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

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

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

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[![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=AVxigLKdWUv1yxiGpivFnMu0ITRksOCihBEye5CpLddB%2BOHpvFmSvkLNCpaJT25Wlnyhd81dGn8IjzuzR%2FQk%2F40PAajjCFA7V6V7lZsgMrBPjy7j2dnSdpPuW3jMc4YDVWWWLhZvvg%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=AVxigLKdWUv1yxiGpivFnMu0ITRksOCihBEye5CpLddB%2BOHpvFmSvkLNCpaJT25Wlnyhd81dGn8IjzuzR%2FQk%2F40PAajjCFA7V6V7lZsgMrBPjy7j2dnSdpPuW3jMc4YDVWWWLhZvvg%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=AVxigLJJ9ZX0Gc4W184gvbTxQhemDdcrdHE18l2DawgBBL7ldyv5Obm1LesR7bViM2p5AHvTknltkyMov8xfX7pxS9p%2F8fKdzmLX%2B7p7GiPbMSZLvERLdUP%2BXctO%2BlrZIoJrccb4zcK3ckyxJHP%2B9R4zZx7fPDaYidoH9d69axkavYMOVMedj7m%2FHYC7Hpcbn9ennb0thL3hbAHlDqIFlQpi%2Bg%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=AVxigLJA4gCY8Ia2EWYWmUGivxGAeIOazmFabd4BnZEIfN%2FDNERa9OMUiN8S9VKjPfPUGG3u3wsOhScLIXQNF%2Fbp6iGNbiOVFrcLmGWCul1vdG8gUCzfO9mOv4rhEW07J4C98pPInDaRL3tjy51DlUoxQsS6fZyF7UO6unb0UVeFWRuaHrzBQbD90PFKnmOM0N%2BlJio%2FBunOcQLC%2Bg%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=AVxigLL9%2FomkZ4ZqKSE7lV5Oql9lVEi%2Bt5t9TK1tKTtPBOyB93umrR3PK%2BqzJqcvo4KB4HQTUQkfl%2F1%2BSe6iy6W%2FmVk%2Bt7Klwx7%2FHUiPuEmEATLUUMXDb9d0cdCdF5K4c2FcnSkYnR1YiAUitRyxhrny9knQlC8cPLT5YFPwbtJHZAJc%2BvJh5u%2BBZKfKxWwYc8r4gir5xeY%2FC4Q9Ew%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=AVxigLLMiy7ummi5%2BB4MW%2FT7Yv8%2B9FYahTWJuAuyaWCN3CXuHmO4thdXuCNoY6gjZvvMoqZRn6hV8RSXTpgUZ2N%2FZ22X%2FFP8xvIBUGBff2lseVaywrLmxGYkX2Ya9knMQGf1S9HhehmmIHldJllpRwniH9RG8VxTiwFwWonXCQqpSmJQUoeVTooxepCT8LSxQbFctW7TjKDlP0GKmFla%2FFNqBro%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=AVxigLLTworq1BeSdBHs16TouKAe4Rsx85SUe9P6aREKOeN%2FmnrXXekT43zW%2F2y2FuAqretglAB8A7VxRDj5iU8bTnRoIvZ0Bx9R%2BfCWoNjsBBlbMuOMdfEHva4hpgI3Q3U69DlHIqAvsPP8na3bNz85ixjHetW67XpJZqRKaOnQOgsURC7OjcD5Vat%2Bhsjx1eL5RO2EaWKiHBJH4VlAAwY%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=AVxigLJyUVKzuY8ej%2FEELCa6e49bM7V0%2FCYOQtkE%2F8zEbxtzCJRrJ9I4sHwblcMgDW5qOPvapY2rtbGE8rRDIRKctwFQCh%2Ftb0Gz%2F6BSE9E7dVRUpk1MPMH8I2fws%2BVvUAox0J0pghfxUvqGe7%2FXXMotNfGHdMgxikSEIgGg2jqV6dIgkTWigaNBW3BImmPhxIJkXJGp0T0Qy4QVURsKXpJb2AP1FQ%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=AVxigLL3f%2FqqUn%2BZk3OuEslbWXaj9fQWqWjy93nUxgg37zFiJA9gf2gxY3%2FCA40eAD%2F0ZVnUby9TQ5IJxPAi5BEqyahgfqBjnpuqCt3jMsE6JkzrHH7NZhBrdU0IZ5lpgD7tn3lJcz7nu%2BSAYfGKYq%2Fx1FsoBxEiWr1%2BArdTNuWm42YFU%2BI698Q8Nh%2B6b3gWm%2FF9q2wC0gemzFkqQFQSQPTVryw4av4%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=AVxigLLdu5k7ANZDSJGd%2F8pib7hufLireXkgpescjumSfGMImIAyZOTVInJKx5UjGmHDI7Pr%2BscrJMgxldJGQgRBK6OW1OTOUelHjf6%2BCZY6hLnZ53hxzTKAHid1JqPloSOn4lVWR522L26HFiYGRr9Xov%2BJmtP5PkcQsevLVXDa18jH5re%2B5b%2B080awgWdk8snzVQvQ7PSpB%2FsFnuzPVAmiJhw%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=AVxigLJS4bV6lAhsTd3xG%2FalJGw9RvTCCRwXg64wpwIXS2RveapuPLt9lUJ8gZRwFpUCCpyjh2f9IEuNNRUZC2yyhWwnXwTpm%2FL7M2j5sBgifIwLoRIhs6s0HuHGYkjZ8M9CWLYy4j912BA0thSw3M08AEuRvghoFKYz4%2F1B4weCmLAgC10NldCvfLu%2FwcmZTcf01m1aLD6coX9SqDhhPM73Qw%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=AVxigLL%2FcsoM%2F4r82mqcvNLfosb7gxHNTuWibemBd%2FuW1DuYtbA7AnyEVhQ%2BZ1VcCZBhYGVJdgA34XmcaUk%2FnchZ2L1B%2BI28TbTVcknxcIyz%2Fz89R%2FiH9hS%2BDzyfAIYpHvM5Pe4mxfP2R7x%2FEo2QwM9YRKOxCrYaepzJtXtMna3UBDwngygEFFindFXgJtWqdsnpHm5eH8FOm807b%2F6kbk8La0AMbLJssz1EgZYYbBBTHylaYg%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=AVxigLKer1%2F4ecnObj7Fb8XjSSIK14JOUtzhDy6VIzCcqXn8otLcmTdZ1h3Oopr9kxd3mPIFy68l4okvcraXcoYJeDzK26xznlqQU5jcDK%2F%2BUFncZMzX%2FBTnNqwe9NALSJs%2FYKyuHGme0O74L1WJL9MhoW5NXhQO%2BMFN2wv1LwKZ5OEKpr57%2Fv24y%2BTUcgTvxmfHdNuVQH%2B8268ZnZkuOrt44es2&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=AVxigLKhnaGzJNqpnz%2BLyWTIBJRaNqHDtxlGyADHeu%2BzLW9du%2FTWE%2BunO04P6hlqDtXzftKDqkjr%2BAaOr33GNjtt2t%2FT2OI1KjDuuFnogAyEmJm2b0xHqecYNs5pKFd6y24l3uSCurpiezN0SMUT3f3a6tddx9Yiy51Z7HFN4sds0qLP3JFo3zYrtcpNHO2sfQVTbZEG%2BFlpepZLIpCo2OvK%2FjJGGg%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=AVxigLL5cpRUlO6uFJevVRhKSEKI4AhZf7Do2wA4HKpJlwMg6vvUvwY7OI54y9ktPn0%2FrfX0VN3UgH%2Byy%2FEh3QGDMmJnbdWXa4Nc0WLGFxi92ifDRe2oazApRs3T77o95wUE0thl3CFmi9Q%2Bd0%2Bq%2BC7qTZm02%2BRbyOofMAYnSaEr83IL%2BS09SS2%2FC5JpOXrs1KPf%2BbQQiMWPhxz4n%2FmQmbtKduzPBAvOLrY%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=AVxigLJ8EyN0s4o7LtzrUQo3Zt%2FkN9GkoM8maM1sp7oyAUHx8cH5tiOc9aZDcLQj8OQrvNASJboJ8wyE2nHlHdACXyslhjWaHVSyYZNUlsPP4b7MY%2Bv7Nth4HfqzphCwax4t2KGLnTAgruIwcyfQEvjmt2G4NbYVEEV1U%2FRwZZ7QvlIgy2NQ7CU4Q6qv5eSLNIa3Ef%2Flg%2FwTn5TA5qsPPIAk6X0%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=AVxigLK%2B6Dh8qtebND068YkloQhgKpO2JagvIbFilp3vgpjlhpXb6iwHuuUfx8y5mVWruOaO%2BCUwCF2x5Ftyfi30EPClpOKi%2BuNrhOfe2e%2FEg31nYTwtll%2B%2FdEAForHx982uGQdTBtrSzfY8Gtzxkpb4Uoa1D4OnsDmPNbIkkyb0jsHZMG%2B12Am7eFEo1LuAPCFBougsxjsDVH1mkVg%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=AVxigLJTZAWwVqVxSaXTE6OujCws%2FQXJCZBkr2ko698zwqvDvi1lqGISkPKIKZCf2g3m6GgJWQTkU%2F6NPxSxSm%2F%2F76hApD0jU2G4%2FisTts84FayemYxSpI69ANaUYkpU0lifGh%2Fuo9hJ8eq0OXgl5idgFckj5GVQvF7464%2B83XPp7nrmNNSiPtLNCBKj%2BTLFM7y4ZTha6g%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=AVxigLI6McAYbqcYRbL%2Fw99iC28Z4NZFepPoIQpWVdRLbDhrEOegP6JqXnCvCYx7%2BUspKeFzgyvHJHguAU8EmZhm2M0Al6OE1dk8HgczKBNmWIx4ReRVHuNLhPL6SSWWLyn4jSMI%2FcoCuoc23FBWdQ%2FcWB9LJTxVyPoyyw5nHPpWQxt1dL0F%2FxKiTeg1sYyEK6ulKGEc&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=AVxigLLCV9eyL8B9iOr59P1bjRsGNMkjIYOKwhN1uQ2n8LSzNlNauk0CesVwELB5A%2BsiyuXAFO63RAkFaB5SinZnBbtc0mM48XGoUJzxSYiQh2wjWG2e5EMkdhPN5Zr6v5HuvfHJl0INLKBPS8x6SpBM0U%2Bzehj2VlKno7FfHWMXFczoP70pWub5VAmXaU0se7wuPv2JIrpIrdT8HQ%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=AVxigLIUe3HFsSP%2BS4rrLGbMtTtkxzLAyeLoMH4AsQLfiQ5SWE6FoM5ra6PVvuv%2FBgrwKisMHDtXGN0vlJ7SpanmUZ5bVyCMiLYpvP5dGCN8D6wCZuRonxF6LphQjyMAgkX2XIRnZ3FOTe816CYREGM4NAiVqIWeS9IpYHevGilGepeWyqTGcJQ7nyO0SyuaeajE%2B7W1ynkKbQ4adGQ7nL5BPcUJWHe8vLo%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=AVxigLLWj%2Bpb%2BiSkdYgCdzXQ2iksRxf6yN6Kwhk5skxboyYKgL7ePYuYRUN7DZjyi%2B6vVgvNj%2BGQ%2Fz9WsWhRwMcXFkMHn0U1bY2JvmIboRcYqFL9dNE5%2Fk6iVW4kYGaC5Dh9FsW79e8Wz2MKkcHijMHYebm9PXaLNQJ2JAkaVE4j7gumuakAa4yyB9Q4ZDubRxrqmfKWgP%2FMkJE208F0tGCz2PayXjgyRiD%2BCTc%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=AVxigLKSEJvA9k%2F%2Fm68%2FTrkCUSn0an2A0Yc5qpA%2FRf%2BjCRk5tkB%2FfqbORraKxFptH2jd3ylRCnmaWGWI9hbb2ldTUehLt%2BISY35b8HKL7UGacTjVVSIwTqLJE9UPggF5jY3iqyCTamvqU7hp4gWjLtojISAK0e%2BaRaNjyVmDObLTXUbJx2Tiba%2BdaQI0Gc1drjgiVs2aJXqwjgodFp6WK74kqm%2FqnoXjt%2Fk%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=AVxigLLCV9eyL8B9iOr59P1bjRsGNMkjIYOKwhN1uQ2n8LSzNlNauk0CesVwELB5A%2BsiyuXAFO63RAkFaB5SinZnBbtc0mM48XGoUJzxSYiQh2wjWG2e5EMkdhPN5Zr6v5HuvfHJl0INLKBPS8x6SpBM0U%2Bzehj2VlKno7FfHWMXFczoP70pWub5VAmXaU0se7wuPv2JIrpIrdT8HQ%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=AVxigLLYLhHryeEgfd%2B8qATJ5H0oJeLDnkboFFa%2BV3VjtUHCyNP70qrdX3Ufli4uJUNYHLOTIwGrjm1hZ27bPSQNSWlCQlXfFjhpsHYdJ6Cq62QxpomMdiGhwwXq2S4Xqvsdxw1sGTYWcqs0Hwd2fdBAKijU%2FEeLRq8GHSCj6QCjAYHrK21g2ph5E%2B%2F937ISZzbZzKLgYokBZqFYs8Dl3yA%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=AVxigLKHwpJ8nFGPzLCJDVgx7txP%2BqDwqFC3mF76yv8EEtBlWUreorjaLRRLtOxRAzGVoSjUXCsudVy%2BDJytosM4Zb9DfScr%2B20T%2BG91EpSD%2Fz7aKJLWxzT1L32nW5pI41hSJWcXBT74GUN0jJEfmnNUKToLV3vsAHdzXyzIlqw7%2FWmrxw%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=AVxigLLaZgvyd5MqZa%2FHSf5ChwE4kLF9w7yGH4IHOzNtB22Vo7BEeNBscQRHogO4PnnsNYOX0TUSdoSERM8SjGbkvOgA6nGJyqpfX%2F65BPjd%2FOV5INA2StdNE55OaatfblJxCnejTECCoKAp8rq5CK2jKmCr2LTIhL1cifVoihwyWODsVLbbzzFJze8xWW4jZQ%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=AVxigLLB%2FSHL%2B2UPe3z3IJ8i%2Fc86skNDFjh1v90b721bbQdd0dn5GeT%2Bgc%2Bdx5P3pGVBqI%2FfpjTHKZfBCY0Zar4EVHyPZy8xDtZF%2FbC4ZWAf6jnSU6kpAUe5dHRL4dUNKMho2PpVdW7Hns1lm2N5KTzDCdG8tVSvHeG%2FWLlev86R&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=AVxigLJGMasUWTs1wHr1pqU9dwDDqxETlOHdYETFFNuDYjyXrf%2FETm9TNwOXX77SKbGerBcGsoCMrvgn3KxRrusV0Oh2IcRT9tRTUJtzP1ZhFrwynKrA6NOcMUY8JFwRnNTPm1ZfTzh%2FTq6Rc4%2BSYXfm%2BGt0OZGcVWQ1barS8K7w3IM8os6W3R4g%2FDnaUg%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=AVxigLIbEufuLX18SvgOZ8hpi%2BgnkY4mPEn9Szek9u7h1s8Z39hV2%2BYhzlnNwzUNKV19BwWH6Yp2aLgRWPIScbYuuEOrNFzs9%2BgvvkcYSHbMBh97REdb3dCaA1weFK5LS0EnLSP4rLBMy6W6wLjNY1YDVNoVpFFSbsj%2F2g1OV56h5hP4eoTJ%2FLKYHcKL9PtHL6RYI0fm%2F0llCg%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=AVxigLKjH8xIiB25JwDkY39n0lLreKj54%2BLT%2BbQ2gMln5uItWjBsLn%2FDoQIUTZgqOqMzEK9legu%2FzdkYR6QD2I4V9%2FJX1Vlr%2F49e5Cy3G%2FMGtjkPDp3uSSbrTkXtGpZZ6TV1uvykp52995naGZF6yoaglakrhhh4FZsY3HFnKPbn9p9aSoPHwk71arKpxQ%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=AVxigLIPKZZLeWO1RXmT5oHSO0hRmzXowt5BGUnTABVCpVWKi0BlsJCbLnx50UQ2PBxAs5RuyILezBxFhUcUdcEVZQdV%2FRMsqozW8MYGPFNHTGvg78PXORB7yAXNsuicQE8WofbDGeVFq9GdGDqJ8Opxu3hfMCaZdnwMSbtQDXIa7dFn&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=AVxigLIPKZZLeWO1RXmT5oHSO0hRmzXowt5BGUnTABVCpVWKi0BlsJCbLnx50UQ2PBxAs5RuyILezBxFhUcUdcEVZQdV%2FRMsqozW8MYGPFNHTGvg78PXORB7yAXNsuicQE8WofbDGeVFq9GdGDqJ8Opxu3hfMCaZdnwMSbtQDXIa7dFn&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=AVxigLIPKZZLeWO1RXmT5oHSO0hRmzXowt5BGUnTABVCpVWKi0BlsJCbLnx50UQ2PBxAs5RuyILezBxFhUcUdcEVZQdV%2FRMsqozW8MYGPFNHTGvg78PXORB7yAXNsuicQE8WofbDGeVFq9GdGDqJ8Opxu3hfMCaZdnwMSbtQDXIa7dFn&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=AVxigLIPKZZLeWO1RXmT5oHSO0hRmzXowt5BGUnTABVCpVWKi0BlsJCbLnx50UQ2PBxAs5RuyILezBxFhUcUdcEVZQdV%2FRMsqozW8MYGPFNHTGvg78PXORB7yAXNsuicQE8WofbDGeVFq9GdGDqJ8Opxu3hfMCaZdnwMSbtQDXIa7dFn&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=AVxigLIPKZZLeWO1RXmT5oHSO0hRmzXowt5BGUnTABVCpVWKi0BlsJCbLnx50UQ2PBxAs5RuyILezBxFhUcUdcEVZQdV%2FRMsqozW8MYGPFNHTGvg78PXORB7yAXNsuicQE8WofbDGeVFq9GdGDqJ8Opxu3hfMCaZdnwMSbtQDXIa7dFn&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=AVxigLIPKZZLeWO1RXmT5oHSO0hRmzXowt5BGUnTABVCpVWKi0BlsJCbLnx50UQ2PBxAs5RuyILezBxFhUcUdcEVZQdV%2FRMsqozW8MYGPFNHTGvg78PXORB7yAXNsuicQE8WofbDGeVFq9GdGDqJ8Opxu3hfMCaZdnwMSbtQDXIa7dFn&webInteractiveContentId=185823046841&portalId=8302174)

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

**

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

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

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

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

**

### Overview

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

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

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

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### We Partner With

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

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

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

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

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

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

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

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

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

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

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

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

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### Our Company

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

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

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[Platform](https://www.rayven.io/platform) > [Security, Governance + Hosting Layer](https://www.rayven.io/platform/security) > Users, Roles + Access

# Users, roles + access.

Control who accesses what, across every layer of the platform - role-based permissions, Label-based data scoping, SSO + MFA all in one place.

[![Free Assessment →](https://no-cache.hubspot.com/cta/default/8302174/interactive-190652051878.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKYl%2FTZ7xvhsNzPEqKreSZn%2B%2FsCf2WXAnwMkqJvLgCdanjmqqGn9AK4KV7wkPCacEBUZ9TN1Tzo61yutqAdC62l45SzAiqk5TrqCanMLff%2B7%2BlIzXljbKbE9ONfDGDu%2BNtJB22Wlm8Qyvah7vO2mQgeyD7ehxy5NYgb%2FyZyIxGtQ3Q%3D&webInteractiveContentId=190652051878&portalId=8302174)

[![Talk to us](https://no-cache.hubspot.com/cta/default/8302174/interactive-197574386499.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJk3RTcz9U%2FIQZ41HRUk%2FdF0eroyeuALS0QL5t2icNFRCP%2FW56oRCljj5hBKF5afKJzaiwTJgpp8BoyeI8Jw1xnDMc8R%2FkQWVS2RVX21G5mjJUtMCIQxonB0X3gbR3tV%2BJuq6umAZHEyOAGRs4qm0Yrao3oZ7jhC%2F3BnICveWcr&webInteractiveContentId=197574386499&portalId=8302174)

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

CAPABILITY OVERVIEW

## The right access for every person, every dataset.

Rayven's access control model combines role-based permissions with Label-based data scoping to provide granular, scalable access governance without building separate applications per audience.

Roles control what users can do. Labels control what data they can see. Together, they enable a single application to serve operators, managers, clients + partners with precisely the right level of access - without manual data filtering or separate view configurations per user group.

SSO, MFA + enterprise IdP integrations ensure access governance integrates with your existing identity infrastructure.

Authentication methods supported:

- Username + password (platform-managed)
- SSO via OAuth2 / OIDC
- SSO via SAML (enterprise IdPs)
- Azure Active Directory / Entra ID
- Multi-factor authentication (MFA)
- SCIM provisioning (where configured)

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

KEY CAPABILITIES

## What Users, Roles + Access gives you.

#### Role-based access control (RBAC)

Define roles that control what users can see + do within the platform. Standard roles include Admin, Builder + Viewer, with configurable fine-grained permissions per workspace. Role assignments determine which capabilities, configuration options + data operations each user can perform.

#### Label-based data access

Complement role-based permissions with Label-based data scoping. A user's Label assignment controls which data records they can see across dashboards, workflows + API endpoints. Site managers see their site. Clients see their records. Managers see aggregated views. All from the same application.

#### SSO + enterprise IdP integration

Support for OAuth2/OIDC, SAML + enterprise identity providers including Azure Active Directory/Entra ID. Users authenticate through your existing identity infrastructure. No separate Rayven credentials required for organisations with centralised identity management.

#### Multi-factor authentication (MFA)

MFA is available across all authentication methods. Enforce MFA for all users or specific roles within a workspace. Adds an additional verification step to the login process, protecting access to operational data + platform configuration.

#### Workspace-level isolation

User permissions, role assignments + data scoping operate at the workspace level. Different workspaces can have different user sets, permission configurations + data scopes within the same platform instance - supporting multi-team or multi-client isolation.

#### SCIM provisioning + user lifecycle

SCIM provisioning (where configured) enables automated user account management via your existing identity provider. User onboarding, role assignments + deprovisioning are managed centrally through your IdP rather than manually within the platform.

HOW IT CONNECTS: EXPLAINER

## Where Users, Roles + Access fit in the Rayven Platform stack.

Users, Roles + Access is the permission layer governing every interaction with the platform across all other layers.

- Role assignments determine which Integration Layer connectors, Data Layer tables + Execution Layer workflows each user can view or modify.
- Label-based data access controls which records each user sees in Presentation Layer dashboards, reports + interfaces.
- SSO configurations integrate with your organisation's existing identity infrastructure for unified authentication.
- All user actions - login events, configuration changes, workflow executions + data access - are captured in Audit Trails + Logs.

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/security/users-roles-access#>

USE CASES

## How Users, Roles + Access gets used.

#### Enterprise configuring role-based access across a large operations team

An infrastructure operator configures role-based access for 500+ platform users. Operations staff have Viewer access to dashboards + alert controls. Engineers have Builder access to workflow configuration within their assigned workspace. IT administrators have Admin access platform-wide. SSO via Azure AD enables single sign-on for all users without separate Rayven credentials.

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

#### Partner managing client access within a multi-tenant deployment

An MSP deploys a white-label platform serving 30 clients. Each client is assigned a Label scoping their data access. Each client has a designated admin managing their own team's users. No client can see another client's data, configuration or user list. The MSP's admin team has platform-wide access.

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

#### Regulated industry enforcing MFA + audit-ready access controls

A financial services firm enforces MFA for all users, SSO via their corporate identity provider + role-based permissions aligned with internal data access policies. All access events are logged in Audit Trails + Logs for compliance reporting. SCIM provisioning manages onboarding + offboarding through the firm's existing HR system.

![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")

## Rayven Users, Roles + Access FAQs:

### How does role-based access control work in Rayven?

Each user is assigned one or more roles that define which platform features they can access and what actions they can perform - view, create, edit, delete. Roles are applied consistently across all platform areas. See the [Security Layer](https://www.rayven.io/platform/security).

### Can custom roles be created?

Yes. Administrators can create custom roles with granular permission sets tailored to specific job functions. Custom roles can combine read, write, and execute permissions across selected platform modules. See [Security Layer](https://www.rayven.io/platform/security).

### How does label-based access work?

Labels are tags applied to assets, records, and sites. Users and roles are assigned to specific labels so each user only sees data tagged with labels they have access to. This enables fine-grained data scoping without complex query logic. See [Governance + Controls](https://www.rayven.io/platform/security/governance-controls).

### Can access be restricted at the asset or site level?

Yes. Label-based access scoping means users can be restricted to specific assets, facilities, or geographic regions. A field technician at Site A sees only that site's data and workflows. See [Governance + Controls](https://www.rayven.io/platform/security/governance-controls).

### How are external or guest users managed?

Guest users can be provisioned with restricted read-only or form-only roles. They can also access specific Screen Flows or dashboards via shareable links without requiring a full Rayven account. See [Screen Flows + Hierarchies](https://www.rayven.io/platform/presentation/screen-flows-hierarchies).

### Can users be assigned to multiple roles simultaneously?

Yes. Users can hold multiple roles concurrently, and their effective permissions are the union of all assigned roles. This supports matrix organisations where users have responsibilities across different functional areas. See [Security Layer](https://www.rayven.io/platform/security).

### Are there pre-built roles available?

Yes. Rayven ships with standard roles including Administrator, Developer, Analyst, Operator, and Viewer. These cover the most common access patterns and can be customised or extended as needed. See [Security Layer](https://www.rayven.io/platform/security).

### How is user access reviewed or audited?

Rayven logs all access grant, modification, and revocation events. Administrators can run user access review reports at any time showing current role and label assignments for all active users. See [Audit Trails + Logs](https://www.rayven.io/platform/security/audit-trails-logs).

### Can access be time-limited or set to expire automatically?

Yes. User accounts and individual access grants can be configured with expiry dates. Expired access is automatically revoked without administrator intervention, reducing the risk of stale permissions. See [Security Layer](https://www.rayven.io/platform/security).

### Does Rayven support user group management?

Yes. Users can be organised into groups and roles and label assignments applied at the group level. Adding a user to a group immediately grants the group's full access profile, simplifying bulk provisioning. See [Security Layer](https://www.rayven.io/platform/security).

## Also in Security, Governance + Hosting:

### [White Labelling Custom domain, branding, colour palette + multi-tenant configuration for client-facing applications.](https://www.rayven.io/platform/security/white-labelling)

### [Deployment + Architecture SaaS, private cloud, on-premise + Edge deployment options with identical functionality across all models.](https://www.rayven.io/platform/security/deployment-architecture)

### [Hosting + Management Managed cloud hosting on AWS + Azure, SLA-backed uptime, automated backups + disaster recovery across all deployment types.](https://www.rayven.io/platform/security/hosting-management)

### [Usage + Metrics Real-time visibility of platform usage, workflow performance, data volumes + resource consumption.](https://www.rayven.io/platform/security/usage-metrics)

### [Enterprise Security Encryption at rest + in transit, network segmentation, secrets management + compliance-ready governance.](https://www.rayven.io/platform/security/enterprise-security)

### [Governance + Controls Data retention policies, deployment controls, rate limits + environment isolation across the platform.](https://www.rayven.io/platform/security/governance-controls)

### [Audit Trails + Logs Complete, immutable records of every user action, data change + workflow execution across the platform.](https://www.rayven.io/platform/security/audit-trails-logs)

## Want to discuss your hosting requirements?

Tell us where your data needs to live and we will walk you through the right deployment option for your environment.

Join the Shift

## Discover the easy way to do something new.

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

[Book a free assessment →

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

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

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

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

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<https://www.rayven.io/platform/security/users-roles-access#body> 

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

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