---
title: The Right Data for IoT | Rayven
description: Discover the key types of data crucial for industrial IoT success and how to choose the right data for your specific use case with our comprehensive guide.
image: https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Website%20Images/Rayven%20Blogs%20Images/Abstract-Net.jpg
---

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

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

 Solutions

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

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

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

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

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

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

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

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

**Custom AI + Agents**

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

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

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

**Custom Applications**

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

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

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

**Integrations**

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

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

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

**Unified Data Platforms**

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

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

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

**Automations**

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

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

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

**IoT Solutions**

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

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

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

    Rayven MCP

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

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

    AI Data Fabric

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

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

    AI Agents

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

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

    Private LLM

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

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

Field Applications

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

[![We deliver custom solutions that fit your business and industry better, fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790017847.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJuedp0%2FC8zx9se3jcau9IY1OcPAEQleuNHgVtByHBsifmiWmulKns6Na3yEge%2FMz%2FX72qcD8Ip0W9gko7sA3XVBFieWAFFlcYwlzUdzz1uARZZcmgmlUtKknZb0wIVwU1RrA%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=AVxigLJuedp0%2FC8zx9se3jcau9IY1OcPAEQleuNHgVtByHBsifmiWmulKns6Na3yEge%2FMz%2FX72qcD8Ip0W9gko7sA3XVBFieWAFFlcYwlzUdzz1uARZZcmgmlUtKknZb0wIVwU1RrA%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=AVxigLLQ1A6Kst%2FsjdNu0JZCn%2FOZW6bZ1uq7CIMbFlWy1blnGrxLWq%2F6hY5UoD6INOuPhdJEMMleYfAVhFYNL0lTjjaQSqykTH3LnGAAUlepK5RCoS1bP0hvwhsF97muugrCJEN5MynEfyB%2BLLynE6b6m%2FXLfFLa%2FgqewLvV03%2FJiUaVTmJ02ShBJd8TEiNqI6dUsrKxpy9MlSWRlgdS6cT2qA%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=AVxigLKeDkUYNRiUqs3QFqkIk65Sy7j9p%2BnnVZAG%2BBYXXWlkBNZVRcACMvuGJf3q8YfZDdtgYTRH2uQabZ94LoKYEqoQsBzwdUXmoFbkxkNJJOldTHsXHBDr6DSHdqv1BafJccgIJq4%2F07zRMzEgm3q2HQHXp63J9TsCJmymSdj9YlunIa5g00unEfR9iD3GbZVoTnMWzqxcY3O2TQ%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=AVxigLLuUClSUFbywhCMPKTNBnsNXd5Yor3OU5z2Tl1bBhNQH2MBAEc1m881IjWNhThG7GmuYo8mRYTETomfqOEC3SzKb8xZoFPXgThcFEOG7B5bx%2Bki48UML0WUvPyw9pZXB%2BEiU75VrTGxJ6yJCZ96GPSGkUD6BBVGhKP%2B%2Bi2CIe7vqw%2FHdKyIy%2Bop%2FkwRXyfxT666SySH17jB%2BA%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=AVxigLJComcU1i%2Bh5K5OMGrqKHYj6IDvZM8ynmK83ezKaAiWXakFjKTsL8EuQdNfXsYHK9G4tNiJarxxzy0W3%2BkQXEEA7fnFVCWwfL4Baj5Lci88HlXSyM6kiOZ5npO5CJ%2FIepKUE9Vrw%2FPJKruoqQ%2F4L7XLl%2F8RX8tpXBOGtI%2BU17qJ3DbCKxbVtZnypExFEr3oGUqgBs4a4Tism28FBsBYg8U%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=AVxigLKNSQ%2F3pue4%2FNxCN04l6p9CwV2OUXar4Aeg4G2WrzaaYQPrn3AXWHEf3X%2BrQttnt%2BUTJyxRTut2kehyBteWdWvDyOwuPH36vb3EhnAaPjL6%2FJTv1gnNzGPvVo7O0WO5TK%2BvwmFxedIVnBMtwDPGiveTw%2FfZ2BbWFQekcIWNWlLCUGN%2FyC73HrJF3eiiVPOwv%2BQsab5YbMkWa%2B%2FJJ%2FI%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=AVxigLLsyBp8lfgqUaQAijxJBLfiIgHrL0kJRuOFAJGL5JMso%2Fw1iq5IMKx506tYw0CXASHzNVsNUR8jIoh0IvfcsE4nWoxwriUJd4x%2Fls4bkxUrg0jKI8SMkXLtPbQxhbhQ7jDQ9uysKhZ3LZi8to4o6XFm4q6wQx%2BMesghgIc4%2Ftyu%2Bq0C7GqViNGkadla96LbDULH%2BSYVxTZ9nwR49J50jumDpQ%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=AVxigLLOcixnjOGW2mNhc38UF%2B4EEu9udGHWeggvJeeC46%2FhowlWzicE3Iqxj1mkMiCkS%2FoRkDhFWiFlK9zZH2v%2BrQWDr%2Fv9sW%2FBCwgzLBCGb1meJdZ04cCQAl1znCiq94SJmOWJHMJ3tMhwkc4mOx5EytHb5aLBISK3%2FELZU9%2FnF%2F%2FFSpZd%2FaRKd2FcERUSA65fYUsfw2EIF9fN1lmMSLISVSxE4i8%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=AVxigLJLZTL3JiHYcrtGMM0j1xcL8TPei2zH8E4WTznyT1a3YnwQzQRPGfq3gpxaCFAGlfX%2Fkfl5QhusHO73csylI18usX4mvt8JCESh2gcD5dPcF2iR%2FGPX6YCRybV9DetVOD1F%2FZhC0o4SSI3%2FDKMiZQCz82NtWuFSqGpapEPVjToBAQwbY5UY7Cs3C6pUFreXLKKoOTUXxXm4RCSrLFBxaqs%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=AVxigLL01A8afNfJ8RqHS8FGAOD9bJAZv8hpxvlGeTB2GS%2F4Md0PhatnjI6lJPhD64DhUWiyp%2FRRhrZ1RZS9Pu%2Fr3NwtZc2QsI5U8v7ZKVuE9dp2CHKhGJU%2ByjjcGYJ%2BgIH%2Bu1S4Eoc%2FjwLYaE2hOTq%2Bqb8PWA%2BCqnqLupIxWL3eUd51VQ0iY0biroOgopdPOr6CJDAgTi6xwqP24uwl1ARNTA%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=AVxigLK2shYXBJ8K0cF8QdRzzkdaYmBYmSD8JE8lidwMNF7NADRBaCbXv7ipdiWvys7z7Bwnvy64Yy7WS%2Fmwncjli%2BdhXU0FiuagTgh1JfArkHxoYXjUCyxm9%2FNO9evJc8C8h8AaV9NJw4Sq2jcg2QyLecF1Okn0XksGdgjm1XCtaR6lMVAU5qLUB8njQfxV5mN310afMwctmY24j2WvTNxD1tdf%2Fc6Q3q4SmvwV24jjoaZ%2FVg%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=AVxigLLPyIpMAwo7kpaONWuDwBGltUJ3qrNz9UtCGQTQIlHM0dY9ZeBsDpuR5tl%2Bd1m6JJUqKyQJkCsG435KKt6u18KcKv1frYQi1QGVC1tKhT7mq38gNO59xQeOWsa0iKeCxSsWeE3wnKL0O3HkDyQaevR37aiFDv0%2F0Up7F9awY5%2FNNXC6KqJMBlLvQa4OJJE3rj7hikwOwFBHGrS5KpN43VpD&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=AVxigLKhmJIaNO%2FLcsBFe0qR9pYWbCtNFuZmA35rRKs035LY4%2Bj7AzGhXsa9Yw9%2BQgC6M4EX1PvgaPTC6fy6IRETpelCBNvYZaIY90V9Q0nCkkKZyII3R4CYJwNoy0uy7xesspAMyqvVl%2BJqaCqqGErngdYL8bxlVqsHNWV3OrcYlqYvvACavcVLfnEZRkEvWHYrzDZnSN%2FZ2lfi4ewqohhHxUBDMA%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=AVxigLIfcYf9AVRIPDUEq5ckEwR1MvAB03VPaqY0vKzmoJbaWMAjHn7QaBb7Zg%2BE%2B9Fz0OlZ%2BPsFl%2FovEue41UGA%2BvGugKMcewBc16tzLbwuc4QbQeM0iq0tSbiuwmciNj6jV9DotqCLwx6kNEWIt6jDxQy3knYDPggCQ1XRMkrMKSqaEI97erjkUwkn5DAtXKsBseYhXry6GlJ7LX434t6sm0%2BKfH1OCqQ%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=AVxigLLZP1TnXlFtVijbfAFR6AlwOpDs3jJ1VGeQuEburtleeTic482LEJWc2rdRqvHtG8dYKdWKQGAZHmb2%2FJ5yU51U5reHuogDFEyLhc2YuYMgPsgk23gGp5zSJxq1LrqnRRKbQNwFYcyraPsx9uOxQ3pnXrJDrhD4yECCniQirnzED0h3PtesWaj6K6i6sQ5%2B3%2FI2zcs%2FABJzqhBsb3ty%2BMs%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=AVxigLL81zXXs2MUYNGQeCt001OojKNl6%2F8sSlUm1Kc%2FLDzV2SQYCg1FSWiWunFJe4%2BiDT8ijXCWuEW8KhHV7q9DOS5YU7SbTQ79WKPhAztKDf6RZEQAy3iOvGdnV%2BZtPu6pY0YLwYsXPtilV61sVKBl5DtMfVDZ7uP9gTjoX5CjgwjmNc3SP13p%2BuM1qpaifYiEmNqgBFi12zILlQc%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=AVxigLLO5fh71wstEz%2FEZMYEMsPOPYPu30%2FRao%2FBke%2B7XF0HquBVefQq8f9qN8lKcby9RRq7Dp93Q8nwLcI%2BEdkDsdxVN8LNjw6bC%2FNWmmayVcumVwmvaL4S3Slq4Y3S0ebI0vb4khcEJ96Mo7oPAfpGjr1MJ0WVn12srmEX1JJrojA4RkxpgyxU4zu0V6D4DxQiXpDDgQ%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=AVxigLJWImccQwKW1aseN3HTLDu33fo%2Fd3X171A2KEazEYQdG919gF%2FDyc%2Bp%2F%2F9OwVl8PBnFqc46cBjOCuiBPXdgKdVX2SBMkMMDFHJSTlhxqgmWtexhZ4wMdX%2FWtOHFkIfjBXDkz2pUDywWpvLNj7UfA76nj5lDcwSwnEbS7nl0UAiXdxfqS4SAPcLSE1mlIU%2FI54ar&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=AVxigLIg9hdhwbjaZTEAWQhKP2npf7wAl%2FqmH9kYc3M%2FapBd6Nyv5%2Bdpb0D8DvUY7oZ2zNN6%2FCj3xESvuRswrPmaCO%2BBRctQqqF%2FMY9mBbZSE%2BJKVjGA6%2BeWsZYniX8AZoFBl5Gyq4nVTUp7NYa5BAfsjsAKX5ZrgA1fx0onWu6aqLxAHDvwWvKp6eUKjrs8HWc9kVQK3XjRxHqhmA%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=AVxigLIlMpWcs0P9mjV3Ox0rp%2FJe4gbArnnLE8RUsIYwYgMS5ETYeJfZGR8SjYBMhvSzc6%2BfDjL2hJWw%2BvL%2BrBfqri275O1Ia1Jeyy0piG8wZKeoQJ3DdOgWR7wWm5enmhAL5dQAjc2SAmBwClqy%2BRG%2BMNzAK8VVCaLlSYYOSWpj4hZ%2FVNmk75MLQKs63fN%2BdYWRJxkDZGdfc2n0WovBv2QldxxtI21pjSc%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=AVxigLIDGbxMk7T%2BD5%2BFs2vDBZfXs9ak9Ot%2BKZXEn1sZPzz1uzQTPI1YZeSISYqsj26H9RJNVK7%2FnmaDKo8WR2czyZXcjkv6A%2BAzWegx0yzlFmWxxwF2e8tE%2F4tcOOa3%2FFLaqPzKrbh6HvC%2BaIC8UXiIYl%2BcIGJURxuckfwQwxaXVZmDxy1f4vJwIlPA0GjzYjg5wq%2BFAIWCqsrWjowHJTjWEbjgCOPFlIMb2lE%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=AVxigLLJnEgmVzPTADionptrCDBmQclDFiUE%2Fxis9DVeq8eX3QDqa25ZdC6puX1KBxhgivtZB5ZECpU0OtK1MsXndPCcJbM6aKQrRtAr4yh58xspiKlhIaCZEq29%2FTsOKMSMDyeufxcDrPjLarBtbGAXT%2FNqR4X%2ByPt5OTIeIzX6qCb3w3%2FKNQKKjom62PV9govnlTnolituu4hP6VZ%2BuBiJEm8PRh5C944%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=AVxigLIg9hdhwbjaZTEAWQhKP2npf7wAl%2FqmH9kYc3M%2FapBd6Nyv5%2Bdpb0D8DvUY7oZ2zNN6%2FCj3xESvuRswrPmaCO%2BBRctQqqF%2FMY9mBbZSE%2BJKVjGA6%2BeWsZYniX8AZoFBl5Gyq4nVTUp7NYa5BAfsjsAKX5ZrgA1fx0onWu6aqLxAHDvwWvKp6eUKjrs8HWc9kVQK3XjRxHqhmA%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=AVxigLJX92Hx5xx5jlOBEVv9F3XEfkCXUlF8txZ452Fv2iEHMZx905xqiMC%2Fnq0s9LuLEkGF7Vl4mMRrYIRg6XIK2KyGbAtxncrClJrSCPvpsZDflRNLqXQ1u%2BOctqPiyAVTRpKQ3A2fKWqCb4mZsBt84yGopIL1t5Q1b%2B8RMK15KgXhmoflDIrDXkUKc23%2BGemAxiu90TMqAfFPZuxzKGw%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=AVxigLJh8Cl1OO3q1V0Bg6NZPrYl1DLeOdbqZnklEd8lVJ9EtDL%2FT8WlG%2Buc3IjCdvfcWZdyLUJIF9fCvPkCGcqmUsPUBIm%2FVV4LjClHIIrKBfGyLcDB2SgKKLp5SrHFhYgICi%2BqVczqWnX4UiZNWgpKzohXNmbWs1eymCjkF1PRQfM9ow%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=AVxigLJJ0MkcW9a2MWRkW7baeDUt7H%2FaL%2BMSGzYOYhK92AM8fDdeQ7NBd1USwgi4auxsSHOLLMyi1mSbfELZliqjuxDkNixEtF%2B%2F8%2FWpTzIoKVx%2BdpdEgIvkK24dpAkQueq3x9yPDN1vHHmUK6FN6fNxi%2F1DOl0wKL4DFSPTfFRgeXBoPCdkByEM%2F6LM1u3b%2FA%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=AVxigLI0yhnc41zP2%2FFrX1DpmBjXBiEvAILUo7%2FzJC9SG9qUxnwdQ5SJV%2FpQH2ArUQa25x%2Bufltq4xh14nK2hhL7bT962CUPYvS9rOClUMX1rPvPSEXnt8j1Xlz2AOGV8JKIKocE9NnCFZAmeIJ9sc1wspNp5v%2FeIpMye6kqVO6P&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=AVxigLL8KjsSQP62HQGMVT4c2nt7u9M8VnsAGUB4OA%2FR8dyPf4%2BI%2FxDdpA1s5OXKVXvC6OatUIao0Ver65dd6ZBexzkV83IcTMtdTV%2F2Oh3Ok9gV8V74ZdYfEoa6PwppIaffkwxa8nlLxwL01TmQIow6ngA4%2FYvsD6gdCv68HFv1NOb%2B0UYrbzpmiab2kg%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=AVxigLLM4lkVvqvhnTH3YqKplOZk4cJIcJ3vKX9wNmfTGnkxxpZkTWTTVWrIGv7b1o1fx3%2FPkJjINxxMoHhzzN3eVHGGl1too6e8xk5NnMUJmdfoeFaW6DzgS9LpgPOZOvOdhZSwCnZChmRhacFEvE2WOjLb%2BWunr0jbqFthLhps4kP8uwwp93RAOOIZlaza%2FhOlp6Y7halOeA%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=AVxigLLcYy0AsR%2FocSzVrMioE8SpaAzPiuYvrQhIh9EupPcmXSxx9AzYHpXVzGaVDRTG9VeO9z8X9ZRQxFMFD8xMjKfKHto0KFfQ1byxb9k%2B0kft1ZxDL%2BSxgkZedNMhEqL1dhMFmP6aboVtdnZN1iPZjmL1YV2N5Yrm1QcrL0%2Bdih8u%2FQ2LbLGg6c0%2B7A%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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&webInteractiveContentId=185823046841&portalId=8302174)

Overview

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

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

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

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

We Partner With

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

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

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

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

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

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

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

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

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

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&webInteractiveContentId=185823046841&portalId=8302174)

Library

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

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

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

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

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

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

Our Company

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

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

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

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

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&webInteractiveContentId=185823046841&portalId=8302174)

[![Learn more about Rayven, our mission + history.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183792126777.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLK2eGU%2BvRmt1wcA8KS3DLLv7x4oT1%2F0u7dpGmFOpfc3ylSSeeF%2Bc7VTSz5f%2B9J1IqVdhHsu0X9X0V0Y%2FDdJ9TElyDzmGu0BU3wy2yx6IPj5Y6LuI1IhYxSoQ9XV8jthybuZnwqVpE2a0gxV5MYF0yNR1S%2FBwYfvB%2BIznuPA72rjAg%3D%3D&webInteractiveContentId=183792126777&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLJBAVe3Xjt5xQd%2B1foN9WyIj2Gv4%2FHvZdH23wTVvB9nvwiOhoNv%2FOFgAMofE1hUN5ViWM6%2BsK2i1241GTKe8%2Bj5CGKRdzUu%2BIitZrrsZn8HRZLh2fGl6TZyiAKQvkAjyUOSatdmnN%2F0CJr%2FxATv4xDAeYvlJtQOp5IWr3uiwPELBNnSflLPo0v7x5H6zx64dA%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=AVxigLJuedp0%2FC8zx9se3jcau9IY1OcPAEQleuNHgVtByHBsifmiWmulKns6Na3yEge%2FMz%2FX72qcD8Ip0W9gko7sA3XVBFieWAFFlcYwlzUdzz1uARZZcmgmlUtKknZb0wIVwU1RrA%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=AVxigLJuedp0%2FC8zx9se3jcau9IY1OcPAEQleuNHgVtByHBsifmiWmulKns6Na3yEge%2FMz%2FX72qcD8Ip0W9gko7sA3XVBFieWAFFlcYwlzUdzz1uARZZcmgmlUtKknZb0wIVwU1RrA%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=AVxigLLQ1A6Kst%2FsjdNu0JZCn%2FOZW6bZ1uq7CIMbFlWy1blnGrxLWq%2F6hY5UoD6INOuPhdJEMMleYfAVhFYNL0lTjjaQSqykTH3LnGAAUlepK5RCoS1bP0hvwhsF97muugrCJEN5MynEfyB%2BLLynE6b6m%2FXLfFLa%2FgqewLvV03%2FJiUaVTmJ02ShBJd8TEiNqI6dUsrKxpy9MlSWRlgdS6cT2qA%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=AVxigLKeDkUYNRiUqs3QFqkIk65Sy7j9p%2BnnVZAG%2BBYXXWlkBNZVRcACMvuGJf3q8YfZDdtgYTRH2uQabZ94LoKYEqoQsBzwdUXmoFbkxkNJJOldTHsXHBDr6DSHdqv1BafJccgIJq4%2F07zRMzEgm3q2HQHXp63J9TsCJmymSdj9YlunIa5g00unEfR9iD3GbZVoTnMWzqxcY3O2TQ%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=AVxigLLuUClSUFbywhCMPKTNBnsNXd5Yor3OU5z2Tl1bBhNQH2MBAEc1m881IjWNhThG7GmuYo8mRYTETomfqOEC3SzKb8xZoFPXgThcFEOG7B5bx%2Bki48UML0WUvPyw9pZXB%2BEiU75VrTGxJ6yJCZ96GPSGkUD6BBVGhKP%2B%2Bi2CIe7vqw%2FHdKyIy%2Bop%2FkwRXyfxT666SySH17jB%2BA%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=AVxigLJComcU1i%2Bh5K5OMGrqKHYj6IDvZM8ynmK83ezKaAiWXakFjKTsL8EuQdNfXsYHK9G4tNiJarxxzy0W3%2BkQXEEA7fnFVCWwfL4Baj5Lci88HlXSyM6kiOZ5npO5CJ%2FIepKUE9Vrw%2FPJKruoqQ%2F4L7XLl%2F8RX8tpXBOGtI%2BU17qJ3DbCKxbVtZnypExFEr3oGUqgBs4a4Tism28FBsBYg8U%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=AVxigLKNSQ%2F3pue4%2FNxCN04l6p9CwV2OUXar4Aeg4G2WrzaaYQPrn3AXWHEf3X%2BrQttnt%2BUTJyxRTut2kehyBteWdWvDyOwuPH36vb3EhnAaPjL6%2FJTv1gnNzGPvVo7O0WO5TK%2BvwmFxedIVnBMtwDPGiveTw%2FfZ2BbWFQekcIWNWlLCUGN%2FyC73HrJF3eiiVPOwv%2BQsab5YbMkWa%2B%2FJJ%2FI%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=AVxigLLsyBp8lfgqUaQAijxJBLfiIgHrL0kJRuOFAJGL5JMso%2Fw1iq5IMKx506tYw0CXASHzNVsNUR8jIoh0IvfcsE4nWoxwriUJd4x%2Fls4bkxUrg0jKI8SMkXLtPbQxhbhQ7jDQ9uysKhZ3LZi8to4o6XFm4q6wQx%2BMesghgIc4%2Ftyu%2Bq0C7GqViNGkadla96LbDULH%2BSYVxTZ9nwR49J50jumDpQ%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=AVxigLLOcixnjOGW2mNhc38UF%2B4EEu9udGHWeggvJeeC46%2FhowlWzicE3Iqxj1mkMiCkS%2FoRkDhFWiFlK9zZH2v%2BrQWDr%2Fv9sW%2FBCwgzLBCGb1meJdZ04cCQAl1znCiq94SJmOWJHMJ3tMhwkc4mOx5EytHb5aLBISK3%2FELZU9%2FnF%2F%2FFSpZd%2FaRKd2FcERUSA65fYUsfw2EIF9fN1lmMSLISVSxE4i8%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=AVxigLJLZTL3JiHYcrtGMM0j1xcL8TPei2zH8E4WTznyT1a3YnwQzQRPGfq3gpxaCFAGlfX%2Fkfl5QhusHO73csylI18usX4mvt8JCESh2gcD5dPcF2iR%2FGPX6YCRybV9DetVOD1F%2FZhC0o4SSI3%2FDKMiZQCz82NtWuFSqGpapEPVjToBAQwbY5UY7Cs3C6pUFreXLKKoOTUXxXm4RCSrLFBxaqs%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=AVxigLL01A8afNfJ8RqHS8FGAOD9bJAZv8hpxvlGeTB2GS%2F4Md0PhatnjI6lJPhD64DhUWiyp%2FRRhrZ1RZS9Pu%2Fr3NwtZc2QsI5U8v7ZKVuE9dp2CHKhGJU%2ByjjcGYJ%2BgIH%2Bu1S4Eoc%2FjwLYaE2hOTq%2Bqb8PWA%2BCqnqLupIxWL3eUd51VQ0iY0biroOgopdPOr6CJDAgTi6xwqP24uwl1ARNTA%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=AVxigLK2shYXBJ8K0cF8QdRzzkdaYmBYmSD8JE8lidwMNF7NADRBaCbXv7ipdiWvys7z7Bwnvy64Yy7WS%2Fmwncjli%2BdhXU0FiuagTgh1JfArkHxoYXjUCyxm9%2FNO9evJc8C8h8AaV9NJw4Sq2jcg2QyLecF1Okn0XksGdgjm1XCtaR6lMVAU5qLUB8njQfxV5mN310afMwctmY24j2WvTNxD1tdf%2Fc6Q3q4SmvwV24jjoaZ%2FVg%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=AVxigLLPyIpMAwo7kpaONWuDwBGltUJ3qrNz9UtCGQTQIlHM0dY9ZeBsDpuR5tl%2Bd1m6JJUqKyQJkCsG435KKt6u18KcKv1frYQi1QGVC1tKhT7mq38gNO59xQeOWsa0iKeCxSsWeE3wnKL0O3HkDyQaevR37aiFDv0%2F0Up7F9awY5%2FNNXC6KqJMBlLvQa4OJJE3rj7hikwOwFBHGrS5KpN43VpD&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=AVxigLKhmJIaNO%2FLcsBFe0qR9pYWbCtNFuZmA35rRKs035LY4%2Bj7AzGhXsa9Yw9%2BQgC6M4EX1PvgaPTC6fy6IRETpelCBNvYZaIY90V9Q0nCkkKZyII3R4CYJwNoy0uy7xesspAMyqvVl%2BJqaCqqGErngdYL8bxlVqsHNWV3OrcYlqYvvACavcVLfnEZRkEvWHYrzDZnSN%2FZ2lfi4ewqohhHxUBDMA%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=AVxigLIfcYf9AVRIPDUEq5ckEwR1MvAB03VPaqY0vKzmoJbaWMAjHn7QaBb7Zg%2BE%2B9Fz0OlZ%2BPsFl%2FovEue41UGA%2BvGugKMcewBc16tzLbwuc4QbQeM0iq0tSbiuwmciNj6jV9DotqCLwx6kNEWIt6jDxQy3knYDPggCQ1XRMkrMKSqaEI97erjkUwkn5DAtXKsBseYhXry6GlJ7LX434t6sm0%2BKfH1OCqQ%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=AVxigLLZP1TnXlFtVijbfAFR6AlwOpDs3jJ1VGeQuEburtleeTic482LEJWc2rdRqvHtG8dYKdWKQGAZHmb2%2FJ5yU51U5reHuogDFEyLhc2YuYMgPsgk23gGp5zSJxq1LrqnRRKbQNwFYcyraPsx9uOxQ3pnXrJDrhD4yECCniQirnzED0h3PtesWaj6K6i6sQ5%2B3%2FI2zcs%2FABJzqhBsb3ty%2BMs%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=AVxigLL81zXXs2MUYNGQeCt001OojKNl6%2F8sSlUm1Kc%2FLDzV2SQYCg1FSWiWunFJe4%2BiDT8ijXCWuEW8KhHV7q9DOS5YU7SbTQ79WKPhAztKDf6RZEQAy3iOvGdnV%2BZtPu6pY0YLwYsXPtilV61sVKBl5DtMfVDZ7uP9gTjoX5CjgwjmNc3SP13p%2BuM1qpaifYiEmNqgBFi12zILlQc%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=AVxigLLO5fh71wstEz%2FEZMYEMsPOPYPu30%2FRao%2FBke%2B7XF0HquBVefQq8f9qN8lKcby9RRq7Dp93Q8nwLcI%2BEdkDsdxVN8LNjw6bC%2FNWmmayVcumVwmvaL4S3Slq4Y3S0ebI0vb4khcEJ96Mo7oPAfpGjr1MJ0WVn12srmEX1JJrojA4RkxpgyxU4zu0V6D4DxQiXpDDgQ%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=AVxigLJWImccQwKW1aseN3HTLDu33fo%2Fd3X171A2KEazEYQdG919gF%2FDyc%2Bp%2F%2F9OwVl8PBnFqc46cBjOCuiBPXdgKdVX2SBMkMMDFHJSTlhxqgmWtexhZ4wMdX%2FWtOHFkIfjBXDkz2pUDywWpvLNj7UfA76nj5lDcwSwnEbS7nl0UAiXdxfqS4SAPcLSE1mlIU%2FI54ar&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=AVxigLIg9hdhwbjaZTEAWQhKP2npf7wAl%2FqmH9kYc3M%2FapBd6Nyv5%2Bdpb0D8DvUY7oZ2zNN6%2FCj3xESvuRswrPmaCO%2BBRctQqqF%2FMY9mBbZSE%2BJKVjGA6%2BeWsZYniX8AZoFBl5Gyq4nVTUp7NYa5BAfsjsAKX5ZrgA1fx0onWu6aqLxAHDvwWvKp6eUKjrs8HWc9kVQK3XjRxHqhmA%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=AVxigLIlMpWcs0P9mjV3Ox0rp%2FJe4gbArnnLE8RUsIYwYgMS5ETYeJfZGR8SjYBMhvSzc6%2BfDjL2hJWw%2BvL%2BrBfqri275O1Ia1Jeyy0piG8wZKeoQJ3DdOgWR7wWm5enmhAL5dQAjc2SAmBwClqy%2BRG%2BMNzAK8VVCaLlSYYOSWpj4hZ%2FVNmk75MLQKs63fN%2BdYWRJxkDZGdfc2n0WovBv2QldxxtI21pjSc%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=AVxigLIDGbxMk7T%2BD5%2BFs2vDBZfXs9ak9Ot%2BKZXEn1sZPzz1uzQTPI1YZeSISYqsj26H9RJNVK7%2FnmaDKo8WR2czyZXcjkv6A%2BAzWegx0yzlFmWxxwF2e8tE%2F4tcOOa3%2FFLaqPzKrbh6HvC%2BaIC8UXiIYl%2BcIGJURxuckfwQwxaXVZmDxy1f4vJwIlPA0GjzYjg5wq%2BFAIWCqsrWjowHJTjWEbjgCOPFlIMb2lE%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=AVxigLLJnEgmVzPTADionptrCDBmQclDFiUE%2Fxis9DVeq8eX3QDqa25ZdC6puX1KBxhgivtZB5ZECpU0OtK1MsXndPCcJbM6aKQrRtAr4yh58xspiKlhIaCZEq29%2FTsOKMSMDyeufxcDrPjLarBtbGAXT%2FNqR4X%2ByPt5OTIeIzX6qCb3w3%2FKNQKKjom62PV9govnlTnolituu4hP6VZ%2BuBiJEm8PRh5C944%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=AVxigLIg9hdhwbjaZTEAWQhKP2npf7wAl%2FqmH9kYc3M%2FapBd6Nyv5%2Bdpb0D8DvUY7oZ2zNN6%2FCj3xESvuRswrPmaCO%2BBRctQqqF%2FMY9mBbZSE%2BJKVjGA6%2BeWsZYniX8AZoFBl5Gyq4nVTUp7NYa5BAfsjsAKX5ZrgA1fx0onWu6aqLxAHDvwWvKp6eUKjrs8HWc9kVQK3XjRxHqhmA%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=AVxigLJX92Hx5xx5jlOBEVv9F3XEfkCXUlF8txZ452Fv2iEHMZx905xqiMC%2Fnq0s9LuLEkGF7Vl4mMRrYIRg6XIK2KyGbAtxncrClJrSCPvpsZDflRNLqXQ1u%2BOctqPiyAVTRpKQ3A2fKWqCb4mZsBt84yGopIL1t5Q1b%2B8RMK15KgXhmoflDIrDXkUKc23%2BGemAxiu90TMqAfFPZuxzKGw%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=AVxigLJh8Cl1OO3q1V0Bg6NZPrYl1DLeOdbqZnklEd8lVJ9EtDL%2FT8WlG%2Buc3IjCdvfcWZdyLUJIF9fCvPkCGcqmUsPUBIm%2FVV4LjClHIIrKBfGyLcDB2SgKKLp5SrHFhYgICi%2BqVczqWnX4UiZNWgpKzohXNmbWs1eymCjkF1PRQfM9ow%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=AVxigLJJ0MkcW9a2MWRkW7baeDUt7H%2FaL%2BMSGzYOYhK92AM8fDdeQ7NBd1USwgi4auxsSHOLLMyi1mSbfELZliqjuxDkNixEtF%2B%2F8%2FWpTzIoKVx%2BdpdEgIvkK24dpAkQueq3x9yPDN1vHHmUK6FN6fNxi%2F1DOl0wKL4DFSPTfFRgeXBoPCdkByEM%2F6LM1u3b%2FA%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=AVxigLI0yhnc41zP2%2FFrX1DpmBjXBiEvAILUo7%2FzJC9SG9qUxnwdQ5SJV%2FpQH2ArUQa25x%2Bufltq4xh14nK2hhL7bT962CUPYvS9rOClUMX1rPvPSEXnt8j1Xlz2AOGV8JKIKocE9NnCFZAmeIJ9sc1wspNp5v%2FeIpMye6kqVO6P&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=AVxigLL8KjsSQP62HQGMVT4c2nt7u9M8VnsAGUB4OA%2FR8dyPf4%2BI%2FxDdpA1s5OXKVXvC6OatUIao0Ver65dd6ZBexzkV83IcTMtdTV%2F2Oh3Ok9gV8V74ZdYfEoa6PwppIaffkwxa8nlLxwL01TmQIow6ngA4%2FYvsD6gdCv68HFv1NOb%2B0UYrbzpmiab2kg%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=AVxigLLM4lkVvqvhnTH3YqKplOZk4cJIcJ3vKX9wNmfTGnkxxpZkTWTTVWrIGv7b1o1fx3%2FPkJjINxxMoHhzzN3eVHGGl1too6e8xk5NnMUJmdfoeFaW6DzgS9LpgPOZOvOdhZSwCnZChmRhacFEvE2WOjLb%2BWunr0jbqFthLhps4kP8uwwp93RAOOIZlaza%2FhOlp6Y7halOeA%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=AVxigLLcYy0AsR%2FocSzVrMioE8SpaAzPiuYvrQhIh9EupPcmXSxx9AzYHpXVzGaVDRTG9VeO9z8X9ZRQxFMFD8xMjKfKHto0KFfQ1byxb9k%2B0kft1ZxDL%2BSxgkZedNMhEqL1dhMFmP6aboVtdnZN1iPZjmL1YV2N5Yrm1QcrL0%2Bdih8u%2FQ2LbLGg6c0%2B7A%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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLK2eGU%2BvRmt1wcA8KS3DLLv7x4oT1%2F0u7dpGmFOpfc3ylSSeeF%2Bc7VTSz5f%2B9J1IqVdhHsu0X9X0V0Y%2FDdJ9TElyDzmGu0BU3wy2yx6IPj5Y6LuI1IhYxSoQ9XV8jthybuZnwqVpE2a0gxV5MYF0yNR1S%2FBwYfvB%2BIznuPA72rjAg%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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&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=AVxigLIPVDCaPX8GGCDOTPCcu9jRO8Zmuo3gDJWYVBtaCF8h5wDNMRRZFfwL%2FcebJiB%2FeXMfgWiyRz4sP4JyQmbgWpD6eZPvA8hG3Z8skJvPkIS7CkcqHz%2FEgH%2BHZHbigxV6r4sNtwG2xGlyJiEiEIdV6PTSMc9w19glJGMHEbjXDBY2&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![See where Rayven's been in the media recently.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046770.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJBAVe3Xjt5xQd%2B1foN9WyIj2Gv4%2FHvZdH23wTVvB9nvwiOhoNv%2FOFgAMofE1hUN5ViWM6%2BsK2i1241GTKe8%2Bj5CGKRdzUu%2BIitZrrsZn8HRZLh2fGl6TZyiAKQvkAjyUOSatdmnN%2F0CJr%2FxATv4xDAeYvlJtQOp5IWr3uiwPELBNnSflLPo0v7x5H6zx64dA%3D%3D&webInteractiveContentId=185823046770&portalId=8302174)

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

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

Blogs

# What's the right kind of data to use in industrial IoT?

 Rayven, 13 February 2023

The Right Data for IoT | Rayven

3:15

The right kind of data to use for [industrial IoT](https://www.rayven.io/industrial-applications) (IIoT) within your [IoT platform](https://www.rayven.io/iot-platform) (and beyond) depends on your specific use case and your individual requirements, however there are some common types of data that are commonly used in IIoT:

### **Common data types used in IoT:**

- **Machine data: **This includes data from sensors and devices that are used to monitor and control various aspects of industrial operations, such as temperature, pressure, vibration, flow, and more.
- **Process data: **This includes data that is generated by industrial processes, such as production data, quality data, and other types of process-related data.
- **Maintenance data:** This includes data related to the maintenance of industrial equipment, such as sensor data on wear and tear, maintenance schedules, and other types of maintenance-related data.
- **Environmental data: **This includes data related to the environment in which industrial operations take place, such as temperature, humidity, and other types of environmental data.
- **Business data: **This includes data related to business operations, such as financial data, sales data, and other types of business-related data.
- **Sensor data:** This includes data from different types of sensors such as temperature, pressure, vibration, moisture, and more.

Advanced [industrial IoT platforms](https://www.rayven.io/iot-platform), (such as [Rayven's platform](https://www.rayven.io/rayven-platform)), are capable of handling data from multiple sources in real-time; key to this is their interoperability and integrations, as well as the ability to easily configure and display in simple, always accessible, dashboards and reports.

The right kind of data to use in [IIoT](https://www.rayven.io/industrial-applications) will depend on the specific use case and requirements of the organisation. For example, if an organisation is looking to improve production efficiency, then machine data and process data would be the most relevant. If an organisation is looking to improve maintenance operations, then maintenance data coupled with real-time asset performance data would be the most relevant.

### What to consider.

It is therefore important to consider the data that is most relevant to the specific use case and requirements of the organisation, and ensure that the data is accurate, complete and relevant to the specific use case. Rayven provides prebuilt [IoT solutions](https://www.rayven.io/prebuilt-iot-solutions) that comes largely preconfigured (leaving room for you to customise and tailor the parts that matter), meaning that you have a blueprint for the data that you need to collect and much of the hard work in terms of workflows and processing is already set-up for you, including machine learning algorithms.

In summary, the right kind of data to use in industrial IoT depends on the specific use case and requirements of the organisation. Common types of data used in IIoT include machine data, process data, maintenance data, environmental data, business data, and sensor data. It's important to consider the data that is most relevant to the specific use case and requirements of the organisation and ensure that the data is accurate, complete and relevant to the specific use case.

[Speak to us](https://www.rayven.io/contact) today to find out more, get some free expert advice, and discover how to get started faster.

#### Tags

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

#### Author

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

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

#### Share

<http://www.facebook.com/sharer/sharer.php?u=https://www.rayven.io/blog/whats-the-right-kind-of-data-to-use-in-industrial-iot> <https://twitter.com/intent/tweet?url=https://www.rayven.io/blog/whats-the-right-kind-of-data-to-use-in-industrial-iot&text=What's%20the%20right%20kind%20of%20data%20to%20use%20in%20industrial%20IoT> <http://www.linkedin.com/shareArticle?mini=true&url=https://www.rayven.io/blog/whats-the-right-kind-of-data-to-use-in-industrial-iot>

### Explore further related content:

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

Blogs

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

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

<https://www.rayven.io/blog/what-role-does-data-play-in-industrial-iot>

Blogs

## [What role does data play in industrial IoT?](https://www.rayven.io/blog/what-role-does-data-play-in-industrial-iot)

 Data plays a critical role in industrial IoT (IIoT or industrial internet of things) as it is the foundation upon which IIoT systems operate and real-time...[Read More](https://www.rayven.io/blog/what-role-does-data-play-in-industrial-iot)

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

Blogs

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

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

## See Rayven in action

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

<https://www.rayven.io>

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

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

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

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

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

 

<https://www.rayven.io/blog/whats-the-right-kind-of-data-to-use-in-industrial-iot#body> 

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

```json
{
  "@context" : "https://schema.org",
  "@type" : "BlogPosting",
  "author" : {
    "@type" : "Person",
    "name" : "Rayven",
    "url" : "https://www.rayven.io/blog/author/rayven"
  },
  "dateModified" : "2025-06-17T05:52:15.470Z",
  "datePublished" : "2023-02-13T02:50:37.000Z",
  "headline" : "The Right Data for IoT | Rayven",
  "image" : [ "https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Website%20Images/Rayven%20Blogs%20Images/Abstract-Net.jpg" ],
  "mainEntityOfPage" : {
    "@id" : "https://www.rayven.io/blog/whats-the-right-kind-of-data-to-use-in-industrial-iot",
    "@type" : "WebPage"
  },
  "publisher" : {
    "@type" : "Organization",
    "logo" : {
      "@type" : "ImageObject",
      "url" : "https://www.rayven.io/hubfs/Ravyen%20Transparent%201390x426.png"
    },
    "name" : "Rayven.io"
  }
}
```

```json
{
  "@context" : "https://schema.org",
  "@id" : "https://www.rayven.io/#organization",
  "@type" : "Organization",
  "areaServed" : [ {
    "@type" : "Country",
    "name" : "Australia"
  }, {
    "@type" : "Country",
    "name" : "New Zealand"
  }, {
    "@type" : "Country",
    "name" : "United States"
  }, {
    "@type" : "Country",
    "name" : "United Kingdom"
  }, {
    "@type" : "Place",
    "name" : "Global"
  } ],
  "contactPoint" : {
    "@type" : "ContactPoint",
    "availableLanguage" : [ "English" ],
    "contactType" : "sales",
    "url" : "https://www.rayven.io/book-demo"
  },
  "description" : "Rayven is the unified platform plus services company that builds, deploys and supports custom operational software, real-time data processing, automation and AI for businesses. One platform, configured with AI, deployable anywhere.",
  "foundingDate" : "2017",
  "image" : "https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Fav%20Icons/OG%20Image.webp",
  "knowsAbout" : [ "Custom operational software", "Real-time data processing", "Workflow automation", "Predictive AI and machine learning", "Generative AI and AI agents", "Conversational analytics", "IoT integration", "SCADA and OT integration", "Enterprise data integration", "White-label SaaS platforms", "Multi-deployment cloud, on-premise and edge" ],
  "logo" : {
    "@type" : "ImageObject",
    "height" : 426,
    "url" : "https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Logos/Ravyen%20Transparent%201390x426-1.png",
    "width" : 1390
  },
  "name" : "Rayven",
  "sameAs" : [ "https://www.linkedin.com/company/RayvenIoT", "https://x.com/RayvenIOT", "https://www.facebook.com/RayvenIoT/" ],
  "slogan" : "Operational software for an AI-powered world.",
  "url" : "https://www.rayven.io"
}
```

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

```json
{
  "@context" : "https://schema.org",
  "@id" : "https://www.rayven.io/blog/whats-the-right-kind-of-data-to-use-in-industrial-iot#breadcrumb",
  "@type" : "BreadcrumbList",
  "itemListElement" : [ {
    "@type" : "ListItem",
    "item" : "https://www.rayven.io",
    "name" : "Home",
    "position" : 1
  }, {
    "@type" : "ListItem",
    "item" : "https://www.rayven.io/blog",
    "name" : "Blog",
    "position" : 2
  }, {
    "@type" : "ListItem",
    "item" : "https://www.rayven.io/blog/whats-the-right-kind-of-data-to-use-in-industrial-iot",
    "name" : "The Right Data for IoT",
    "position" : 3
  } ]
}
```

```json
{
  "@context" : "https://schema.org",
  "@id" : "https://www.rayven.io/blog/whats-the-right-kind-of-data-to-use-in-industrial-iot#webpage",
  "@type" : "WebPage",
  "about" : {
    "@id" : "https://www.rayven.io/#organization"
  },
  "breadcrumb" : {
    "@id" : "https://www.rayven.io/blog/whats-the-right-kind-of-data-to-use-in-industrial-iot#breadcrumb"
  },
  "inLanguage" : "en-AU",
  "isPartOf" : {
    "@id" : "https://www.rayven.io/#website"
  },
  "name" : "The Right Data for IoT | Rayven",
  "url" : "https://www.rayven.io/blog/whats-the-right-kind-of-data-to-use-in-industrial-iot"
}
```

```json
{
  "@context" : "https://schema.org",
  "@id" : "https://www.rayven.io/blog/whats-the-right-kind-of-data-to-use-in-industrial-iot#blogposting",
  "@type" : "BlogPosting",
  "author" : {
    "@type" : "Person",
    "name" : "Rayven",
    "worksFor" : {
      "@id" : "https://www.rayven.io/#organization"
    }
  },
  "dateModified" : "",
  "datePublished" : "",
  "description" : "Discover the key types of data crucial for industrial IoT success and how to choose the right data for your specific use case with our comprehensive guide.",
  "headline" : "The Right Data for IoT",
  "image" : "https://8302174.fs1.hubspotusercontent-na1.net/hubfs/8302174/000%20-%20Rayven/Rayven%20Website%20Images/Rayven%20Blogs%20Images/Abstract-Net.jpg",
  "isPartOf" : {
    "@id" : "https://www.rayven.io/blog/whats-the-right-kind-of-data-to-use-in-industrial-iot#webpage"
  },
  "mainEntityOfPage" : {
    "@id" : "https://www.rayven.io/blog/whats-the-right-kind-of-data-to-use-in-industrial-iot#webpage"
  },
  "publisher" : {
    "@id" : "https://www.rayven.io/#organization"
  }
}
```