---
title: How to improve HVAC Performance Management | Rayven
description: Improve HVAC performance with IoT, ML, and AI, simply. Improve efficiency, reduce costs, and enhance safety with real-time data and automated processes.
image: https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Website%20Images/Rayven%20Blogs%20Images/Mechanical-Services.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)

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

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**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=AVxigLLb1w3owiciXhUbniugRaFighvwPewWj0osSuWnB%2F%2B9wffAu3DgObsRaPz4aXH7RFry8VeNAjSikKF1v%2BBi10HzFstpIF33iCjYNtgebCZuuFx9bt8YvKUglRydZQkusQPATQ%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=AVxigLLb1w3owiciXhUbniugRaFighvwPewWj0osSuWnB%2F%2B9wffAu3DgObsRaPz4aXH7RFry8VeNAjSikKF1v%2BBi10HzFstpIF33iCjYNtgebCZuuFx9bt8YvKUglRydZQkusQPATQ%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=AVxigLLexhSmTeGwLzpb7Ayx%2FiLOzd%2FyOC98b8wSaKTcva6j%2F%2FBmyzmxTDs8hn8Dklm10XHU%2Ftg9RbfarvJgqzLhPe9HHAPqRvcXBpy0XrHEWS7uNYyJq0iCLzFEek%2FKy85mtmm9SLBNTH%2Fwe3CKmNKi1qV64pzS2lwYZRyiQQ6HIMEX22uWEbFjyn6L%2BZzT%2FonT5oRi7DLMifSGuAk7L7ka0A%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=AVxigLLKAm9H34dF60xMg7yse57l2zOm0VAE6dmUX%2FrKGjWTGK%2B3bGalx7EUsjASmNZChSOCi1FGRsLNI4Vn6geUH6M%2BnSkxS6p6LkXmwzhx3vzqHgH9h193sG3EGYWQzSVd6NFCBsuXerL76078NO4Pl5L5pm2jmXAubwsp9S8XRxrESpIjFTHs0er199QI%2FGLk%2FrDWMli%2FakgTeg%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=AVxigLKUO3h3XYC%2FClW1CzBfI1TAiE1F42FUMulkoyqW5zk4VBY6YPK%2FOW%2B3WOH1LNJcaC1CVZdITHglZMhSaVAck3xdLq6J%2Fr6Z7PUYfB26kwGWIMKx7d6A1mQaRFlA8JNaISTwREum2%2Fc3bQBN8QfJtgKjzFRf2%2B2K4fkT4rmmc9QweZPiulYYQY3x717jvQdybCtOL8QClCUdNw%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=AVxigLK7C9wjByhQWGITnu4l7AD4cVlYWmtJ8BeWCa8kQyZTEup7JnUR7ZqgkcWWzE3YxcSdz43u1zahwv20mh53q%2Bz7AEQQEffs%2Fewb0uqEsZbrClQLEHGY%2F9FLkk8DSF%2B7jGUxiBTJJ6iIebzftw4q7w3Ll7amtxKvC7Yj27zfnMQkY7Py9klYLJmGKvz6jc1jQfO6yeGI7F%2BIorV8eU7j%2BJU%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=AVxigLKxIO%2F6T9D8Li7v8B9kw8ENb%2Fhm4Nm%2FKesjyC2fnvBQYc0IAi7MZZQFPPGd6F7eVM%2BlUbsEFrC2wqWfcj4IVtOwaAprcLnaKtQjjVwsTooND%2Be%2BBbQA9kCW51Kqf1lGdyBMzRiLrqngzVD7yoAAepLsyYwdHkA7rf3AfOfHtwgkiVwFWPtDhIVh2EMxtXo3vhhPvoxTYegBDf9mdik%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=AVxigLJ0%2FZF43HHqH67SQ0UVoFhECEoiDJX8VTmbNWmyJ%2BctBjOsoIyt92fCLb0IeBznQJ%2FXLcJrCtR7CKRKEMJ0HroxVqNPWZou1h2Iqjjb4GeywZEpMZvE2%2BjHc%2BTE9fvrrbbQROxVWMTvxGefkmWwxsD7fTGVVqjOVWeZMyouxLJR7xSHwfuRNbf%2BOhPFmaN5SbJ0ny9Sc7lWteGVGQolAIOUGg%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=AVxigLLk5imxoVjhvKsDhoPqdOwGcJhsR7PqbaKiXYzEeS6sVzeMZdQkyH5OYK5ULM7y4ACkZDc%2FZ6VZIWDn0TA5GOXF7%2FXsh1kdx%2BhesXrzuLys0IKztbUVKMHijZrRteQP7odNi6IAMKwBjvcmrgU2uKSuGxkoB2cH7RNZN3u%2FfKm7xSDOi3MjCS%2F%2FQ04G2UcsOked88wfBq2PtIW5qqsYyv5ml7I%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=AVxigLJvjsGzeOj3%2BSaCYm45NzIQRIwUo3ZQniqdyI4IIKkCnDJz6VkgPYLcFjEOopiUIupdpJccSrVGcRJvojZijT7mo2EgBd7nXy7nTbB8lSk%2F6ltp0oXfC05ir3zp%2ByHxTJsO6dzZQEHbqoUswQ8J1XwVjifuBCU%2FjTbGfvCi0yOdyuToWzqWdr69D8Oc0KeRU13kYxK0lJzKEZhKyPOW5LA%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=AVxigLJppFVNFrXkefCUTzRBQ5FqBjq5l2lxPQLdR6XLTeJc5GGk1%2Flq77S3Ko5lFPpsdLGBZFWwafh%2BniTjTkTHfr7uOBIc2Z9MKacQjxVtVo6hvVN2otZlos%2FiSJjmW70CiAau51Bl%2BrDGXF18SAnjvynTgfmAlIBdy87YdcIYQ4XMTtt4SOz2HR088rRODqanTt8ilkQ%2FdTsA2OFDTUDJAQ%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=AVxigLKKtKos%2Fd08COjO7Bn0CjFnGl%2BC93kJ99TFLlIquW2gz5X12lLVSSXwiz1XeFmxAHdpdHY9ZIVQv5FqPl%2F7JrA8xqlHnvWs4L6nhBY%2BMVfQV5zhQZpZF0GTwpuvQMqK2xIeTM0SnQU3FugmRI18IZz0xqeJJlOoKMfIZQxe6%2Fih5qWWgH1kgWYFCHWsYaG3FFLmZ%2BIvj6omWBcJyrkhKegUTKZw7Q0qJZTIrGkLdqt2Rw%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=AVxigLJ8hI4CR0wZdf62YPLKpSqBb6hrwM%2BP%2FtPF8eY4m8TREcO95kfAsrmDXQGbWc4K7pxPL%2BZEkqhDq2g%2BdR3Se%2FhCOAQiLh%2B5v6QEgVnehCn%2BuaT%2BCZR0OsyoGr8UW0Xuv5HlqHAeb4TBn4%2Fv8dI2mKqxsJPCpHwOTF25hnW3qqpWokGJoLBYoAbelZtFziXljuUajH9Ay6wonI74h%2F%2FCuMwU&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=AVxigLLozj3Zg7lP3zMDC%2FmIcv1hqb%2B0Xq5LPC4MRm0eOAAiZ5sW2m8XuUa4wRfuzsweIbKRRXtVSBlFoB%2B2vASe5FjaZ6gb95t6D13WTnNESrxXKr8%2Fw7xf23xfRQ%2FYv%2BUDqBITJPEeBfKcym5GmBw%2Fwa4Hb9ITzr87SUHuB4xgzfu%2BFX4vw3pRO7SlWm6u47Zxm5Cwt%2FkE1iigvGesJLvznxXa8g%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=AVxigLLAFWhF3UJ8ia2sRdRpsURvHzF5yN1wf2wK%2BTMJ5nsT52tKlYhbJNte5r4yD1Wr5nqMXia1hLcujEvdPnnGmgBdPpkM5FKril%2BGRjtjdBn5MSiqDvU5bOq4Dvh%2B%2BmpFCxiUt%2FKFGXEppIAeYrvz8ARg6Kmq37kG6WtSDCZ%2F7vF%2FLD5q%2BA2l9o5oDudTx%2BlE%2BP%2F%2BQTNQV8%2Bpohg0o0RvFdj4IBbZRs0%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=AVxigLIti%2FOBhOb6IzgYilCEbGmQJfg55QJSqP77WlfFun7iEGg4Ls1oKrlvpBIYrJx2544snRj6fgtyZY3P5wbT5qYKcxhJ50M1vaodSNfPHeOblKsTlfMMN%2Fwnx002YVagvPmYnhL1Lp01ub8GqQAdgOp1Nb%2FgJH948PXbVQ0Hy%2FzwykOFw3fiyvkTnI2wfU6xlytLFH64jZJ0NrET5Az2SfA%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=AVxigLKcdUMbUE9A140RJWptPZuvDd4cMrqq9UpGEPwf8PDitA%2F4jexrtwbn8r4B0avjdgtTtyD9NpMfg7Y%2BxgWGlDQc4yqJLgrDqB8uJ3gRs%2Bd7WsFpW6OiD%2BR5yC65z2xbV9M5WDJGmUNgLOJNJZD38rrfIDcNd3uOy%2FOyt4EQ4nTxSnhc8JYuBhKvAmJ9uyaCtwGlec7NqMJhL1o%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=AVxigLJaQkq4CnVF0cbBG4GU1BDvE08sKl7h%2BqtCUJjapyE2%2FcCkxax5rTvcdg%2Fa4hSlxdRISCmBhMpHbS3YB90VCI8bV7UfxPscWxjK9Etd1TXsk%2BwVi%2Fw8xmRymNaEZLNr0vZpYhwy9WnZ9hrVroMenWa7B0sFWlvwr4QRJIveS%2Byw9wkPcXWzrEsrEQlKwoU6ATKEFw%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=AVxigLKzb9E0I2bFVnK7YDsaHbp3QQgpdVBhAfMwmhtGk6sPEXs9ep7dmb4T7pkvGj0ATekJnhVwsv81icjspJnnvJ157ryROLWq46wgRBpgrHOEfIlbBdLJEbvzgqzXHgT4U3%2FCkwC7nAiN%2FfXB8MNGS1Cv8uKZLhvPT5ft1ONMPVJidnoISypsa%2FRee2a9paG68pDv&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=AVxigLLxhNlCRdtS2uZOsUgPO8DUFwMx%2B%2F%2Bes1Q%2FeYE6D3RW%2F0%2B3YJH8uz%2FAFMztDEPbziuOE2zA8KAeABYq%2FUOjIwGoBYsL1Zhoj%2FvZQeg%2BsNZV6iBL%2BSt6Y%2FYr8LAVSDtli7dLhZpP8CWibUn%2Bmnp7mItD5prNFzAiq3Djf4oWz05%2BNirXZJLXlzEINraWGO6NF%2FSy%2B5EGVrB%2B%2Fw%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=AVxigLLJ0mtazPIJHcMX5WXiSDptji8Eb93X1UZgQO5XyHfvyQkvgOqpCt%2BurEMPRlbMbMy6clMMs9tfNiTLBdxE%2Fn2atk36Rl0ElGeEk2w0se3K7mQkKG9knhYMXmDC0ocgVf1kyhPfm2zRA7Go7RPessTOpl3ZYAffnSpyuSQBNQdBLG3%2FXCYsswRHa5xEHnwFwBdGk9gS%2BZdEtQL7IhWzdJ37XucYh1w%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=AVxigLJ0KAAUTnvBiRZXz1k56IIAvsCWjWHRGaguOcG9IPNStcrmIVuiM24b4ODq%2B9FzNVD4p1vX2kyVWbP7jG%2F3nseOOVpctHVC7DadXrvG0yBPYyazVqLKdEkVaVTaqlxp%2B1oaTHTcO1NeV0yTjIspThN87oBQSUoEIYvbKd5940BlWAgtxZXUYEjcUV2SsM2lAW3hUYlzKjPVgfeyEbgdHuguITzSA7%2FBkq4%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=AVxigLJ4rhd%2BIhtC2lsnOasfwvE8tjtybzZFclhTxEH1kMORi%2FWnrk7aI6b5Hj15gTsixIY0nu7iREoE7ztJ9SahejXSosV4M7QyD0PvaeD6ff7w7GQL7OOy6JszygsdMsbfNvAuSuZETIaRPbsY0biju1%2Bu3%2BbLx6uNoS8%2BCmEbMPprmPuVl0EE95AV4AfoXA%2FNPHu4dDaA1cIBZTAedOP5PYwn0%2FMiQeA%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=AVxigLLxhNlCRdtS2uZOsUgPO8DUFwMx%2B%2F%2Bes1Q%2FeYE6D3RW%2F0%2B3YJH8uz%2FAFMztDEPbziuOE2zA8KAeABYq%2FUOjIwGoBYsL1Zhoj%2FvZQeg%2BsNZV6iBL%2BSt6Y%2FYr8LAVSDtli7dLhZpP8CWibUn%2Bmnp7mItD5prNFzAiq3Djf4oWz05%2BNirXZJLXlzEINraWGO6NF%2FSy%2B5EGVrB%2B%2Fw%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=AVxigLLoDbmupfES3h1iMZebZdVHhPxLZ2SS%2F%2Fg6q03mzzbnXryc%2FbJsKiRW9kqYRGisAclhBXWXPN5TWk1SOsmcIHW4ZvvrXzqxH3USGaNf3XuH6%2B6BfZ7uqBogAOvGqWWkaOBEngbFU265zsU0XKEYVt9%2FZIG19AeUIo0EyxbHn5lXGFqbzS2RE%2F1v9vhHsa2E%2B8sHVES0%2B2SffRoMkEg%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=AVxigLIO5ZQ9ieKB%2F2CmWDtuYlGhpRwK%2BXCVBA0IcFKbOzQyp8S50mS5pJRXx%2B0eJICUoAAzzn8QcSmPKwCVW5BwUyOgoANiS2VQtPVs09b9HjRdD6tO1RDSlIRKr971sFvR0Ya2bdrOA3RrWgjK3Ya7mIpj3GGAD9V84EpZkMKcW9SqBA%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=AVxigLKtn%2FGLLl%2Fp6At%2FitWfhrTt7M2r0z7kFI7UszWOWwD7KAhS4rmdk59DtgCfJ1WMLwjcm12xqDHr4qF5v4nni4hta4bKq%2BaMz9u3DbETA544Q8w75hrM5ISwI6V%2FmtIMw%2FhL3Cvpm%2BqmBQKvG9Hd%2BA711N1dUhjWavBPsE9Snd9XUYSTU%2Fv%2FWdO4IGyNvw%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=AVxigLIoVtWypiEa4dkA62xslLlFJ9jTwTVqJHa47Gaj5%2BK6EIKhWPM64cm%2BJPXZhpe%2BGrRyGXRNOm3b0gYyUrnsXly08VFlRrf1kP2HdusJxTvswIT8HblYUXER2tE6p%2F3O65limTaD3q%2FpqmsQuFbcBRDOoRdpoEmGA77IU2qh&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=AVxigLJ68%2FkoKw5iA8BVT7f1L0m6HVVvjYkElZLvo1EGhOI3qiPfW%2FfY9YU3oFgvXQCTAloqUoecuHk0QJvOVkNzbIO5sCVfmfSG%2Bld0AsluqBKYMjxBsvOt3HSzJTmiOFjMUTY8zrMNvxGKOFJVySKDcSeeQR3YedkevTCSFoX6ehJXWhJBRHs26%2F%2BwuQ%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=AVxigLLkICbYPlDPB4O2wfLbbvpUUwHu0SG5QWP2%2BMSyAp%2FsXXSkCti%2FfVdkjrWJHSo3uxotfDL2WSoYsinmaacLfpWaWPVdI1VrmAVIf%2Fg4CXIZc%2Fwoq3GhQa%2FkFm%2B15QZE1pQnpN2BKKGP5P3KdxeCmyo9FCEIpRopXoQPEj71%2B3xL2B6jGsONuVz1TT7B4Ioi9e0HOW5Vyw%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=AVxigLLT1CG1af92PWIbyYOD6IwqLrcmesS68xpOkCr6%2F0%2F7Lir3Rxl8B1nQspiST2MyWrZ999nIVl5gLYSm44MxWUA0wp8XuljqIHcKMWPw9Iv0HbEv%2B1D%2BOQ8gCuDmBIkzrSzjCIH5ovc7MRA7GRkOjafI5mlUUnuSQ70iVu6M6aQ3gLM4Cl1aMUJA%2Fw%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)

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Overview

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Library

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

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

Our Company

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

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

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[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKXmdJw4F8pyPU0Qn2AutPCbhnzZFF4mjGJYVY%2F26z7m7NC9m1ZiHUlzMHUlXlE65l0QpPrr5bufXWFX4E1AkSSDVxSCP8YIZxeWzlmARIWLTzHZzKnS9EHkOysn9s61jU8apFOpRyvnjwAygj572%2BOWrH5t4NlTZtkpB2baFKG&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=AVxigLK7dGWNgl1Mu5TbOSUJRv4U3W0%2FIPs%2Fp2pwKM1s20OJyoBAdpvf%2FTtTRyJLGMFcEZQk63mfENygZkA1QJfgXeU3cZ3rP2eiTi9%2BNCvwQEWn8MMcZdl8VcFxJlioj8koW63DlLQ2HCIz3rc2vsXL1fktH0oJqENCf8JYdwUfyReUJUvKj%2Bc5hTTSV3WALolXCA%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=AVxigLLb1w3owiciXhUbniugRaFighvwPewWj0osSuWnB%2F%2B9wffAu3DgObsRaPz4aXH7RFry8VeNAjSikKF1v%2BBi10HzFstpIF33iCjYNtgebCZuuFx9bt8YvKUglRydZQkusQPATQ%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=AVxigLLb1w3owiciXhUbniugRaFighvwPewWj0osSuWnB%2F%2B9wffAu3DgObsRaPz4aXH7RFry8VeNAjSikKF1v%2BBi10HzFstpIF33iCjYNtgebCZuuFx9bt8YvKUglRydZQkusQPATQ%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=AVxigLLexhSmTeGwLzpb7Ayx%2FiLOzd%2FyOC98b8wSaKTcva6j%2F%2FBmyzmxTDs8hn8Dklm10XHU%2Ftg9RbfarvJgqzLhPe9HHAPqRvcXBpy0XrHEWS7uNYyJq0iCLzFEek%2FKy85mtmm9SLBNTH%2Fwe3CKmNKi1qV64pzS2lwYZRyiQQ6HIMEX22uWEbFjyn6L%2BZzT%2FonT5oRi7DLMifSGuAk7L7ka0A%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=AVxigLLKAm9H34dF60xMg7yse57l2zOm0VAE6dmUX%2FrKGjWTGK%2B3bGalx7EUsjASmNZChSOCi1FGRsLNI4Vn6geUH6M%2BnSkxS6p6LkXmwzhx3vzqHgH9h193sG3EGYWQzSVd6NFCBsuXerL76078NO4Pl5L5pm2jmXAubwsp9S8XRxrESpIjFTHs0er199QI%2FGLk%2FrDWMli%2FakgTeg%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=AVxigLKUO3h3XYC%2FClW1CzBfI1TAiE1F42FUMulkoyqW5zk4VBY6YPK%2FOW%2B3WOH1LNJcaC1CVZdITHglZMhSaVAck3xdLq6J%2Fr6Z7PUYfB26kwGWIMKx7d6A1mQaRFlA8JNaISTwREum2%2Fc3bQBN8QfJtgKjzFRf2%2B2K4fkT4rmmc9QweZPiulYYQY3x717jvQdybCtOL8QClCUdNw%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=AVxigLK7C9wjByhQWGITnu4l7AD4cVlYWmtJ8BeWCa8kQyZTEup7JnUR7ZqgkcWWzE3YxcSdz43u1zahwv20mh53q%2Bz7AEQQEffs%2Fewb0uqEsZbrClQLEHGY%2F9FLkk8DSF%2B7jGUxiBTJJ6iIebzftw4q7w3Ll7amtxKvC7Yj27zfnMQkY7Py9klYLJmGKvz6jc1jQfO6yeGI7F%2BIorV8eU7j%2BJU%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=AVxigLKxIO%2F6T9D8Li7v8B9kw8ENb%2Fhm4Nm%2FKesjyC2fnvBQYc0IAi7MZZQFPPGd6F7eVM%2BlUbsEFrC2wqWfcj4IVtOwaAprcLnaKtQjjVwsTooND%2Be%2BBbQA9kCW51Kqf1lGdyBMzRiLrqngzVD7yoAAepLsyYwdHkA7rf3AfOfHtwgkiVwFWPtDhIVh2EMxtXo3vhhPvoxTYegBDf9mdik%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=AVxigLJ0%2FZF43HHqH67SQ0UVoFhECEoiDJX8VTmbNWmyJ%2BctBjOsoIyt92fCLb0IeBznQJ%2FXLcJrCtR7CKRKEMJ0HroxVqNPWZou1h2Iqjjb4GeywZEpMZvE2%2BjHc%2BTE9fvrrbbQROxVWMTvxGefkmWwxsD7fTGVVqjOVWeZMyouxLJR7xSHwfuRNbf%2BOhPFmaN5SbJ0ny9Sc7lWteGVGQolAIOUGg%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=AVxigLLk5imxoVjhvKsDhoPqdOwGcJhsR7PqbaKiXYzEeS6sVzeMZdQkyH5OYK5ULM7y4ACkZDc%2FZ6VZIWDn0TA5GOXF7%2FXsh1kdx%2BhesXrzuLys0IKztbUVKMHijZrRteQP7odNi6IAMKwBjvcmrgU2uKSuGxkoB2cH7RNZN3u%2FfKm7xSDOi3MjCS%2F%2FQ04G2UcsOked88wfBq2PtIW5qqsYyv5ml7I%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=AVxigLJvjsGzeOj3%2BSaCYm45NzIQRIwUo3ZQniqdyI4IIKkCnDJz6VkgPYLcFjEOopiUIupdpJccSrVGcRJvojZijT7mo2EgBd7nXy7nTbB8lSk%2F6ltp0oXfC05ir3zp%2ByHxTJsO6dzZQEHbqoUswQ8J1XwVjifuBCU%2FjTbGfvCi0yOdyuToWzqWdr69D8Oc0KeRU13kYxK0lJzKEZhKyPOW5LA%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=AVxigLJppFVNFrXkefCUTzRBQ5FqBjq5l2lxPQLdR6XLTeJc5GGk1%2Flq77S3Ko5lFPpsdLGBZFWwafh%2BniTjTkTHfr7uOBIc2Z9MKacQjxVtVo6hvVN2otZlos%2FiSJjmW70CiAau51Bl%2BrDGXF18SAnjvynTgfmAlIBdy87YdcIYQ4XMTtt4SOz2HR088rRODqanTt8ilkQ%2FdTsA2OFDTUDJAQ%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=AVxigLKKtKos%2Fd08COjO7Bn0CjFnGl%2BC93kJ99TFLlIquW2gz5X12lLVSSXwiz1XeFmxAHdpdHY9ZIVQv5FqPl%2F7JrA8xqlHnvWs4L6nhBY%2BMVfQV5zhQZpZF0GTwpuvQMqK2xIeTM0SnQU3FugmRI18IZz0xqeJJlOoKMfIZQxe6%2Fih5qWWgH1kgWYFCHWsYaG3FFLmZ%2BIvj6omWBcJyrkhKegUTKZw7Q0qJZTIrGkLdqt2Rw%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=AVxigLJ8hI4CR0wZdf62YPLKpSqBb6hrwM%2BP%2FtPF8eY4m8TREcO95kfAsrmDXQGbWc4K7pxPL%2BZEkqhDq2g%2BdR3Se%2FhCOAQiLh%2B5v6QEgVnehCn%2BuaT%2BCZR0OsyoGr8UW0Xuv5HlqHAeb4TBn4%2Fv8dI2mKqxsJPCpHwOTF25hnW3qqpWokGJoLBYoAbelZtFziXljuUajH9Ay6wonI74h%2F%2FCuMwU&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=AVxigLLozj3Zg7lP3zMDC%2FmIcv1hqb%2B0Xq5LPC4MRm0eOAAiZ5sW2m8XuUa4wRfuzsweIbKRRXtVSBlFoB%2B2vASe5FjaZ6gb95t6D13WTnNESrxXKr8%2Fw7xf23xfRQ%2FYv%2BUDqBITJPEeBfKcym5GmBw%2Fwa4Hb9ITzr87SUHuB4xgzfu%2BFX4vw3pRO7SlWm6u47Zxm5Cwt%2FkE1iigvGesJLvznxXa8g%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=AVxigLLAFWhF3UJ8ia2sRdRpsURvHzF5yN1wf2wK%2BTMJ5nsT52tKlYhbJNte5r4yD1Wr5nqMXia1hLcujEvdPnnGmgBdPpkM5FKril%2BGRjtjdBn5MSiqDvU5bOq4Dvh%2B%2BmpFCxiUt%2FKFGXEppIAeYrvz8ARg6Kmq37kG6WtSDCZ%2F7vF%2FLD5q%2BA2l9o5oDudTx%2BlE%2BP%2F%2BQTNQV8%2Bpohg0o0RvFdj4IBbZRs0%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=AVxigLIti%2FOBhOb6IzgYilCEbGmQJfg55QJSqP77WlfFun7iEGg4Ls1oKrlvpBIYrJx2544snRj6fgtyZY3P5wbT5qYKcxhJ50M1vaodSNfPHeOblKsTlfMMN%2Fwnx002YVagvPmYnhL1Lp01ub8GqQAdgOp1Nb%2FgJH948PXbVQ0Hy%2FzwykOFw3fiyvkTnI2wfU6xlytLFH64jZJ0NrET5Az2SfA%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=AVxigLKcdUMbUE9A140RJWptPZuvDd4cMrqq9UpGEPwf8PDitA%2F4jexrtwbn8r4B0avjdgtTtyD9NpMfg7Y%2BxgWGlDQc4yqJLgrDqB8uJ3gRs%2Bd7WsFpW6OiD%2BR5yC65z2xbV9M5WDJGmUNgLOJNJZD38rrfIDcNd3uOy%2FOyt4EQ4nTxSnhc8JYuBhKvAmJ9uyaCtwGlec7NqMJhL1o%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=AVxigLJaQkq4CnVF0cbBG4GU1BDvE08sKl7h%2BqtCUJjapyE2%2FcCkxax5rTvcdg%2Fa4hSlxdRISCmBhMpHbS3YB90VCI8bV7UfxPscWxjK9Etd1TXsk%2BwVi%2Fw8xmRymNaEZLNr0vZpYhwy9WnZ9hrVroMenWa7B0sFWlvwr4QRJIveS%2Byw9wkPcXWzrEsrEQlKwoU6ATKEFw%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=AVxigLKzb9E0I2bFVnK7YDsaHbp3QQgpdVBhAfMwmhtGk6sPEXs9ep7dmb4T7pkvGj0ATekJnhVwsv81icjspJnnvJ157ryROLWq46wgRBpgrHOEfIlbBdLJEbvzgqzXHgT4U3%2FCkwC7nAiN%2FfXB8MNGS1Cv8uKZLhvPT5ft1ONMPVJidnoISypsa%2FRee2a9paG68pDv&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=AVxigLLxhNlCRdtS2uZOsUgPO8DUFwMx%2B%2F%2Bes1Q%2FeYE6D3RW%2F0%2B3YJH8uz%2FAFMztDEPbziuOE2zA8KAeABYq%2FUOjIwGoBYsL1Zhoj%2FvZQeg%2BsNZV6iBL%2BSt6Y%2FYr8LAVSDtli7dLhZpP8CWibUn%2Bmnp7mItD5prNFzAiq3Djf4oWz05%2BNirXZJLXlzEINraWGO6NF%2FSy%2B5EGVrB%2B%2Fw%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=AVxigLLJ0mtazPIJHcMX5WXiSDptji8Eb93X1UZgQO5XyHfvyQkvgOqpCt%2BurEMPRlbMbMy6clMMs9tfNiTLBdxE%2Fn2atk36Rl0ElGeEk2w0se3K7mQkKG9knhYMXmDC0ocgVf1kyhPfm2zRA7Go7RPessTOpl3ZYAffnSpyuSQBNQdBLG3%2FXCYsswRHa5xEHnwFwBdGk9gS%2BZdEtQL7IhWzdJ37XucYh1w%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=AVxigLJ0KAAUTnvBiRZXz1k56IIAvsCWjWHRGaguOcG9IPNStcrmIVuiM24b4ODq%2B9FzNVD4p1vX2kyVWbP7jG%2F3nseOOVpctHVC7DadXrvG0yBPYyazVqLKdEkVaVTaqlxp%2B1oaTHTcO1NeV0yTjIspThN87oBQSUoEIYvbKd5940BlWAgtxZXUYEjcUV2SsM2lAW3hUYlzKjPVgfeyEbgdHuguITzSA7%2FBkq4%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=AVxigLJ4rhd%2BIhtC2lsnOasfwvE8tjtybzZFclhTxEH1kMORi%2FWnrk7aI6b5Hj15gTsixIY0nu7iREoE7ztJ9SahejXSosV4M7QyD0PvaeD6ff7w7GQL7OOy6JszygsdMsbfNvAuSuZETIaRPbsY0biju1%2Bu3%2BbLx6uNoS8%2BCmEbMPprmPuVl0EE95AV4AfoXA%2FNPHu4dDaA1cIBZTAedOP5PYwn0%2FMiQeA%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=AVxigLLxhNlCRdtS2uZOsUgPO8DUFwMx%2B%2F%2Bes1Q%2FeYE6D3RW%2F0%2B3YJH8uz%2FAFMztDEPbziuOE2zA8KAeABYq%2FUOjIwGoBYsL1Zhoj%2FvZQeg%2BsNZV6iBL%2BSt6Y%2FYr8LAVSDtli7dLhZpP8CWibUn%2Bmnp7mItD5prNFzAiq3Djf4oWz05%2BNirXZJLXlzEINraWGO6NF%2FSy%2B5EGVrB%2B%2Fw%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=AVxigLLoDbmupfES3h1iMZebZdVHhPxLZ2SS%2F%2Fg6q03mzzbnXryc%2FbJsKiRW9kqYRGisAclhBXWXPN5TWk1SOsmcIHW4ZvvrXzqxH3USGaNf3XuH6%2B6BfZ7uqBogAOvGqWWkaOBEngbFU265zsU0XKEYVt9%2FZIG19AeUIo0EyxbHn5lXGFqbzS2RE%2F1v9vhHsa2E%2B8sHVES0%2B2SffRoMkEg%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=AVxigLIO5ZQ9ieKB%2F2CmWDtuYlGhpRwK%2BXCVBA0IcFKbOzQyp8S50mS5pJRXx%2B0eJICUoAAzzn8QcSmPKwCVW5BwUyOgoANiS2VQtPVs09b9HjRdD6tO1RDSlIRKr971sFvR0Ya2bdrOA3RrWgjK3Ya7mIpj3GGAD9V84EpZkMKcW9SqBA%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=AVxigLKtn%2FGLLl%2Fp6At%2FitWfhrTt7M2r0z7kFI7UszWOWwD7KAhS4rmdk59DtgCfJ1WMLwjcm12xqDHr4qF5v4nni4hta4bKq%2BaMz9u3DbETA544Q8w75hrM5ISwI6V%2FmtIMw%2FhL3Cvpm%2BqmBQKvG9Hd%2BA711N1dUhjWavBPsE9Snd9XUYSTU%2Fv%2FWdO4IGyNvw%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=AVxigLIoVtWypiEa4dkA62xslLlFJ9jTwTVqJHa47Gaj5%2BK6EIKhWPM64cm%2BJPXZhpe%2BGrRyGXRNOm3b0gYyUrnsXly08VFlRrf1kP2HdusJxTvswIT8HblYUXER2tE6p%2F3O65limTaD3q%2FpqmsQuFbcBRDOoRdpoEmGA77IU2qh&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=AVxigLJ68%2FkoKw5iA8BVT7f1L0m6HVVvjYkElZLvo1EGhOI3qiPfW%2FfY9YU3oFgvXQCTAloqUoecuHk0QJvOVkNzbIO5sCVfmfSG%2Bld0AsluqBKYMjxBsvOt3HSzJTmiOFjMUTY8zrMNvxGKOFJVySKDcSeeQR3YedkevTCSFoX6ehJXWhJBRHs26%2F%2BwuQ%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=AVxigLLkICbYPlDPB4O2wfLbbvpUUwHu0SG5QWP2%2BMSyAp%2FsXXSkCti%2FfVdkjrWJHSo3uxotfDL2WSoYsinmaacLfpWaWPVdI1VrmAVIf%2Fg4CXIZc%2Fwoq3GhQa%2FkFm%2B15QZE1pQnpN2BKKGP5P3KdxeCmyo9FCEIpRopXoQPEj71%2B3xL2B6jGsONuVz1TT7B4Ioi9e0HOW5Vyw%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=AVxigLLT1CG1af92PWIbyYOD6IwqLrcmesS68xpOkCr6%2F0%2F7Lir3Rxl8B1nQspiST2MyWrZ999nIVl5gLYSm44MxWUA0wp8XuljqIHcKMWPw9Iv0HbEv%2B1D%2BOQ8gCuDmBIkzrSzjCIH5ovc7MRA7GRkOjafI5mlUUnuSQ70iVu6M6aQ3gLM4Cl1aMUJA%2Fw%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=AVxigLKXmdJw4F8pyPU0Qn2AutPCbhnzZFF4mjGJYVY%2F26z7m7NC9m1ZiHUlzMHUlXlE65l0QpPrr5bufXWFX4E1AkSSDVxSCP8YIZxeWzlmARIWLTzHZzKnS9EHkOysn9s61jU8apFOpRyvnjwAygj572%2BOWrH5t4NlTZtkpB2baFKG&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=AVxigLKXmdJw4F8pyPU0Qn2AutPCbhnzZFF4mjGJYVY%2F26z7m7NC9m1ZiHUlzMHUlXlE65l0QpPrr5bufXWFX4E1AkSSDVxSCP8YIZxeWzlmARIWLTzHZzKnS9EHkOysn9s61jU8apFOpRyvnjwAygj572%2BOWrH5t4NlTZtkpB2baFKG&webInteractiveContentId=185823046841&portalId=8302174)

### Set Engagements

[ Agentic AI ](https://www.rayven.io/services/agentic-ai)

**

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[ AI for Accountancy ](https://www.rayven.io/services/ai-accounting-engagement)

**

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[ AI for Financial Services ](https://www.rayven.io/services/ai-financial-services-engagement)

**

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[ AI for Government + Agencies ](https://www.rayven.io/services/ai-government-engagement)

**

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

**

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

**

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

**

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

**

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

**

### Overview

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

**

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

**

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

**

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

**

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### We Partner With

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

**

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

**

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

**

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

**

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

**

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

**

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

**

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

**

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

**

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

**

### Library

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

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

**

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

**

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

**

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

**

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

**

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### Our Company

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

**

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

**

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

**

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

**

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Blogs

# How IoT, machine learning and AI improve HVAC performance management

 Rayven, 14 February 2023

How to improve HVAC Performance Management | Rayven

4:50

The Internet of Things (IoT), Machine Learning (ML), and Artificial Intelligence (AI) technologies have revolutionised the way we manage industrial HVAC systems in buildings and facilities like factories and warehouses. These technologies have enabled us to optimise the performance and efficiency while reducing costs and downtime.

## How IoT, machine learning and AI have improved HVAC management.

Full-stack, low-code [IoT platform](https://www.rayven.io/iot-platform) technology allows businesses to connect HVAC systems to the internet, business systems and other devices, such as sensors, cameras, and control systems.

This creates a network of connected devices that can be monitored and controlled remotely by IoT solutions - the central piece of software that all of this data integrates into - providing real-time data on the performance of HVAC systems. This information can then be used to improve the management, performance and efficiency of HVAC systems, as well as to identify problems before they become major issues.

Advanced IoT solutions built on robust, advanced integrated data, AI + IoT platforms, (such as Rayven), can then leverage inbuilt machine learning and AI capabilities to analyse the data within the IoT solution to provide valuable insights into the current and future performance of HVAC systems. They do this by identifying by using algorithms to identify patterns within Big Data in real-time and then leveraging automation and machine control capabilities to make operational adjustments using human and automation (read AI). This enables HVAC systems to be optimised on an ongoing, ever-improving basis, reducing energy consumption, improving performance, and delivering predictive maintenance capabilities.

## The benefits of IoT, machine learning and AI for HVAC management.

A key advantage of using Industry 4.0 technology for HVAC management is that it gives businesses the capability to reduce energy costs significantly. For many industrial businesses, HVAC represents a very large proportion of its energy consumption, making a notable contribution to costs and, therefore, impacting profitability. The use of IoT, machine learning and AI technologies enables businesses to monitor energy consumption patterns, integrate and leverage 3rd party data (such as weather), as well as building and facility metrics to identify optimal usage patterns and predict necessary machine configurations for certain situations, adjusting them in real-time as circumstances change.

Another benefit of using IoT, machine learning, and AI technologies in industrial HVAC management is that it allows us to automate many of the manual processes that are typically involved in managing these systems. For example, the data collected by IoT devices can be used to automatically adjust HVAC systems in response to changing production schedules, product switchovers, or incidents that occur.

Additionally, these technologies  can be used to identify problems in HVAC systems before they become major issues or catastrophic failures (costing businesses more money and downtime). For example, if a sensor detects a problem or excessive vibrations with the operation of an HVAC system, the data can be analysed using a machine learning algorithm in real-time to determine the root cause of the problem and likely time-to-failure. This information can be used to resolve the issue quickly; guiding repairs and reducing downtime.

Finally, the use of IoT, machine learning, and AI technologies in industrial HVAC management can improve the safety of workers in factories and warehouses. By providing real-time data on the performance of HVAC systems, these technologies can be used to identify potential safety hazards and take appropriate action to resolve them.

### Industry 4.0 technology greatly improves HVAC management: summary.

In conclusion, the integration of IoT, machine learning, and AI technologies into the management of industrial HVAC systems has the potential to revolutionise the way we manage these systems. By providing real-time data in easy-to-use dashboards, automating manual processes, identifying problems before they become major issues, reducing energy costs, IoT solutions with these technologies built into them have the potential to significantly improve the performance and efficiency of HVAC systems while reducing costs and downtime.

Discover more about Rayven's range of prebuilt [HVAC ](https://www.rayven.io/iot-solutions/hvac-monitoring)[solutions - ](https://www.rayven.io/iot-solutions/hvac-monitoring)built on our world-leading [hybrid iPaaS, Data, Workflow Automation, ETL, IoT, ETL, BI, App Development + PaaS platform](https://www.rayven.io/rayven-platform) - and how they can enable your business to improve performance, reduce energy consumption, and predict future needs, simply.<https://www.rayven.io/contact>

[Contact us today](https://www.rayven.io/contact) to find out more.

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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.

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