---
title: AI + IoT | How AI Unlocks the Value of IoT Data | Rayven
description: "Unlock the full potential of your business: discover how AI can analyze IoT data and optimize processes for increased efficiency, cost savings + production"
image: https://www.rayven.io/hubfs/Facility-Aerial.jpg
---

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

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 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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[![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=AVxigLIOxM2kZv%2Bn5gUM0h6dSVJlPM%2BGu7G%2FOOrLK8MGZ3s6JEyq6iektzdt8hmnKMCJ0n8BRqCW%2BQSb3MZmSIOJpC%2BVzhtrVLDLlV3XsyqdX5fKbpHgBWPuwp%2BqyQSIFrICotD7Jw%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=AVxigLIOxM2kZv%2Bn5gUM0h6dSVJlPM%2BGu7G%2FOOrLK8MGZ3s6JEyq6iektzdt8hmnKMCJ0n8BRqCW%2BQSb3MZmSIOJpC%2BVzhtrVLDLlV3XsyqdX5fKbpHgBWPuwp%2BqyQSIFrICotD7Jw%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=AVxigLIDr5K9MDJmVdNgDWsVX%2FJzY1TSpKT34WJOkFXBUQn7oEDMr%2Bjq%2Bw2RXAIRHs%2B5JvigQieezYijPmuac2inXiVTrRreCqfcvXpGRgKOlGi7HN3pcjllYbxsZtAlJlL%2BbtIli0n01%2B0J0HeG15dEXJHg12smJLv6MPxO%2FvTb8QaHupmhZFDRqI%2F%2BJ2chech9k2oIx5cQbLXUHujIMZ2eng%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=AVxigLJ3nCgiHNDrQVsauuYCqH4B6AaHyFajTMnRlLJSBnfSu0PcSe0K%2FVc9MUBI%2BKwuVB1anfERgrB3siVdyRlrrpXHMU%2B72voGv1XiVWa9o%2BlOoPK8q8KHfYwc%2BBzTl%2BbSHuP9pwRPCVxuw%2Ba8IBC2DKHHfk6YnqZj6sw7LB7qTEWOQLK%2BAJR742AUFWUBxDFJu2qiNCR2nnmmJw%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=AVxigLLPDvGDGW7xjzGBkyaLtmOknSuTOsbnyzaPUQyIhkyJtw%2FMlGw6RtpXNbGVQHIi1f3ix%2F4OBQdukL2YK6oxKczOk%2B6oyoqaDvEBRow8le4bVO1NBsY5lzTtZfrZYQzPomBTAwLHXsH%2BDWoy0t2ZBdf1BhrLsAS6KkiSniACQSDTZvZjiSHp%2Bfn9H5t6lrNr9tsV7IsIFhwgCg%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=AVxigLIcYzQEQOHw7xzUCsyKQuJsAjH4xgBbL75elrrxGNdgZKhVnvBxKG0Ph0Mq6asp7PoDQtG9wYAlYP5gQR1VEFkPm8z8Nmh15QYXdkGuiaP72op8L2VUvXKSz0CzpRAsQXPX%2F02oUxv3RW83yBvFnuGVIjM2EkOU5N3QhsQKUkufNExvI2JznmnduP%2BR%2B9dpclrjavQlpI9%2Fm%2BcYYEuzXwg%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=AVxigLLFNhUdeg2xQbTyOrJxHjPShO8jac5Gy%2B4N7bI5UXDVTg36SdmQCt1nAbrprxjK1waslZR6CTqXoZ7KZwvs7vpnmtrYl1f0LpRFAEM4VZ8mVHqEvCdgf%2B9TsOxELJ7QCIeglo81mXBUTP5LrI0pGjfBjyqsyxjOizj4Xkc%2BzjjJeDbPlQs55ajnwzkCqLNoCr4%2FLp8tvUD427Y%2B8yg%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=AVxigLK9To4HJDotDZoHn6NS2PXgQxn%2BH1mfXheIhJ%2FTJLHI9%2FGo9itNOj0QM0OjEiZZj0s5rWKuxYLSZD%2Bxi9Il3oHyxCFHVlO8QyT1nm5qv02stzzPAn0CuUv6%2BJ%2Bn8Oiyw%2FC8qCjC2Ppx3g%2BEeLQUxIYqO2P7c4W1fUwProjfK%2Bq0WwIIqx1Eo6J6ag9mMi%2FyD6%2FQcCLLUHBdLkzvY%2BfLpdcoSg%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=AVxigLKgQwf1bNK81JSslLE8lx6doCRyUzQwzMQhYuqKA%2Bth1UE5jbTbpBlDt8oPHXdtS0OZoT9NDSYpscraVjDu64O5srZogLIINJ%2B34LaptF%2FIKXYtCPvFZbRaE5OeHEsGusMN%2FKGuN5JIQHJZmsUYXq%2FnZ1fSu%2Bg3vrf0XF4MuoJ%2FtxIFR%2FeJ1Kf3mZUixPB%2BlHtkEwQzlY8F%2BbES%2Bi9Ix%2BYyh8I%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=AVxigLKRj3pLr5wlBroEydV6BdfUixFwW8j0MR2jyV1OIsNdGOlANnps979fFSSVs7XX1gm186uopp1sQhn3wTs0LSy4w%2BjWiW2ZBzbP5krIaXvrVpssaUPZNmiO3TA7RGtCfyf%2F8ry4E8VlmvhJHkTecoWvtE7TOuxZZr%2F9t%2Fl9IT6olKQUoHUeuuSCb5xBTw%2FqTgU839Xfn61RY7mOPvhg5NM%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=AVxigLLalzu7HATo4GzGhN2mS6IS7hAoq0ej%2Ba9vMIAsp1R%2FmXpUJJgeZmczdEutVGcXrMQaCxwb6DterK9TpqCcosbrnuDvzXCzubgi5gvuLGi54Jh0HdtOa05FkqLQ1jUmwBy%2BtNy1V7%2FRglMm4%2FZcpFfbHBGQWbYyUeAXe9mZJz1DqsaiVe0umKvWYgFDVVlaF4U7QHPvVfLr3q%2BOGjBRRg%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=AVxigLK0U5hFwdR04coqATybyCe2o0grQFh5gV9gv3%2FxQ0uxpNZTN1fMRQG%2BUf6%2BSzOV1YdCtE%2F3npsIAnElCXLVEeKUMUP7n9s0yon2U0kaGGKOcsMoi9jtEJU458wju89rC4x4s3wiSHvBiJ6Z8AlYOealhYaDz1LMEIJfNAin3%2FdPs8uDcQbZueOK6gZjAqXYShpLY0JPgdYKoe5DVDozyrT%2FROjkNuIknMyhpR1xM66tVQ%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=AVxigLIGLlTjlLO1y4l1mbXG9hxT9LX4d2judGEYBn2PgDeLZdu8dFsiFHw3BbNcGgPPtTEzXIlvhOVBbcVR%2BCGhawDLhznJ1x1IsTJ7epFlBWmZQ%2BckQ7a%2BJ7pmmLl188LoPWbp3Ko2vKaIc9icdvkSoQxCPGEy9ztARoZpcx7kk%2FkjC%2BSaQWmQsHpf%2B6znMLrK%2BgqB1mkhbLTuF8F8SWTBpQr5&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=AVxigLIY5ylv%2FWgjhjk5w33vm1wS6itocaa%2FCJXAGCSY5YTitYFCEfDaHRpHR606%2BiLE1epCSc7G944a4n2tByf3P23rO02Pp2AIa0gnrXBEpE7aj31d7Wq7BD159o9lfD%2FNxIUx0AC4PYXipnw9jcSjkA7P4N4ueVnHyQNZhq56DUo%2Fbu3j%2BlBxEn2gRa2bLjv%2B%2Bmvh1MXJDMe%2FZBEGZVWHjjjqxQ%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=AVxigLLnvy8lVh6KUwoth5hFRqWIF5bvjJp4%2BiakEFN2vA7WFFY7Mumywuiefandt%2Fq24XqZsWyAaEbvsK0YgHFP1NPe0hOv0KDfhm5LpcuSschE%2BuC6fiL09iaEjaowf7%2FlPHKc4Qi9fdyVu%2BZzg%2BRKr4f3SuBpykXvef%2FBXVhsvBfAqRPpE8vt1%2FPMQGk0mh69FNm2PK%2FFMJYbB9ZlBakyfUy4Ay6X%2F48%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=AVxigLKDz0XKx3Yltkx%2FRJlA9E3LCu%2BRJBBTNmdos%2FBo%2FOKQHJ5nMn9EjTEZRtZJ32sLGSy82TacKjiytAN1JAMtxO5Ms0B8OEPLi3llfc1VgSB396xZIjFtOiwE9kTEUAvDfD0uPK581yyThAeBFla%2F4vqW8hFT2eR2H0x2seSsZPosFDaEGVMHwPcFaxiQy052MynsozhKoVRYIjabAXtz8pg%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=AVxigLIWMQ7c2JBNWIFLeS%2BUzbn7Q2jQQnvVb1B3B1d8BWDj4YM7X%2Blua3vqC4PZ1o2cVyujgoo3ZEFODTRvIqX04VdTEKiJCAAbSkv6F8AtVTTrBQZs4dG2rxuEiKoAgXsFeuHtGaZ9Tskmy8Te28YoGrIuLyDGnomrEd3%2BAR2qljtWeT8d7BNvupZGqhNIlpaz4yq%2Br8ap8AwJasw%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=AVxigLL%2B5x%2B1IyCOeaqGsGN%2B4w%2BwBNnuv5mANtCRUNXEktUZBZSdMHyg5Gy1wb8u0ZyvsupYPxz5rzcBuTSHQN%2BKU35yNGe%2B4yXJKuhSQe%2Fj7APCHKDKINDWXWJcn3Oc5Qr7mUJUTzbjntWtNmjgxIKmFgoydmFZEHiuQMGGj%2FmQYrHcd0vhiXknLlsBA7EVnbU1qyXgTQ%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=AVxigLJ64XOGD4aAyhcHRG%2BduJtXiDOqI3tKydcx0QtuVCqsw4tg2gqvkRPOrUSTb43bBYijXkfXh%2FRuoHZf4hEAoFFeZy4hGPn9KgQA0kDMvFgBV3kjmMlurAaVpU1hpGnRCkpKOntdWweze08rHmNWT6JWI2XBOZ92883UFbUqICKMV2xDHCo%2BQkJbA%2F1ykiwcDm1a&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=AVxigLJBpGXZFlotK6jzOepeqQTqgdcET7VnWDfbXJOT%2FpqMFpZiTLYhqxn3g5oJE2nr%2FwTW7ZzyH0yZH4u%2F6cndr391jsd34Aqd78GnbLi0CzaJQrMCSF39rQC%2FDSV7qx%2BTtOeygzJKQ3pcWdoCuqiEHIAjRsSIRJVBeN1Ukm2jM1tIe2mZXWv9dT85mQb%2BgRZfnpph3pS5ZYLyTA%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=AVxigLKxm4OsK6%2BgamY0gqusbO4uuwgOUWAw6qv0Va0nYSsBk%2FyqFlaMhpJdry527VMPVwqUUU1jNHVvIKLXS3eiAvOCZv%2BDCPoFdYRoC18SerSt3SQAAec9yvIk5jO1IM9sb7ZLLFwYN6eJbxi2jI32B22OXoF5F1b6HW9ll%2Fjj%2FB2ORIvqKevqCmUXqX%2BRHNHCI%2Fu2bzSfeg3gmJFXwo%2FPv2MePeMszDI%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=AVxigLJqNq%2FmAsYQfUKjBIz1OI%2Fs4YFa5wLmBJaNPTstkXB4ZSCkvsfn1cAYgGj7OMk%2FNnxttcrYsdO3eLOEUO5mi1ey%2Frlag%2BTcBDOaBVumUh2fydWFNX979ZJQpA7okh8GyzksVpNouV4Hk%2BSU%2B47Xk0MbbeUEzIHlRj%2Bc7kcLJsRXRSrg2G1r8tihWTzlNdeF6s2aN5b7R0smz3TM5uQKMpdTB3%2BKE7NP0Ek%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=AVxigLLfnuig6qVCrkV8knbJg%2FvlVPM7bdUYURYTB7HckRVqt6U3XVmxwibVBxq%2F48ZMuqUwdeyIhdlqzRqzqUzwFmk8UiMkjpb7WwfKKt1MymHgILXOn1Sav7JFA75IK2oQGIJDfs3bqlcE5xmZZg7fyNPdKqDK3JpSG%2BldIW%2BBo7NpAWonQVY%2FS638zXRGldf%2FPcbmed13%2B6SKullt8WaJCEkBMLWyqJg%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=AVxigLJBpGXZFlotK6jzOepeqQTqgdcET7VnWDfbXJOT%2FpqMFpZiTLYhqxn3g5oJE2nr%2FwTW7ZzyH0yZH4u%2F6cndr391jsd34Aqd78GnbLi0CzaJQrMCSF39rQC%2FDSV7qx%2BTtOeygzJKQ3pcWdoCuqiEHIAjRsSIRJVBeN1Ukm2jM1tIe2mZXWv9dT85mQb%2BgRZfnpph3pS5ZYLyTA%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=AVxigLJKcrg8wcwS5vgliKdocN41nUZr7tN6F7rPmfhdnHAh%2F0H7mS%2BWyx3WVUZRBJU1LE9XH%2FJB9WCXSA7hUoSJP1gU6tfr6CHglYte48PHU2n2fpqBxCQJnf7rKsPlyPssVmcFncRusE3kd4ZvVJFQ0bmLRSJ%2FuaAbsnHxZMYY3ZFZkvbmM6hJNAsywOOcP%2F4nw9qly%2FxtERnk%2BebTn0Y%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=AVxigLJMURba%2Bhrb9zwMz0RI7cy%2B8At9nXtIs2YNHHHFg4%2FPJPdgalIEWxC4MSTKG5nxG9WpX4ov7p2omSmh5VuJdHADn5JwSDmoPydElieYYdznsoOg2Kv7C4bDcbp43VJqE72QgpuiPxpkja7sClFqxhjtAkN5NuvJ834OOq4wRC192Q%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=AVxigLIrzXddli8nmv7sEJEhlXWPHUsTL3JpMjdcTn1huh2K5XFv4nNenVbrbj8Z2d2i3eNG3W5ow743Q0Q27l7S9GI4cMCJkkY9niDO93Fxd2VWTY2RpBo5R0PSXxo9VqtnmzLngKSv9t5DcT7PGHOv2JGBQPHbpi6Rkj2QMRS6JPrUs0gD8xvd6Rqpy8hmmA%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=AVxigLIPJjBb2YzlnYYQ1K8DBj05BvblCt3T3IyjN7qR9urCq1Eo54bMORlCuy8N81qQ%2BChMBumOCqZaUDDnKZ39Muqcdp%2BbJk3029ghQoIQ1%2BaWX8MLaNtCcp6a6pjIzwobqthlPpHl9UscmRMD2B8serZbiJa%2FtqifeOy0g%2F9Q&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=AVxigLLo33NcNBn%2Br95Lh4x0hDW8xD5cEhojX1YchsZOvX3QRrmQWFPs4oruwf%2FZIfM342yhXUYcsKGJFqXsaYjfhXuob0QL%2F9YpLHJK8%2FOuP5Kwfpe9cB%2B6dAlrvfaMhJ9fRuGKCN14%2FFQRx4FveQCRaydKLi7KZXQHO9Iwr1ILKghgUMR0DpnXx1DZwg%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=AVxigLJUc%2B7ZIMJIKK0VN0ad0TKLNbwxpHdzINZkM4wE7c6TTrV0yrBVmqbiPLfSPC6exdhf3yy%2BpjjD4S9oJ%2BBf87mRW9PtSdHDizVh%2B7P8ZrlmvS52j3ImI5i7QJ7PIleEqjgJFj%2BtysKWTDeaBIKCWwnZDar8xJC47YXw9g78W6SzdMVGKOkvXhqchiQDG8rb3JF5g%2F%2BS9Q%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=AVxigLJ3CRBaXZDHaxkf%2FLWZgLsuyt3hQpklobdU1stCjicG8vG7xVH0E4bgeBr0mDLraD1hzPXPkeP%2BumcQZ4v9bb06qFIQFUrG4PE7Rz5J2TbhlPA8kZ0ql%2FxAmggLim%2Bj2K6pAYiTf1zOcGGa%2FTH273aTA6GSFa3ciWZfQoUXX540WQP%2FT%2FZcefvqZg%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=AVxigLLDjz8mVdhf7evJRTJhlObxObjNfZ8N6gfagqdCU6EyGW5WR9y7LYVDY5sAd74Ny9XwY4k%2B5VriY5QotRZWBrUUOA1AZxiKLFUcj0yZUi64EorYPByIj%2BF5osAhPgIXPxW3AhzVnd8PQ3bmYPLUFwoDdU0uaty2Y7rtz0hNIwlT&webInteractiveContentId=185823046841&portalId=8302174)

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Overview

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

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

We Partner With

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

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

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

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

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

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

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Library

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

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

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Our Company

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

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

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

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

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 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=AVxigLIOxM2kZv%2Bn5gUM0h6dSVJlPM%2BGu7G%2FOOrLK8MGZ3s6JEyq6iektzdt8hmnKMCJ0n8BRqCW%2BQSb3MZmSIOJpC%2BVzhtrVLDLlV3XsyqdX5fKbpHgBWPuwp%2BqyQSIFrICotD7Jw%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=AVxigLIOxM2kZv%2Bn5gUM0h6dSVJlPM%2BGu7G%2FOOrLK8MGZ3s6JEyq6iektzdt8hmnKMCJ0n8BRqCW%2BQSb3MZmSIOJpC%2BVzhtrVLDLlV3XsyqdX5fKbpHgBWPuwp%2BqyQSIFrICotD7Jw%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=AVxigLIDr5K9MDJmVdNgDWsVX%2FJzY1TSpKT34WJOkFXBUQn7oEDMr%2Bjq%2Bw2RXAIRHs%2B5JvigQieezYijPmuac2inXiVTrRreCqfcvXpGRgKOlGi7HN3pcjllYbxsZtAlJlL%2BbtIli0n01%2B0J0HeG15dEXJHg12smJLv6MPxO%2FvTb8QaHupmhZFDRqI%2F%2BJ2chech9k2oIx5cQbLXUHujIMZ2eng%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=AVxigLJ3nCgiHNDrQVsauuYCqH4B6AaHyFajTMnRlLJSBnfSu0PcSe0K%2FVc9MUBI%2BKwuVB1anfERgrB3siVdyRlrrpXHMU%2B72voGv1XiVWa9o%2BlOoPK8q8KHfYwc%2BBzTl%2BbSHuP9pwRPCVxuw%2Ba8IBC2DKHHfk6YnqZj6sw7LB7qTEWOQLK%2BAJR742AUFWUBxDFJu2qiNCR2nnmmJw%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=AVxigLLPDvGDGW7xjzGBkyaLtmOknSuTOsbnyzaPUQyIhkyJtw%2FMlGw6RtpXNbGVQHIi1f3ix%2F4OBQdukL2YK6oxKczOk%2B6oyoqaDvEBRow8le4bVO1NBsY5lzTtZfrZYQzPomBTAwLHXsH%2BDWoy0t2ZBdf1BhrLsAS6KkiSniACQSDTZvZjiSHp%2Bfn9H5t6lrNr9tsV7IsIFhwgCg%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=AVxigLIcYzQEQOHw7xzUCsyKQuJsAjH4xgBbL75elrrxGNdgZKhVnvBxKG0Ph0Mq6asp7PoDQtG9wYAlYP5gQR1VEFkPm8z8Nmh15QYXdkGuiaP72op8L2VUvXKSz0CzpRAsQXPX%2F02oUxv3RW83yBvFnuGVIjM2EkOU5N3QhsQKUkufNExvI2JznmnduP%2BR%2B9dpclrjavQlpI9%2Fm%2BcYYEuzXwg%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=AVxigLLFNhUdeg2xQbTyOrJxHjPShO8jac5Gy%2B4N7bI5UXDVTg36SdmQCt1nAbrprxjK1waslZR6CTqXoZ7KZwvs7vpnmtrYl1f0LpRFAEM4VZ8mVHqEvCdgf%2B9TsOxELJ7QCIeglo81mXBUTP5LrI0pGjfBjyqsyxjOizj4Xkc%2BzjjJeDbPlQs55ajnwzkCqLNoCr4%2FLp8tvUD427Y%2B8yg%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=AVxigLK9To4HJDotDZoHn6NS2PXgQxn%2BH1mfXheIhJ%2FTJLHI9%2FGo9itNOj0QM0OjEiZZj0s5rWKuxYLSZD%2Bxi9Il3oHyxCFHVlO8QyT1nm5qv02stzzPAn0CuUv6%2BJ%2Bn8Oiyw%2FC8qCjC2Ppx3g%2BEeLQUxIYqO2P7c4W1fUwProjfK%2Bq0WwIIqx1Eo6J6ag9mMi%2FyD6%2FQcCLLUHBdLkzvY%2BfLpdcoSg%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=AVxigLKgQwf1bNK81JSslLE8lx6doCRyUzQwzMQhYuqKA%2Bth1UE5jbTbpBlDt8oPHXdtS0OZoT9NDSYpscraVjDu64O5srZogLIINJ%2B34LaptF%2FIKXYtCPvFZbRaE5OeHEsGusMN%2FKGuN5JIQHJZmsUYXq%2FnZ1fSu%2Bg3vrf0XF4MuoJ%2FtxIFR%2FeJ1Kf3mZUixPB%2BlHtkEwQzlY8F%2BbES%2Bi9Ix%2BYyh8I%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=AVxigLKRj3pLr5wlBroEydV6BdfUixFwW8j0MR2jyV1OIsNdGOlANnps979fFSSVs7XX1gm186uopp1sQhn3wTs0LSy4w%2BjWiW2ZBzbP5krIaXvrVpssaUPZNmiO3TA7RGtCfyf%2F8ry4E8VlmvhJHkTecoWvtE7TOuxZZr%2F9t%2Fl9IT6olKQUoHUeuuSCb5xBTw%2FqTgU839Xfn61RY7mOPvhg5NM%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=AVxigLLalzu7HATo4GzGhN2mS6IS7hAoq0ej%2Ba9vMIAsp1R%2FmXpUJJgeZmczdEutVGcXrMQaCxwb6DterK9TpqCcosbrnuDvzXCzubgi5gvuLGi54Jh0HdtOa05FkqLQ1jUmwBy%2BtNy1V7%2FRglMm4%2FZcpFfbHBGQWbYyUeAXe9mZJz1DqsaiVe0umKvWYgFDVVlaF4U7QHPvVfLr3q%2BOGjBRRg%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=AVxigLK0U5hFwdR04coqATybyCe2o0grQFh5gV9gv3%2FxQ0uxpNZTN1fMRQG%2BUf6%2BSzOV1YdCtE%2F3npsIAnElCXLVEeKUMUP7n9s0yon2U0kaGGKOcsMoi9jtEJU458wju89rC4x4s3wiSHvBiJ6Z8AlYOealhYaDz1LMEIJfNAin3%2FdPs8uDcQbZueOK6gZjAqXYShpLY0JPgdYKoe5DVDozyrT%2FROjkNuIknMyhpR1xM66tVQ%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=AVxigLIGLlTjlLO1y4l1mbXG9hxT9LX4d2judGEYBn2PgDeLZdu8dFsiFHw3BbNcGgPPtTEzXIlvhOVBbcVR%2BCGhawDLhznJ1x1IsTJ7epFlBWmZQ%2BckQ7a%2BJ7pmmLl188LoPWbp3Ko2vKaIc9icdvkSoQxCPGEy9ztARoZpcx7kk%2FkjC%2BSaQWmQsHpf%2B6znMLrK%2BgqB1mkhbLTuF8F8SWTBpQr5&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=AVxigLIY5ylv%2FWgjhjk5w33vm1wS6itocaa%2FCJXAGCSY5YTitYFCEfDaHRpHR606%2BiLE1epCSc7G944a4n2tByf3P23rO02Pp2AIa0gnrXBEpE7aj31d7Wq7BD159o9lfD%2FNxIUx0AC4PYXipnw9jcSjkA7P4N4ueVnHyQNZhq56DUo%2Fbu3j%2BlBxEn2gRa2bLjv%2B%2Bmvh1MXJDMe%2FZBEGZVWHjjjqxQ%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=AVxigLLnvy8lVh6KUwoth5hFRqWIF5bvjJp4%2BiakEFN2vA7WFFY7Mumywuiefandt%2Fq24XqZsWyAaEbvsK0YgHFP1NPe0hOv0KDfhm5LpcuSschE%2BuC6fiL09iaEjaowf7%2FlPHKc4Qi9fdyVu%2BZzg%2BRKr4f3SuBpykXvef%2FBXVhsvBfAqRPpE8vt1%2FPMQGk0mh69FNm2PK%2FFMJYbB9ZlBakyfUy4Ay6X%2F48%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=AVxigLKDz0XKx3Yltkx%2FRJlA9E3LCu%2BRJBBTNmdos%2FBo%2FOKQHJ5nMn9EjTEZRtZJ32sLGSy82TacKjiytAN1JAMtxO5Ms0B8OEPLi3llfc1VgSB396xZIjFtOiwE9kTEUAvDfD0uPK581yyThAeBFla%2F4vqW8hFT2eR2H0x2seSsZPosFDaEGVMHwPcFaxiQy052MynsozhKoVRYIjabAXtz8pg%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=AVxigLIWMQ7c2JBNWIFLeS%2BUzbn7Q2jQQnvVb1B3B1d8BWDj4YM7X%2Blua3vqC4PZ1o2cVyujgoo3ZEFODTRvIqX04VdTEKiJCAAbSkv6F8AtVTTrBQZs4dG2rxuEiKoAgXsFeuHtGaZ9Tskmy8Te28YoGrIuLyDGnomrEd3%2BAR2qljtWeT8d7BNvupZGqhNIlpaz4yq%2Br8ap8AwJasw%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=AVxigLL%2B5x%2B1IyCOeaqGsGN%2B4w%2BwBNnuv5mANtCRUNXEktUZBZSdMHyg5Gy1wb8u0ZyvsupYPxz5rzcBuTSHQN%2BKU35yNGe%2B4yXJKuhSQe%2Fj7APCHKDKINDWXWJcn3Oc5Qr7mUJUTzbjntWtNmjgxIKmFgoydmFZEHiuQMGGj%2FmQYrHcd0vhiXknLlsBA7EVnbU1qyXgTQ%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=AVxigLJ64XOGD4aAyhcHRG%2BduJtXiDOqI3tKydcx0QtuVCqsw4tg2gqvkRPOrUSTb43bBYijXkfXh%2FRuoHZf4hEAoFFeZy4hGPn9KgQA0kDMvFgBV3kjmMlurAaVpU1hpGnRCkpKOntdWweze08rHmNWT6JWI2XBOZ92883UFbUqICKMV2xDHCo%2BQkJbA%2F1ykiwcDm1a&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=AVxigLJBpGXZFlotK6jzOepeqQTqgdcET7VnWDfbXJOT%2FpqMFpZiTLYhqxn3g5oJE2nr%2FwTW7ZzyH0yZH4u%2F6cndr391jsd34Aqd78GnbLi0CzaJQrMCSF39rQC%2FDSV7qx%2BTtOeygzJKQ3pcWdoCuqiEHIAjRsSIRJVBeN1Ukm2jM1tIe2mZXWv9dT85mQb%2BgRZfnpph3pS5ZYLyTA%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=AVxigLKxm4OsK6%2BgamY0gqusbO4uuwgOUWAw6qv0Va0nYSsBk%2FyqFlaMhpJdry527VMPVwqUUU1jNHVvIKLXS3eiAvOCZv%2BDCPoFdYRoC18SerSt3SQAAec9yvIk5jO1IM9sb7ZLLFwYN6eJbxi2jI32B22OXoF5F1b6HW9ll%2Fjj%2FB2ORIvqKevqCmUXqX%2BRHNHCI%2Fu2bzSfeg3gmJFXwo%2FPv2MePeMszDI%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=AVxigLJqNq%2FmAsYQfUKjBIz1OI%2Fs4YFa5wLmBJaNPTstkXB4ZSCkvsfn1cAYgGj7OMk%2FNnxttcrYsdO3eLOEUO5mi1ey%2Frlag%2BTcBDOaBVumUh2fydWFNX979ZJQpA7okh8GyzksVpNouV4Hk%2BSU%2B47Xk0MbbeUEzIHlRj%2Bc7kcLJsRXRSrg2G1r8tihWTzlNdeF6s2aN5b7R0smz3TM5uQKMpdTB3%2BKE7NP0Ek%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=AVxigLLfnuig6qVCrkV8knbJg%2FvlVPM7bdUYURYTB7HckRVqt6U3XVmxwibVBxq%2F48ZMuqUwdeyIhdlqzRqzqUzwFmk8UiMkjpb7WwfKKt1MymHgILXOn1Sav7JFA75IK2oQGIJDfs3bqlcE5xmZZg7fyNPdKqDK3JpSG%2BldIW%2BBo7NpAWonQVY%2FS638zXRGldf%2FPcbmed13%2B6SKullt8WaJCEkBMLWyqJg%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=AVxigLJBpGXZFlotK6jzOepeqQTqgdcET7VnWDfbXJOT%2FpqMFpZiTLYhqxn3g5oJE2nr%2FwTW7ZzyH0yZH4u%2F6cndr391jsd34Aqd78GnbLi0CzaJQrMCSF39rQC%2FDSV7qx%2BTtOeygzJKQ3pcWdoCuqiEHIAjRsSIRJVBeN1Ukm2jM1tIe2mZXWv9dT85mQb%2BgRZfnpph3pS5ZYLyTA%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=AVxigLJKcrg8wcwS5vgliKdocN41nUZr7tN6F7rPmfhdnHAh%2F0H7mS%2BWyx3WVUZRBJU1LE9XH%2FJB9WCXSA7hUoSJP1gU6tfr6CHglYte48PHU2n2fpqBxCQJnf7rKsPlyPssVmcFncRusE3kd4ZvVJFQ0bmLRSJ%2FuaAbsnHxZMYY3ZFZkvbmM6hJNAsywOOcP%2F4nw9qly%2FxtERnk%2BebTn0Y%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=AVxigLJMURba%2Bhrb9zwMz0RI7cy%2B8At9nXtIs2YNHHHFg4%2FPJPdgalIEWxC4MSTKG5nxG9WpX4ov7p2omSmh5VuJdHADn5JwSDmoPydElieYYdznsoOg2Kv7C4bDcbp43VJqE72QgpuiPxpkja7sClFqxhjtAkN5NuvJ834OOq4wRC192Q%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=AVxigLIrzXddli8nmv7sEJEhlXWPHUsTL3JpMjdcTn1huh2K5XFv4nNenVbrbj8Z2d2i3eNG3W5ow743Q0Q27l7S9GI4cMCJkkY9niDO93Fxd2VWTY2RpBo5R0PSXxo9VqtnmzLngKSv9t5DcT7PGHOv2JGBQPHbpi6Rkj2QMRS6JPrUs0gD8xvd6Rqpy8hmmA%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=AVxigLIPJjBb2YzlnYYQ1K8DBj05BvblCt3T3IyjN7qR9urCq1Eo54bMORlCuy8N81qQ%2BChMBumOCqZaUDDnKZ39Muqcdp%2BbJk3029ghQoIQ1%2BaWX8MLaNtCcp6a6pjIzwobqthlPpHl9UscmRMD2B8serZbiJa%2FtqifeOy0g%2F9Q&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=AVxigLLo33NcNBn%2Br95Lh4x0hDW8xD5cEhojX1YchsZOvX3QRrmQWFPs4oruwf%2FZIfM342yhXUYcsKGJFqXsaYjfhXuob0QL%2F9YpLHJK8%2FOuP5Kwfpe9cB%2B6dAlrvfaMhJ9fRuGKCN14%2FFQRx4FveQCRaydKLi7KZXQHO9Iwr1ILKghgUMR0DpnXx1DZwg%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=AVxigLJUc%2B7ZIMJIKK0VN0ad0TKLNbwxpHdzINZkM4wE7c6TTrV0yrBVmqbiPLfSPC6exdhf3yy%2BpjjD4S9oJ%2BBf87mRW9PtSdHDizVh%2B7P8ZrlmvS52j3ImI5i7QJ7PIleEqjgJFj%2BtysKWTDeaBIKCWwnZDar8xJC47YXw9g78W6SzdMVGKOkvXhqchiQDG8rb3JF5g%2F%2BS9Q%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=AVxigLJ3CRBaXZDHaxkf%2FLWZgLsuyt3hQpklobdU1stCjicG8vG7xVH0E4bgeBr0mDLraD1hzPXPkeP%2BumcQZ4v9bb06qFIQFUrG4PE7Rz5J2TbhlPA8kZ0ql%2FxAmggLim%2Bj2K6pAYiTf1zOcGGa%2FTH273aTA6GSFa3ciWZfQoUXX540WQP%2FT%2FZcefvqZg%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=AVxigLLDjz8mVdhf7evJRTJhlObxObjNfZ8N6gfagqdCU6EyGW5WR9y7LYVDY5sAd74Ny9XwY4k%2B5VriY5QotRZWBrUUOA1AZxiKLFUcj0yZUi64EorYPByIj%2BF5osAhPgIXPxW3AhzVnd8PQ3bmYPLUFwoDdU0uaty2Y7rtz0hNIwlT&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=AVxigLLDjz8mVdhf7evJRTJhlObxObjNfZ8N6gfagqdCU6EyGW5WR9y7LYVDY5sAd74Ny9XwY4k%2B5VriY5QotRZWBrUUOA1AZxiKLFUcj0yZUi64EorYPByIj%2BF5osAhPgIXPxW3AhzVnd8PQ3bmYPLUFwoDdU0uaty2Y7rtz0hNIwlT&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=AVxigLLDjz8mVdhf7evJRTJhlObxObjNfZ8N6gfagqdCU6EyGW5WR9y7LYVDY5sAd74Ny9XwY4k%2B5VriY5QotRZWBrUUOA1AZxiKLFUcj0yZUi64EorYPByIj%2BF5osAhPgIXPxW3AhzVnd8PQ3bmYPLUFwoDdU0uaty2Y7rtz0hNIwlT&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=AVxigLLDjz8mVdhf7evJRTJhlObxObjNfZ8N6gfagqdCU6EyGW5WR9y7LYVDY5sAd74Ny9XwY4k%2B5VriY5QotRZWBrUUOA1AZxiKLFUcj0yZUi64EorYPByIj%2BF5osAhPgIXPxW3AhzVnd8PQ3bmYPLUFwoDdU0uaty2Y7rtz0hNIwlT&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=AVxigLLDjz8mVdhf7evJRTJhlObxObjNfZ8N6gfagqdCU6EyGW5WR9y7LYVDY5sAd74Ny9XwY4k%2B5VriY5QotRZWBrUUOA1AZxiKLFUcj0yZUi64EorYPByIj%2BF5osAhPgIXPxW3AhzVnd8PQ3bmYPLUFwoDdU0uaty2Y7rtz0hNIwlT&webInteractiveContentId=185823046841&portalId=8302174)

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

**

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Blogs

# What does AI have to do with IoT and IoT solutions?

 Rayven, 13 February 2023

Artificial Intelligence (AI) and the Internet of Things (IoT) are two of the most rapidly growing technologies of our time. Both are changing the way we live, work, and interact with the world around us.

While they may seem like separate disciplines, AI and IoT are closely connected and have a lot to do with each other.

**Artificial Intelligence (AI)**

AI is a branch of computer science that aims to create systems that can perform tasks that typically require human intelligence, such as understanding natural language, recognizing images, or making predictions.

AI can be divided into several categories, including machine learning, natural language processing, computer vision, and robotics:

- Machine learning (ML) is a subset of AI that allows computers to learn and make predictions without being explicitly programmed. Machine learning algorithms use statistical models to analyze data and make predictions about future events or trends.
- Natural language processing (NLP) is a branch of AI that deals with the interaction between computers and human language. NLP is used in tasks such as language translation, text summarization, and sentiment analysis.
- Computer vision is a branch of AI that deals with the ability of computers to understand and interpret visual information, such as images or videos.
- Robotics is a branch of AI that deals with the design, construction, operation, and use of robots.

One of the most significant applications of AI in industry is its use in predictive maintenance and real-time asset monitoring. By using machine learning algorithms, organizations can analyze sensor and system data from industrial equipment and associated software to predict when maintenance is needed. This can help to reduce downtime and increase production efficiency. Predictive maintenance can be especially useful in critical industries such as power generation, transportation, and healthcare, where downtime can lead to costly disruptions.

Another common use for AI in industry is that it can be used to optimize industrial processes by analysing sensor and system data and making adjustments to improve efficiency, reduce costs and increase production. This can help organizations to reduce waste, improve the quality of products, and increase overall productivity.

### **Internet of Things (IoT)**

IoT is a network of physical devices, vehicles, buildings, and other items embedded with sensors, software, and connectivity, which enables them to collect and exchange data into a central [IoT platform](https://www.rayven.io/iot-platform).

[IoT solutions](https://www.rayven.io/iot-solutions/operations-monitoring) (hosted on the IoT platform) can then be used in various industries such as manufacturing, transportation, healthcare, and agriculture. IoT solutions allow organizations to monitor and control industrial equipment, track and monitor the location and condition of industrial equipment and assets, and improve the efficiency of industrial processes.

As an example, in manufacturing, IoT solutions can be used to monitor and control production processes, track and monitor the location and condition of equipment, and optimize the use of resources. In transportation, IoT solutions can be used to track and monitor the location and condition of vehicles, optimize routes and reduce fuel consumption.

## Together, AI and IoT deliver Industry 4.0 transformation

AI and IoT are closely connected and they have a lot to do with each other. AI can be used to analyse data from IoT systems and make predictions, while IoT solutions can use AI to improve results by using the insights provided by it to create self-improving feedback loops.

Advanced, [hybrid iPaaS, Data, ETL, IoT, ETL, BI, App Development + PaaS platform](https://www.rayven.io/rayven-platform)s, like Rayven, feature these capabilities (and many more) in a single end-to-end piece of software. Other platforms, such as Microsoft and AWS, has this functionality built in multiple modules that then need to be stitched together to create a single end-to-end solutions. For more information, read our article ‘What are the different types of IoT platforms and which ones are the best?’.

It is with these integrated technology platforms and their associated solutions that organizations to monitor and control industrial equipment in real-time, track and monitor the location and condition of industrial equipment and assets, optimize industrial processes, and improve the efficiency of industrial processes.

In summary, it is the integration of AI and IoT can lead to new and innovative opportunities that can improve efficiency, reduce costs and increase production. As the technology continues to develop and become more sophisticated, we can expect to see more and more industries adopting AI and IoT solutions. However, it's important to note that for these solutions to be effective, organizations need a clear understanding of the problem they're trying to solve with them and the data that they have available. Additionally, organizations should also have a plan for how the data will be used, and how the results will be integrated into existing systems and processes.

As a result, the implementation of complete [custom applications](https://www.rayven.io/iot-solutions) with AI can be a complex and challenging process, but it can lead to significant improvements in operations, efficiency and cost savings in the long term - it can also be made faster and more affordable if you work with an experienced partner with world-leading technology, such as Rayven.

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[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

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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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### Explore further related content:

<https://www.rayven.io/blog/how-to-improve-the-environmental-performance-of-industrial-pumps-using-industry-4.0-technology>

Blogs

## [How to improve the environmental performance of industrial pumps using Industry 4.0 technology](https://www.rayven.io/blog/how-to-improve-the-environmental-performance-of-industrial-pumps-using-industry-4.0-technology)

 Industrial pumps play a critical role in various industries, from water treatment to oil and gas extraction. However, tteir energy consumption and carbon emissions...[Read More](https://www.rayven.io/blog/how-to-improve-the-environmental-performance-of-industrial-pumps-using-industry-4.0-technology)

<https://www.rayven.io/blog/what-is-an-iot-solution>

Blogs

## [What is an IoT solution?](https://www.rayven.io/blog/what-is-an-iot-solution)

 An IoT solution is a system of interconnected devices, machines, and sensors that collect and share data over a network without the need for human intervention. These...[Read More](https://www.rayven.io/blog/what-is-an-iot-solution)

<https://www.rayven.io/blog/data-ai-iot-improves-asset-monitoring>

Blogs

## [How integrated data, AI and IoT platforms improve asset monitoring](https://www.rayven.io/blog/data-ai-iot-improves-asset-monitoring)

 The integration of data, artificial intelligence (AI), and IoT technologies to create a single IoT platform for data collation, visualization and application creation...[Read More](https://www.rayven.io/blog/data-ai-iot-improves-asset-monitoring)

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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>

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