---
title: Software Automation Companies Guide | Rayven
description: Discover who the top software automation companies are and what the best choice is for SMBs and enterprises, plus how to do it cost-effectively and fast.
image: https://www.rayven.io/hubfs/AI-Generated%20Media/Images/software%20automation%20companies%20leader%20image.jpeg
---

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

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

 Solutions

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

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

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

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

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

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

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

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

**Custom AI + Agents**

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

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

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

**Custom Applications**

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

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

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

**Integrations**

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

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

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

**Unified Data Platforms**

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

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

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

**Automations**

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

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

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

**IoT Solutions**

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

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

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

    Rayven MCP

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

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

    AI Data Fabric

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

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

    AI Agents

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

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

    Private LLM

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

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

Field Applications

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

[![We deliver custom solutions that fit your business and industry better, fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790017847.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIH5qEI1Mo2P3qpzz1S1fDBUwQH8YcbwhLYSzTIYdDfrwaeGJCjpwx7HEOfMQ0ZCq%2F9UJCY%2Ft7Le%2F3tIP7KuHPubH9t0rITp%2BrVTnuJQPfIK00zKDXDoRCSAofiHiOid1970w%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=AVxigLIH5qEI1Mo2P3qpzz1S1fDBUwQH8YcbwhLYSzTIYdDfrwaeGJCjpwx7HEOfMQ0ZCq%2F9UJCY%2Ft7Le%2F3tIP7KuHPubH9t0rITp%2BrVTnuJQPfIK00zKDXDoRCSAofiHiOid1970w%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=AVxigLJAAEJ0etm%2FIaA8S0Hn%2F9QbuhMlsy0LQTWu3sPHAkOXid69%2BICINH9w1Bz8mxOdJw9UCidKpFw%2B83M26FKQY4lYFTNPS%2FGxQKZrS0nmj8G0IpBisUSBMk%2FWpRTbkxH%2BAAirMGXCGQL1he7f%2B3KBF%2B2o%2FaWNDHiGymMDAkY6ZhHQ11%2FrGZ4ri7e9MYR3sRjdXq6RRbJlqp5N1KiSsdUCXQ%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=AVxigLL%2FXuqVKRGt47EQRPGzVcOsji%2FlRsvx%2FeCBG3I8I%2B9eO4hwkkJbBvhxsRDyHHh9HvMhFAePnd6udXBvxJDs%2BsbR5hWbxLVQodHGucqdXt0f0jw0lVf3KCXfZoh5VOXRkP%2BeUR45v%2FSqR7PlBt46fXwp7CpSaRRT3KyZWPZwrPK4QFT76lPWv4CRG9ZyWEmYwYID2q5VEKZERw%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=AVxigLK8zsp90zzM%2F5w3dlzEudUnhh5%2FDXptjpPhLG%2F2FTBWF1cFGcwhRleGwrqnAmBOF2IIcUbl75ufC822MjYtouXvPziIuMoifQCYcghMC13mppRPHqw4Kn7mjBrvm%2B5NldDIwiFecDrS%2F0D6Gzr8vuye6EyMRJAT1yFv%2B7ui75WKGa4awKaKJmMVQ4LoR7RHWSGCgb88lX8CIA%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=AVxigLJb5EUHWAiiO%2BiV3xjI8OcSeSiEIV0jK3srgSt0Tta4f1bmxsB%2BMFMaWVr92GhZJx1dgwGzzUqKawR7Moxv4A50RvvMd7MmD%2BljzOw4nlttV%2B0MfaYDXha%2BbpIZMnW5dxw2g3fCAIZltUo0ubTtYea%2FrCz9mOWptg9%2FkpV4N3zF7zCjug5AF3vrZ66yjtfkHMGyEU5eZ2xHxBvLUhnWvUk%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=AVxigLIAZ%2F79kj8unwoqXnUm2Xpp41DgOlgkQmneOZOhJTcVKXg%2FHFlOBsOroNHxc%2BP4szfPKHmdHJlLtDMeI6FKQ6qYGcAF5DVuryytQvuSPnBE7IP45hhq7ogKGc%2Fl8bNK8sTvYxb6uK9Rk1wv3ra%2FY35kKOIMbFrSprbJScYeu6D%2BGjjWWC6z4%2FZTWJ2zPI4feSZ%2BU9ACmvXXPxIGX%2B4%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=AVxigLJnGfrxR856rif7x2bMi7jtrT7tPKBAZOHr%2FdwwnQt%2BHnmrLpjSiq7RSPhY5HS7VJTZVdfcPYF6w4l%2Fhyh1%2Bmuzxe12k2Rj5q3neQ8FH1KkdTHT3BJfYcnEYEBCwOtB20HZk3m3ErmkLTa5Nu%2BlMgN17F0xcNGrJ9MWU6ckAEdZyH934Gr%2BeQJSibvxmGEx9EoCoxaLhutOmqoLYM%2FjTkpAYg%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=AVxigLLpk27ybvD78PdaAG4hNPs5moAvjXRJDSrEWiqykd0ATGNNY27DqnYia%2FsjGw1HYKzReXlmY0oiPFK0iAkpLH87ALFgWW%2B1zpVvwZK2aQNJyZdknzi7D0Q%2BuMcXrT77e8Z%2BD9OdNowENrzybkxRCqrEJCJkUxE%2FcAf4vNqjVQkqnrysOn2HSoTVZH9l1S6IoRUWqkRGhgvpYD0hIH7Cw9eAl6k%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=AVxigLIVT82Yjw9gNbJWPwrReQehuqh44meYvr%2FIFD3E2SJtnaw18KV8d7IkTiW7fGyqXm%2B2PqTaG8H8pnV1dSQ4jDIbXkpOc0nv0q2lVidFuppzdrfLMcd8KZ%2FhMjsxEJhuhem2nLO2UXxWD4uX8JBNeSoiaJi%2F1TBQ%2FXH8Ro3Rh%2BOBzoVJaooSHujo9aJBzzMPfuaIDQPX%2FJMsHFg508QPbkA%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=AVxigLLWtvceJ5OCWH8rE053S7PsEWCtGw6DYN16pf296gBbAO%2F%2FhRx2eahuj10L5XSvlD8XSIb%2Fl4%2BgItZ1npNupw5LICl8KXul9TbTvYLeUKHiBrkx9Rz38wqWnZR6G15wjTCRLpXQttwaPNqTVW1cXo%2FEUtv57VFmTW%2FVYUsMi%2FM2%2FIPdcEGaUv5%2FquVYdfi4kBVlcJFUYJfHMoX4KU7uMA%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=AVxigLJpydpJIM%2FH5rpQXpSNdRxO2rPGWw28JrMoLNXeFfLPsJcH9uIqv5MNX0anMm3jQSA0xcI6RPNKFyu3WzpGbw4jZ4UKBElnO7hbCvlOXQMjD15C%2F7q5IKrRJ1tDm2kg%2FVUibEud72qzPO3kNu7c9VD7C0w0295pQ9rVvXmhetuqhrqoqnqbfjNEHe716IhGOO74YegRel13ZQkZUGykilGdgJA48%2BNS18RmIeYkPAnr3g%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=AVxigLKVH8%2FvW8m%2FZhxG3UZohFDrKcWIpqfZEp%2F8m3%2Bo7Da9V78Dq25ldLtINq4b%2FzozO2I80H9CPk8gdjtaapAjxsZOFgw8DTGM1CgFCtQWa2Dg%2FDd2GWgx7e5QJPGfcjXrsBRh1t9PwNHFr3vKrBogR7lyePGKVKNr5gVoaAw5XDx5DDKdiy12MXUFj7DhtI8qce9LTrApxMD%2FngplvXzFxNcs&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=AVxigLKvhOkn77XmQdqf8xguh1wMVNhi4Le%2FzG3lORSkKcgwt2FEeEJ4uqKZYe%2Bh5hmm6fNzAzbGX%2BPOrV0jwM1pPTUJO9Qatsmji6hFdhWH9O8xSjNHXLNA9RZwqmq4hQ159Z57v4sMTP0s8v8hM2XmhtbhQWwRP2RekRKbd9s8BH%2BzaCil%2F1GSmOAMbcSbADRvsWJWHpdVnpDtm0tMtLbER20W7A%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=AVxigLL%2FdNOpQOeRmKLmXN0YZAzp9zyNdyHWVPI7SLuHlyy0lQPYw8W7mIIwmiTd%2FqSi%2BZlFW7wkzAvbUo%2BWliw%2F8iNZtqxnGHE1LOQFk%2FmVzM2wT6zlZTiBHb3OrpBQK2Y%2BDe9xWBKgShKu6ZINjy2TDSUZ1auAFCkIEdvCWkJ6xlyKSWPMv2B9RqZUZScdE4QrTzWD2bjWHI7I8OlyEVi%2FoUhJApI8mIk%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=AVxigLLD9lBuCxpcMnOMhc6OO6JuU4gYz%2Fv4p3j4r6b%2FYVix3AH4Hm9anze4cfX16gfkuHyp%2FFWTi%2FNJ%2BgYrbpYqmP4DC7ShdL6jP9E4iE4Cw9rqlYz%2FcLxUdLf1Pu6b33Zj4hH3WaPYpJ%2BTVtox8XpODGAZC%2BfZwreC7MwyxyBjW7Toknoyfi7u68n7dV17iD22%2FdrzCHmXtMvh%2BcC6PsNlOtc%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=AVxigLIFjjVso2WmWndlZCOGDTqnIdU5F9Fbl958Y2XW4ediIqWe17tlvaDQ%2Fouye7rkfm3yug6pIoVEcpF4uIp32%2FXj2G%2FrVkMaj%2FwVizwXc5n2mSHN1%2Fy%2FYgGavevF4jmvd4Kxg3sgo4lMM3KHotqAMVPZUTMGCm8ONvF4TnttuanFZF%2FzfSyU6aja83a2MjTwx3PdgE7LR2ILku4%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=AVxigLIxE5aFlogAL7i3qAX24sDny%2BxPy9NXydjdWUtno8LFX%2F330098g2lT8rwuX5kpaZow%2BszYPhoguhyQB%2BMGkf4hNz8wMWZPk2KcoN6BoCZl3xQNp%2Be%2FvhTcIoFRTBeeMzFBRDJdru6YenP0BXenNt64Lsb%2FI47k%2F%2Bit3IGhyrmNgNcofFN4hMQCuArM6E6tAP%2B4EQ%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=AVxigLLnjsmYxamE8DmZb0Ps6JBlz3PYPFL5FcvsvqlR4rByGMw22342gSaF3nXa23jw7OcyYW5qkaF1GNwwGMyOPpE%2FqRN1NLLcVKl%2FygA%2FYZSPDr7ymG1DQ%2F5Hc6FMKbiyOn3O0AVGG9SQgkmoz5kRaQ%2Bwi1Tu3scWtR%2FcUEDv8JrMeVmlUzrwj2r%2BeZeApOJrAbpI&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=AVxigLLW1eZew1%2BQIgD8VsvAHutVeQDZA8u%2FbMDR2Oqcx5v9i%2B5JjMinZ3zllaq%2BTLz3vyZYVSojJS3g1sTkVDYblGmuPhmAbc8mQAg7AiAEMiDReRh4wXTcRW%2FDSB%2F5n%2FFV%2FEOxSaKHZysvmCo3NZLv2okSdcZEhhXC5m4EkRqdwW7KupFTTTrNl5TfHdMvJjWrozSqGk%2FB7btM5Q%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=AVxigLICdKiXjERtt6X%2BNTmXtW%2FgBc8ctwfe5RN8x0P%2BR7hYmr1fl6EYiU9j5inAluXEzvU%2FanvCxE6BT7%2FaFwO7lcit4FqrmjKzx3IY%2FD5utW%2B05mevr0E4sHzL7i%2BMbcI%2F1AlB%2FAiYuwLCBD5nGbHGGAba8DeyGxKIdmKR7i94Wavr4uhe1292DSsvnuqI01I39YVE7BpP1wPd0Ye1geTkQDA0i1PO5dk%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=AVxigLKQmzfXCz8BY7Xqq7LNbysEBY31P%2FfnlrNmYJa7CagWA1daym2uR6gmqOiR8709QY7JRCnOjQ0iW7q%2BcfHe0EDIpUtuUskNUXuzytGWf94qUsMIB5Rlyi7AgdCISinjPY3TV6bqzpRqad7oKPqkPwgZD1MZ4QmQlUc6tW6YAZ6rdpEWItunL0Ty%2FqfGTwi7wbSFOIcVKhfjWTaPGlj41DA0NH3ii56ECiM%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=AVxigLLYbgmldJupeJpIKRu%2FkjAcTI3X41p3%2F0JCUg5zAnRScuCYwbL%2BkI12kVUzdOtgRIvbzPzR59kVCuyDeBOAd4aH0hQFZQ02KheHsAQR5B154ioLjYL6utXapAm0nJiv5TkiGdxixuwhkkE7eAPmdlqO6hmEr4pmAV5V3RJPeh98dDtn7qih7GC5t5%2BC5bZZSKKQ3Zh%2FiR0w54Fwe7clcnecIl4oFZk%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=AVxigLLW1eZew1%2BQIgD8VsvAHutVeQDZA8u%2FbMDR2Oqcx5v9i%2B5JjMinZ3zllaq%2BTLz3vyZYVSojJS3g1sTkVDYblGmuPhmAbc8mQAg7AiAEMiDReRh4wXTcRW%2FDSB%2F5n%2FFV%2FEOxSaKHZysvmCo3NZLv2okSdcZEhhXC5m4EkRqdwW7KupFTTTrNl5TfHdMvJjWrozSqGk%2FB7btM5Q%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=AVxigLIfRNG62WJe6nyX2A0bkJT%2Fpzwq%2FquQhmMnppI60sOmYATEOtB6P5H9HL4iCKWaNbgQfgdV4G5U5IXS%2BxI%2FBIj9x2pRd9qhcNG5ekYHXIEBIlWPf5Wpn3YKVeOkqsPhK%2FqFbRzhpTTekuHzARKNf7KErVAJOc4gm%2FNT%2FEaTVxw8ye5jlDyTNNsS0lJKr1i7FdWLjS%2FR3so1X%2FVoqgo%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=AVxigLK%2BP0IKkfdrwO2dS9XltJ8PfEHZuMVpwdc4TFki8KO1R4LKtYSs8XdUQaArgVz%2FS7bvWHjVESNmla%2BjRNZQrxDtJMF%2BMf9jNrwzxH91Z3JCAP94oSAMYoVs%2FJYcuMldCSVPz7%2FiZpW%2BEsp39tK6jHV4m%2FeIFaY5tQHmyKVqcetEmg%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=AVxigLIMVNVxwEJuQmHdCE%2FLXsal9i0a8Xf3O261fcQqC2w6RZNcngOlBV9l0YCIdf77ChRqcAOSwLsQKdBmUjW6FDThMb%2FHENUvS4r7tlzYM8I5lfw1R%2Bkg64AcWeKBEQ2OcuyuXQWVHzXUEh0t66vy%2F31pWxadzpSf74jMAuY6I6WtphcmlzQ2qzb7ai%2B5Qw%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=AVxigLIam6KwIvQEhMSL343tSuc5rsgbhoCV0vIUgjVHmgG%2BQu50V5TNSkWy5V5RLKbZAsQtNJVBfkbVNX5Xgo1%2FfMyNBPgauhRba5pnLF0wUeCgs8Htf%2ByWBS6LHS96pNb4mJmWpwDPQVQIrgWgar5p4WyN1cJq1QSAWfl9FfNY&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=AVxigLIBmpsOYr5SWCtEUOfgdhDHFJpc0x7FF1QCjheycQ4Whvw%2Ft61q5uv9R6zkcd0B0B62HcsFh24B%2BYSo0LlFXMAnXoBxc5MI%2F9cGDBokYeKtFxA5AVckR%2F%2FEh7m0Pi%2FT7DJnYDEjPHUUAc67IXbRFVJnLmfdVQE8bl0iL%2B9WqL%2FlpLUcO%2BzNKA43%2Fg%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=AVxigLINGmvIi4ZhiqrRTkdLRU%2BoZEAOCgGxdjHqFjTQ%2FvSghy3hoFN%2Bar7RR8Pv7SGRRJ2TGH0meuOuDO%2BRGQ%2B1eUsb74dGkRsHhSmv2RHW8L9HY%2B%2BdW9064wi%2Br2CNOTaBoZU4qBF0XHH7vnlVBDWq%2FBShNP9WyE%2FklNPfgRry%2BbLywEjREBMC80Qwc5xb%2B999sauhkFAU1A%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=AVxigLJPTNX8wmvU%2FQiN2NlaFt8SdBCTHDivs4buRfGrrr2lBieSkzRvePXTej0cuZlW2I253KbrTH89MaEjIE8mXKi5Vv%2FlwAWrTd03e%2B6Osq99Zny%2FNMSBHjr7I8EilFK62mnau3m86UCGN0iYFYD0tc6PpLp3HJuTryOboUPdQRtBTFFYRKeyFIGKZA%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=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&webInteractiveContentId=185823046841&portalId=8302174)

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Overview

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

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We Partner With

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

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

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[ 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)

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

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[![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=AVxigLJK%2B%2BU7CA1xpe9pv43My1Nau6FC18fvJT1VYSsafwGhmMn8NSi9GA9Wf%2BHMgjSVVU5j4%2FUed0UGUmdD1LXCQ902FHzBS0L8cTqcT6ib3AX6J%2FPuTM%2Fmg01CfNo2j0aWlkh2OTFXr4TvhJxevYqa%2F641vj137BZfLUsnGD2zl7QT%2F8vvPIhLjJWIlGtTKwxj8Q%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=AVxigLIH5qEI1Mo2P3qpzz1S1fDBUwQH8YcbwhLYSzTIYdDfrwaeGJCjpwx7HEOfMQ0ZCq%2F9UJCY%2Ft7Le%2F3tIP7KuHPubH9t0rITp%2BrVTnuJQPfIK00zKDXDoRCSAofiHiOid1970w%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=AVxigLIH5qEI1Mo2P3qpzz1S1fDBUwQH8YcbwhLYSzTIYdDfrwaeGJCjpwx7HEOfMQ0ZCq%2F9UJCY%2Ft7Le%2F3tIP7KuHPubH9t0rITp%2BrVTnuJQPfIK00zKDXDoRCSAofiHiOid1970w%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=AVxigLJAAEJ0etm%2FIaA8S0Hn%2F9QbuhMlsy0LQTWu3sPHAkOXid69%2BICINH9w1Bz8mxOdJw9UCidKpFw%2B83M26FKQY4lYFTNPS%2FGxQKZrS0nmj8G0IpBisUSBMk%2FWpRTbkxH%2BAAirMGXCGQL1he7f%2B3KBF%2B2o%2FaWNDHiGymMDAkY6ZhHQ11%2FrGZ4ri7e9MYR3sRjdXq6RRbJlqp5N1KiSsdUCXQ%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=AVxigLL%2FXuqVKRGt47EQRPGzVcOsji%2FlRsvx%2FeCBG3I8I%2B9eO4hwkkJbBvhxsRDyHHh9HvMhFAePnd6udXBvxJDs%2BsbR5hWbxLVQodHGucqdXt0f0jw0lVf3KCXfZoh5VOXRkP%2BeUR45v%2FSqR7PlBt46fXwp7CpSaRRT3KyZWPZwrPK4QFT76lPWv4CRG9ZyWEmYwYID2q5VEKZERw%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=AVxigLK8zsp90zzM%2F5w3dlzEudUnhh5%2FDXptjpPhLG%2F2FTBWF1cFGcwhRleGwrqnAmBOF2IIcUbl75ufC822MjYtouXvPziIuMoifQCYcghMC13mppRPHqw4Kn7mjBrvm%2B5NldDIwiFecDrS%2F0D6Gzr8vuye6EyMRJAT1yFv%2B7ui75WKGa4awKaKJmMVQ4LoR7RHWSGCgb88lX8CIA%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=AVxigLJb5EUHWAiiO%2BiV3xjI8OcSeSiEIV0jK3srgSt0Tta4f1bmxsB%2BMFMaWVr92GhZJx1dgwGzzUqKawR7Moxv4A50RvvMd7MmD%2BljzOw4nlttV%2B0MfaYDXha%2BbpIZMnW5dxw2g3fCAIZltUo0ubTtYea%2FrCz9mOWptg9%2FkpV4N3zF7zCjug5AF3vrZ66yjtfkHMGyEU5eZ2xHxBvLUhnWvUk%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=AVxigLIAZ%2F79kj8unwoqXnUm2Xpp41DgOlgkQmneOZOhJTcVKXg%2FHFlOBsOroNHxc%2BP4szfPKHmdHJlLtDMeI6FKQ6qYGcAF5DVuryytQvuSPnBE7IP45hhq7ogKGc%2Fl8bNK8sTvYxb6uK9Rk1wv3ra%2FY35kKOIMbFrSprbJScYeu6D%2BGjjWWC6z4%2FZTWJ2zPI4feSZ%2BU9ACmvXXPxIGX%2B4%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=AVxigLJnGfrxR856rif7x2bMi7jtrT7tPKBAZOHr%2FdwwnQt%2BHnmrLpjSiq7RSPhY5HS7VJTZVdfcPYF6w4l%2Fhyh1%2Bmuzxe12k2Rj5q3neQ8FH1KkdTHT3BJfYcnEYEBCwOtB20HZk3m3ErmkLTa5Nu%2BlMgN17F0xcNGrJ9MWU6ckAEdZyH934Gr%2BeQJSibvxmGEx9EoCoxaLhutOmqoLYM%2FjTkpAYg%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=AVxigLLpk27ybvD78PdaAG4hNPs5moAvjXRJDSrEWiqykd0ATGNNY27DqnYia%2FsjGw1HYKzReXlmY0oiPFK0iAkpLH87ALFgWW%2B1zpVvwZK2aQNJyZdknzi7D0Q%2BuMcXrT77e8Z%2BD9OdNowENrzybkxRCqrEJCJkUxE%2FcAf4vNqjVQkqnrysOn2HSoTVZH9l1S6IoRUWqkRGhgvpYD0hIH7Cw9eAl6k%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=AVxigLIVT82Yjw9gNbJWPwrReQehuqh44meYvr%2FIFD3E2SJtnaw18KV8d7IkTiW7fGyqXm%2B2PqTaG8H8pnV1dSQ4jDIbXkpOc0nv0q2lVidFuppzdrfLMcd8KZ%2FhMjsxEJhuhem2nLO2UXxWD4uX8JBNeSoiaJi%2F1TBQ%2FXH8Ro3Rh%2BOBzoVJaooSHujo9aJBzzMPfuaIDQPX%2FJMsHFg508QPbkA%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=AVxigLLWtvceJ5OCWH8rE053S7PsEWCtGw6DYN16pf296gBbAO%2F%2FhRx2eahuj10L5XSvlD8XSIb%2Fl4%2BgItZ1npNupw5LICl8KXul9TbTvYLeUKHiBrkx9Rz38wqWnZR6G15wjTCRLpXQttwaPNqTVW1cXo%2FEUtv57VFmTW%2FVYUsMi%2FM2%2FIPdcEGaUv5%2FquVYdfi4kBVlcJFUYJfHMoX4KU7uMA%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=AVxigLJpydpJIM%2FH5rpQXpSNdRxO2rPGWw28JrMoLNXeFfLPsJcH9uIqv5MNX0anMm3jQSA0xcI6RPNKFyu3WzpGbw4jZ4UKBElnO7hbCvlOXQMjD15C%2F7q5IKrRJ1tDm2kg%2FVUibEud72qzPO3kNu7c9VD7C0w0295pQ9rVvXmhetuqhrqoqnqbfjNEHe716IhGOO74YegRel13ZQkZUGykilGdgJA48%2BNS18RmIeYkPAnr3g%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=AVxigLKVH8%2FvW8m%2FZhxG3UZohFDrKcWIpqfZEp%2F8m3%2Bo7Da9V78Dq25ldLtINq4b%2FzozO2I80H9CPk8gdjtaapAjxsZOFgw8DTGM1CgFCtQWa2Dg%2FDd2GWgx7e5QJPGfcjXrsBRh1t9PwNHFr3vKrBogR7lyePGKVKNr5gVoaAw5XDx5DDKdiy12MXUFj7DhtI8qce9LTrApxMD%2FngplvXzFxNcs&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=AVxigLKvhOkn77XmQdqf8xguh1wMVNhi4Le%2FzG3lORSkKcgwt2FEeEJ4uqKZYe%2Bh5hmm6fNzAzbGX%2BPOrV0jwM1pPTUJO9Qatsmji6hFdhWH9O8xSjNHXLNA9RZwqmq4hQ159Z57v4sMTP0s8v8hM2XmhtbhQWwRP2RekRKbd9s8BH%2BzaCil%2F1GSmOAMbcSbADRvsWJWHpdVnpDtm0tMtLbER20W7A%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=AVxigLL%2FdNOpQOeRmKLmXN0YZAzp9zyNdyHWVPI7SLuHlyy0lQPYw8W7mIIwmiTd%2FqSi%2BZlFW7wkzAvbUo%2BWliw%2F8iNZtqxnGHE1LOQFk%2FmVzM2wT6zlZTiBHb3OrpBQK2Y%2BDe9xWBKgShKu6ZINjy2TDSUZ1auAFCkIEdvCWkJ6xlyKSWPMv2B9RqZUZScdE4QrTzWD2bjWHI7I8OlyEVi%2FoUhJApI8mIk%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=AVxigLLD9lBuCxpcMnOMhc6OO6JuU4gYz%2Fv4p3j4r6b%2FYVix3AH4Hm9anze4cfX16gfkuHyp%2FFWTi%2FNJ%2BgYrbpYqmP4DC7ShdL6jP9E4iE4Cw9rqlYz%2FcLxUdLf1Pu6b33Zj4hH3WaPYpJ%2BTVtox8XpODGAZC%2BfZwreC7MwyxyBjW7Toknoyfi7u68n7dV17iD22%2FdrzCHmXtMvh%2BcC6PsNlOtc%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=AVxigLIFjjVso2WmWndlZCOGDTqnIdU5F9Fbl958Y2XW4ediIqWe17tlvaDQ%2Fouye7rkfm3yug6pIoVEcpF4uIp32%2FXj2G%2FrVkMaj%2FwVizwXc5n2mSHN1%2Fy%2FYgGavevF4jmvd4Kxg3sgo4lMM3KHotqAMVPZUTMGCm8ONvF4TnttuanFZF%2FzfSyU6aja83a2MjTwx3PdgE7LR2ILku4%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=AVxigLIxE5aFlogAL7i3qAX24sDny%2BxPy9NXydjdWUtno8LFX%2F330098g2lT8rwuX5kpaZow%2BszYPhoguhyQB%2BMGkf4hNz8wMWZPk2KcoN6BoCZl3xQNp%2Be%2FvhTcIoFRTBeeMzFBRDJdru6YenP0BXenNt64Lsb%2FI47k%2F%2Bit3IGhyrmNgNcofFN4hMQCuArM6E6tAP%2B4EQ%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=AVxigLLnjsmYxamE8DmZb0Ps6JBlz3PYPFL5FcvsvqlR4rByGMw22342gSaF3nXa23jw7OcyYW5qkaF1GNwwGMyOPpE%2FqRN1NLLcVKl%2FygA%2FYZSPDr7ymG1DQ%2F5Hc6FMKbiyOn3O0AVGG9SQgkmoz5kRaQ%2Bwi1Tu3scWtR%2FcUEDv8JrMeVmlUzrwj2r%2BeZeApOJrAbpI&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=AVxigLLW1eZew1%2BQIgD8VsvAHutVeQDZA8u%2FbMDR2Oqcx5v9i%2B5JjMinZ3zllaq%2BTLz3vyZYVSojJS3g1sTkVDYblGmuPhmAbc8mQAg7AiAEMiDReRh4wXTcRW%2FDSB%2F5n%2FFV%2FEOxSaKHZysvmCo3NZLv2okSdcZEhhXC5m4EkRqdwW7KupFTTTrNl5TfHdMvJjWrozSqGk%2FB7btM5Q%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=AVxigLICdKiXjERtt6X%2BNTmXtW%2FgBc8ctwfe5RN8x0P%2BR7hYmr1fl6EYiU9j5inAluXEzvU%2FanvCxE6BT7%2FaFwO7lcit4FqrmjKzx3IY%2FD5utW%2B05mevr0E4sHzL7i%2BMbcI%2F1AlB%2FAiYuwLCBD5nGbHGGAba8DeyGxKIdmKR7i94Wavr4uhe1292DSsvnuqI01I39YVE7BpP1wPd0Ye1geTkQDA0i1PO5dk%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=AVxigLKQmzfXCz8BY7Xqq7LNbysEBY31P%2FfnlrNmYJa7CagWA1daym2uR6gmqOiR8709QY7JRCnOjQ0iW7q%2BcfHe0EDIpUtuUskNUXuzytGWf94qUsMIB5Rlyi7AgdCISinjPY3TV6bqzpRqad7oKPqkPwgZD1MZ4QmQlUc6tW6YAZ6rdpEWItunL0Ty%2FqfGTwi7wbSFOIcVKhfjWTaPGlj41DA0NH3ii56ECiM%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=AVxigLLYbgmldJupeJpIKRu%2FkjAcTI3X41p3%2F0JCUg5zAnRScuCYwbL%2BkI12kVUzdOtgRIvbzPzR59kVCuyDeBOAd4aH0hQFZQ02KheHsAQR5B154ioLjYL6utXapAm0nJiv5TkiGdxixuwhkkE7eAPmdlqO6hmEr4pmAV5V3RJPeh98dDtn7qih7GC5t5%2BC5bZZSKKQ3Zh%2FiR0w54Fwe7clcnecIl4oFZk%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=AVxigLLW1eZew1%2BQIgD8VsvAHutVeQDZA8u%2FbMDR2Oqcx5v9i%2B5JjMinZ3zllaq%2BTLz3vyZYVSojJS3g1sTkVDYblGmuPhmAbc8mQAg7AiAEMiDReRh4wXTcRW%2FDSB%2F5n%2FFV%2FEOxSaKHZysvmCo3NZLv2okSdcZEhhXC5m4EkRqdwW7KupFTTTrNl5TfHdMvJjWrozSqGk%2FB7btM5Q%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=AVxigLIfRNG62WJe6nyX2A0bkJT%2Fpzwq%2FquQhmMnppI60sOmYATEOtB6P5H9HL4iCKWaNbgQfgdV4G5U5IXS%2BxI%2FBIj9x2pRd9qhcNG5ekYHXIEBIlWPf5Wpn3YKVeOkqsPhK%2FqFbRzhpTTekuHzARKNf7KErVAJOc4gm%2FNT%2FEaTVxw8ye5jlDyTNNsS0lJKr1i7FdWLjS%2FR3so1X%2FVoqgo%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=AVxigLK%2BP0IKkfdrwO2dS9XltJ8PfEHZuMVpwdc4TFki8KO1R4LKtYSs8XdUQaArgVz%2FS7bvWHjVESNmla%2BjRNZQrxDtJMF%2BMf9jNrwzxH91Z3JCAP94oSAMYoVs%2FJYcuMldCSVPz7%2FiZpW%2BEsp39tK6jHV4m%2FeIFaY5tQHmyKVqcetEmg%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=AVxigLIMVNVxwEJuQmHdCE%2FLXsal9i0a8Xf3O261fcQqC2w6RZNcngOlBV9l0YCIdf77ChRqcAOSwLsQKdBmUjW6FDThMb%2FHENUvS4r7tlzYM8I5lfw1R%2Bkg64AcWeKBEQ2OcuyuXQWVHzXUEh0t66vy%2F31pWxadzpSf74jMAuY6I6WtphcmlzQ2qzb7ai%2B5Qw%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=AVxigLIam6KwIvQEhMSL343tSuc5rsgbhoCV0vIUgjVHmgG%2BQu50V5TNSkWy5V5RLKbZAsQtNJVBfkbVNX5Xgo1%2FfMyNBPgauhRba5pnLF0wUeCgs8Htf%2ByWBS6LHS96pNb4mJmWpwDPQVQIrgWgar5p4WyN1cJq1QSAWfl9FfNY&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=AVxigLIBmpsOYr5SWCtEUOfgdhDHFJpc0x7FF1QCjheycQ4Whvw%2Ft61q5uv9R6zkcd0B0B62HcsFh24B%2BYSo0LlFXMAnXoBxc5MI%2F9cGDBokYeKtFxA5AVckR%2F%2FEh7m0Pi%2FT7DJnYDEjPHUUAc67IXbRFVJnLmfdVQE8bl0iL%2B9WqL%2FlpLUcO%2BzNKA43%2Fg%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=AVxigLINGmvIi4ZhiqrRTkdLRU%2BoZEAOCgGxdjHqFjTQ%2FvSghy3hoFN%2Bar7RR8Pv7SGRRJ2TGH0meuOuDO%2BRGQ%2B1eUsb74dGkRsHhSmv2RHW8L9HY%2B%2BdW9064wi%2Br2CNOTaBoZU4qBF0XHH7vnlVBDWq%2FBShNP9WyE%2FklNPfgRry%2BbLywEjREBMC80Qwc5xb%2B999sauhkFAU1A%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=AVxigLJPTNX8wmvU%2FQiN2NlaFt8SdBCTHDivs4buRfGrrr2lBieSkzRvePXTej0cuZlW2I253KbrTH89MaEjIE8mXKi5Vv%2FlwAWrTd03e%2B6Osq99Zny%2FNMSBHjr7I8EilFK62mnau3m86UCGN0iYFYD0tc6PpLp3HJuTryOboUPdQRtBTFFYRKeyFIGKZA%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=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&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=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&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=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&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=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&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=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&webInteractiveContentId=185823046841&portalId=8302174)

[ 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)

**

[![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=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&webInteractiveContentId=185823046841&portalId=8302174)

### We Partner With

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&webInteractiveContentId=185823046841&portalId=8302174)

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

**

### Library

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&webInteractiveContentId=185823046841&portalId=8302174)

### Our Company

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

**

[![Learn more about Rayven, our mission + history.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183792126777.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIctJ4KB8T9ED7SLYWw0cT6CVB4PrPS%2FvReQVOCdfU2ujOp3hBtF4oa4SGazTbgpGhGRaZaesMbNjMcork%2Frn5bWUwomocrVcJpwJEfOUzbBT4aA11%2FvqAqQquAlyBumhHGssx4SYyFNQSKiMHLVUUir0A%2F2eXvj%2BtKbpEPRJXSog%3D%3D&webInteractiveContentId=183792126777&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIhhYxInQ7h0hggFtJuEjx5hENzBiH%2BFCQzVjDH3CsKkDSGJ8fIx6iT0zRlYPSvna48%2FghjIylGAjT5HrDIVUu6SbmvYLghGOXj7XQKJBCQpE0uqVqUFo5Gm7PQWcAKC6nMoLIIj2nYHZZlAFStt0MT1DvpX82862hr%2BGTHw8BX&webInteractiveContentId=185823046841&portalId=8302174)

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

**

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Blogs

# Software Automation Companies: who leads the market & why

 Rory McNeil, 25 February 2025

Software Automation Companies Guide | Rayven

5:15

Automation is redefining how businesses operate. From streamlining workflows to leveraging AI-driven insights, software automation companies are making businesses faster, more efficient, and scalable.

With so many players in the market, how do you choose the right one? Let’s explore the leading automation companies, their strengths and weaknesses, and who offers the best all-in-one [automation solution](https://www.rayven.io/workflow-automation-software) for businesses of all sizes.

---

**Want an exhaustive read into the topic? Take a look at our 'Complete Guide to [Business Automation Software](https://www.rayven.io/business-automation-software)'.

**<https://www.rayven.io/business-automation-software>

---

### **Who are the biggest software automation companies?**

Several major players dominate the software automation space, offering a range of solutions tailored to different needs. Here’s a look at some of the top contenders:

### 1. UiPath (Best for Enterprise Automation & RPA)

- Strengths: A leader in Robotic Process Automation (RPA), UiPath offers advanced AI-driven automation, strong enterprise integrations, and a vast marketplace of automation tools.
- Weaknesses: Heavy technical complexity and a steep learning curve. Requires significant IT involvement and is costly for SMEs.

### 2. Zapier (Best for Small Business Automation & No-Code Integration)

- Strengths: Ideal for small businesses, Zapier enables users to connect thousands of apps with no-code automation.
- Weaknesses: Lacks real-time data processing and AI-driven insights. It’s limited to predefined app integrations, making it unsuitable for businesses needing advanced customisation.

### 3. Microsoft Power Automate (Best for Microsoft Ecosystem)

- Strengths: Deep integration with Microsoft 365, robust RPA capabilities, and powerful automation workflows.
- Weaknesses: Limited flexibility outside the Microsoft environment, complex licensing structures, and high costs for large-scale automation.

### 4. Workato (Best for Enterprise Automation & Integration)

- Strengths: Strong AI and API-driven automation, ideal for enterprise-level integration across various platforms.
- Weaknesses: Requires technical expertise, making it less accessible to non-technical users. High pricing for premium features.

### 5. Automation Anywhere (Best for Large-Scale Business Process Automation)

- Strengths: Advanced AI and analytics capabilities, robust security, and scalable automation for enterprises.
- Weaknesses: Expensive, requires a dedicated IT team, and has limited flexibility for small businesses and non-technical users.

## Why business automation should be for everyone - not just enterprises.

Many of these automation solutions cater primarily to enterprises with deep IT resources. But what about smaller businesses or teams without technical expertise?

- **Most solutions require coding knowledge or IT specialists**.
- **Enterprise pricing models exclude SMEs** from automation’s benefits.
- **Lack of real-time insights** in many solutions makes automation reactive rather than proactive.
- **Rigid integrations** mean businesses must work within vendor-specific ecosystems.

This is where Rayven changes the game.

## Why Rayven is the best choice for business automation.

Unlike traditional automation platforms, Rayven makes automation accessible to all businesses, whether they’re start-ups, SMEs, or enterprises. Here’s how we stand out:

### 1. Universal Interoperability:

No walled gardens - integrate any system, software, or data source seamlessly. Works across all business functions, from finance to operations, without vendor lock-in.

### 2. Real-Time Data & AI-Driven Automation:

Unlike Zapier or Microsoft Power Automate, Rayven’s platform offers real-time data processing and decision-making capabilities. AI and machine learning built-in to optimise workflows dynamically.

### 3. No-Code Custom App Development:

Rayven enables businesses to create and deploy custom automation apps without coding. Unlike Workato or Automation Anywhere, you don’t need an IT team to build automation workflows.

### 4. Native Generative AI & Machine Learning:

Go beyond basic automation - generate insights, automate decisions, and optimise processes autonomously. Traditional platforms offer AI add-ons, but Rayven has AI deeply embedded at its core.

### 5. Simple, Affordable & Scalable:

Low-cost entry points make automation accessible to small businesses and non-technical teams. Scale automation seamlessly as your business grows - without hidden enterprise fees.

## The future of business automation belongs to everyone.

[Enterprise automation](https://www.rayven.io/blog/enterprise-automation) and [small business automation](https://www.rayven.io/blog/small-business-automation) shouldn’t be reserved for IT-heavy corporations. Rayven is breaking down barriers by offering a solution that’s:

- **Intelligent:** AI and machine learning enhance every aspect of automation.
- **Flexible: **Connects with any system, works in real-time, and grows with your business.
- **Accessible:** No-code, easy-to-use, and cost-effective for companies of all sizes.

Ready to unlock the power of automation without complexity or high costs? Rayven is your answer.

Find out more about our platform's [Workflow Automation Software](https://www.rayven.io/workflow-automation-software) capabilities, discover more about [Business Automation Software](https://www.rayven.io/business-automation-software) more generally, or [speak to us](https://www.rayven.io/contact) to get some free help from our team of experts.

#### Tags

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

#### Author

Rory McNeil

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### Explore further related content:

<https://www.rayven.io/blog/why-your-ai-projects-need-an-ai-data-fabric>

Blogs

## [Why Your AI Projects Need an AI Data Fabric](https://www.rayven.io/blog/why-your-ai-projects-need-an-ai-data-fabric)

 Rayven Insights An AI data fabric is a unified architecture that connects, governs, and continuously makes available all the data an AI system needs - across sources,...[Read More](https://www.rayven.io/blog/why-your-ai-projects-need-an-ai-data-fabric)

<https://www.rayven.io/blog/ai-data-fabric-vs-data-warehouse>

Blogs

## [AI Data Fabric vs Data Warehouse: What's the Difference and Which Do You Actually Need?](https://www.rayven.io/blog/ai-data-fabric-vs-data-warehouse)

 Rayven Insights An AI data fabric is an architecture that connects, harmonises, and activates data across distributed systems in real-time - without requiring...[Read More](https://www.rayven.io/blog/ai-data-fabric-vs-data-warehouse)

<https://www.rayven.io/blog/ai-data-fabric-for-manufacturing>

Blogs

## [What Is an Industrial AI Data Fabric - and How Does It Work in Manufacturing?](https://www.rayven.io/blog/ai-data-fabric-for-manufacturing)

 An industrial AI data fabric is an architectural layer that connects, organises, and activates data across a manufacturer's systems - OT, IT, and IoT - in real-time,...[Read More](https://www.rayven.io/blog/ai-data-fabric-for-manufacturing)

## See Rayven in action

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

<https://www.rayven.io>

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