---
title: Automation Software Guide | Rayven
description: Discover how businesses can leverage automation software to enhance efficiency, reduce costs, and streamline operations with our guide for leaders.
image: https://www.rayven.io/hubfs/AI-Generated%20Media/Images/Software-automation.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=AVxigLL5LP3g7XrySfRbn%2FshseplRVWka0agPDE%2B16VwVw5anYXl3aFcqCjbw41NULUtIkCtH4QE72gAb29TzjYblVKg95DTehVbd5IZ%2FEI23pV8CNTE7fDCqANnvr4ZbOhtg3xN4g%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=AVxigLL5LP3g7XrySfRbn%2FshseplRVWka0agPDE%2B16VwVw5anYXl3aFcqCjbw41NULUtIkCtH4QE72gAb29TzjYblVKg95DTehVbd5IZ%2FEI23pV8CNTE7fDCqANnvr4ZbOhtg3xN4g%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=AVxigLKHfWri6cy52pzqDeIVDFA0fXSw2qjIIsBpnt0SeMhOu39hym1Qtz8tG8xITbvsmjofFLxVWT5AICgePc1PkglZXv9lpuRBnrgOEDFx00Slei3o1cV8hCoraeu1cGj%2B3TICqz3aUOf%2BUmKnd1wviQPnoQp%2FfocH74%2FI3ytaBDK8%2B2Xy8fOeuZZFFtkVN6eHfaBLjUmHL%2FmmTlhObh%2BUew%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=AVxigLIvIrt0Olo6hA54VSHaNgNv3hY%2FQcnqw%2FotN0RtTjS0midEeKh9UsUq1np6s9rP3ip5Yp0US938INjitStQUauTn2oODzQwugWxVX3zjnzx0yx8hQANogwT0foQUx3H1S6zALMb8Q9CFGxrxdqUxLaPYRA9f3SzUaz32tUaYFtf9stXs3INmP35cixgqF5l9ZuQNx%2BiHSAdyQ%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=AVxigLLrHqP56gUgI7jG4ApWF%2FcBsCkuSsJCJ%2F8JwmrsOfXxboMus7iM7RWxhRI4qdQJQCiUFHsyUccAM2hSzv9UxyQArF7cV%2Bsdqu8BiPLqR%2FFr2KuQXKWT7ozh5hvI1v2p6aoH0YJFoZZa7qBLwDiPOxsMAO9M%2BS2E0anUYl8uB20UgH2VfS1RaYPs6QCljGHdYRcp7uVpzg34qg%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=AVxigLIgPjFu5%2B0RbWe6UkSuLiuyjoxhLxLxeE1GNl64s9fC1Uhhm12diXmSyL3MtMQjUw3zKHrTJPQMYRQ7u%2B08TOD5U16j%2FedROqLTP%2BbgxFdGUx%2Bv0aCzQTq%2B9h5UMk6o%2FCZnwBrhJZ7r7XSkESwJan7H%2BUi%2BGypIpfKFx%2FmdhRbmhd1IUIs7Siuyek3jf4H57Z1gAOHjewt9uS4liPlhHSY%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=AVxigLLaY7wx%2B%2FENvanROHRTA0P%2Bpl%2B3J%2FUsigbxB6rjzK%2Fmh9c4UY%2F30xzXKUqY2Br%2BPUJDlVLFnS2DfFTB7fSmJNp3p50PRR3XIElQBOW0XHcGT%2BhoBzLa3YKURxlGud9PBktpTejeidUGv7abiUoj%2BSblLtJ9iszwojBBCGOwB10fWMxdf3%2BGZGEjCXsdUsg5JAb%2BoSUKDgiKy%2BLEV%2F4%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=AVxigLLSHZ5GOZGaBcxbPGBF7tbk18byGBlwYx6%2BQkLpjRXTPrlMiAYm1MmnzjJAOu2srFSsI%2Ba7xN%2FqMkG2OMXpn388%2F%2BZd4PgVFuonsn%2B82k2IvFEZUYBDixfoGWeQNlOXaBg9CBdSJOs%2Bg5vpLWevI6WqvNLxoyfoeeBmPMApnJ7%2BpgHTWx6QWKbq7tGdVg8ZKVawJw3TX3mg1BVBSnqqr72E8g%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=AVxigLL89njjSe6MVdwrbhmAmNGjG9rircb%2BCsFPJIlWe2ZOFw7tC2s%2FkUc%2FEbh7h7dI96%2BFyuyk3nsHheLJYcw0cAnIVjix1BJeZV9xN1DhnCQu%2FC7jgJBkRGN9dnDMBuu50uJV%2BV56tcdI962%2F6R0%2B19gkzOpHAa%2B1muCxr0Psk%2Fqf1d6yLXTqKhWu034jvdoERYYPRd3OXaAN%2BJuEAszBDnueTZY%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=AVxigLLqkc%2BbLZbmjQYrIMyU0KzDWyX4GXNvbXpUSoJsK396jorL2GM6ru5vhSTOn2aLMZf5mote6b05TQsdTgGcR3YRkvU%2BE0XI9aacSbEEIWxede8JoA%2BevWbXEkV97GxBHDhcWM92%2FN9Ak3Gf8evULG9QQNG7h51T1fbtoGq6gpuL25f3qjLYEWZbzNuHAKg5FheIiMy05iQU38tZwxit2Bc%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=AVxigLK5%2BlFX4PpkJpFx9%2BpPcozY45YocgXEAHd%2FrsKMyWobEeiATOPkO9TzSmEC6mx3H0yQLWXk3Z%2FGeqes%2Ble44ZfhbtbyVhI%2F7yfr%2FLs%2BuxfTmwLA%2BJcuCG3TTHex9Q4qpkSyMrHxvfC45TZSPPuj7OWdfNHyma3uelLdswwHNhZ5omxdqe7TtclHovBkL27c4%2FjLEG1gqi%2BIICxtzGgcWA%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=AVxigLJqmRAu2WjpdCVCY1rXGevouJ7KdUMY7Mlxg0CoC0JupeSzXSBXVncsSr4mkjf0zVS4OUoAsvT6MqZprx8xkviLdtxDUcx5UND%2Bfi4zVJywJ1%2BM5PkKaRbrYPXT%2BTYj%2FkoTXmY7tqFpCkzkJ4F3HRCD3HH0VRRttXaeEaB8ikz3GuPg150HKdMw2nrFcwpe8HDd%2FJdbuDewspCJa3A1P5t8CeO%2BK0kRyV6orcP77o46ww%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=AVxigLILOiL5wP9FZD2mS3QgfteQtCRd042HEVRVGxDbNTIKhowDDmHhgSPsM0tfp%2Bdkb4gzqexU%2ByPsZM69PEJjlYYRAYTl8wYAx%2FEXHH6s3g5y%2BLt%2FufrKMUss2YJ1%2Fe7YCLWF8be13loy176p8QV8NwGgn%2FF2u6NQlgX6r7yGLY3PNH5BT9t71Z50%2FJZ5c3jRXXWrExGH4wY8BTYalgRYMv2w&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=AVxigLKIfrmt%2By%2FDzgZnQMIg2KGNJxltRkBtAnWYfKWniWFeU1DmnjAOu1WYJbW0SKBqYRiz4l3rq87cpW1Y6HCpQJteEKAwkdfLxgmZb2ddM4qpn8lDb2eS%2F4Rbp853E655Y2gOvgA9nk9oFzhlmQAxJefYITP60zU8kMw1FHgmzCcAoKTFR43%2Fl2S3Xjde7iTOXUciR8qGvxAynQhy%2FfpSWJApHQ%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=AVxigLL0DWHO8b1sypyMdTPt0P0RLw3HESKsl9UG18SCaBBqI4I2S0ifRnEJTlddwpbJh%2BUaM6Cp3TALC4dfmHQATbXFz%2FQzlJ2zvvFRCjq9T8IgqTy3M0QXt7bj6TZt4iFISC9DQC1jcKK7rN0%2FFzlP0OghM97QQbvyYKAOZhiBmQ3dszX0JzjDtuK6PPvnATVEHy6SywwKtXPflo6DhvCC%2BeL1Rzt69dg%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=AVxigLLEkg2AKN0fa6JuVKv6IBGmh3eKGv8OXhfZGbTJz34galccnMzkWn9mGGRBVAIpM1XqY68QAMdPGGg9%2Bd%2BWe07tO47C0Hnv9XKlQ6KYFg7jTgTsfuPVxAcLoLZYnXQQEaUNBv7yKKMC6prbsHpx45zc108g0kKAT3R8OMQyWGp9Y%2BoePV%2Fu5BzUMEl2Xz404XM4JX1pHvz1DtzzIo%2FaVZI%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=AVxigLJGPNj7vwjC%2BVy8AJUQbg0cMtdHjVQLusbWa79smzN4HKQDh2yQfaMp%2FTvxxMCy6lKgXStZgTMiN%2BZ%2B0FRvDXbSokffY4%2Bz4L3bYeT9nszMGFh3kDCMprvkVdr6YNUp6y%2FLJw4WBfrVumWA%2FjDrs3cXWIhdXRMWPFHq%2BBGGlS74r1p74tfWlCk9TWQn1zI0moINeVXvzxJgEEc%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=AVxigLJXbRAzUm9ZpnJeuRPjJjNwJl0zAeqEV3xxhEnt%2FVLoYpQBivX%2FkGW1DUrvh6LmpUEkF%2BXK2J1klQfLzCuSPIBiU5%2BP4NOXxIVzaTqW1uWI4wJbiyX8d5rqNjgEYDuFabGiVuFNdSrp5rlSIUcUMMfaJN9ocy44wW7Mwr55u6nSG4%2FqJjqEacEt1H8VYReGm4n3aQ%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=AVxigLIQjW5V2836x5vmEBduX4T3Ue1zVaeY2lsGKdpn7zRZyczDqkvu8MEo8hiKX%2F8FhRJMFJZWUZxcyop%2FSG5k9ajoGCZGy6HOZqzbypiP7f69xr2rSHtb76t0Z48I0iym1VAMfV6rn7baYLPb5epAETyKpeg0Ply06wJRlTeoGahVIXnrbi36pUvsvyCVRxVDifL2&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=AVxigLK5OPYXCg2x14BLpueGQwsOvrDxfbJ77c9TIxn5LVo9fcarTh8gZYnBj%2BmGws9D4%2BIS1fUS8RGkluz57aa%2Bz95YDEVBaFXJW52I0wd18P0MmJrz6rngdOmkKu%2BiseVJSYMEJvk5BCJj9OyKSpdx0vU7HQtnshHLo2hbXRJJUZ%2BCTGQpmdj5XbP8WWlsOmq79J4%2B5EgIuiMcNw%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=AVxigLK4TkaJGrEfd4b%2BImtSAbOVAR6QgimKUKldA%2B1GbIm1UUsKvv39h3RXmj4ztn%2FMMq%2BpQkZsan0d5ilQ75rilJ1VWvd52FP5fvW4mOjDbjl26B7VowSO1ujuXZuSTX2xysmaQh2A%2F5g37FEKP3d6D0gSUUZJy2snzvFARw2arLLRj3H24wzw193fgfkwr99tsCUodtP2OWmloaD1I9rob5%2B1Mt0LgLo%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=AVxigLL4UbIv6bdmsAe3JWaFz28ig%2BT2lQtZnMpm%2FIBDIuWSMomIuM%2F83EzfmOF1cHkLuXS%2FJnHnvi35v9HA0wTW3CiRihxY0pEzmfVsQJdk2rCjFz7kOdNfbstzNMT3NTXXH%2FNQoeVuFWbbmBDtHAK4el8lIX%2FovGrz0Cu8M8zIOtRxTXvVrJKU53l4uYdQkufpYobh3dje1y4%2F9qxv6XnEhvIjKLOnnWiL8wg%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=AVxigLIrD9pq%2F5JVn50y9d%2FSX6tfU28zAVdIgY5rEPrnqAiplRh9a77lYboK7bVD34U3KiiZZQAMmFx68lewLcxji2wKkY36ZRJe0dmNxjtIROa1HYYtNQVoDsnA9zhHVlLfKYoVaSsBhGWQVJ2OsTZ%2FU3FC4%2B9qZ52902k7WUOs1VvgLWx%2F35A9KnvKU9bookdJLHyhMID0P0NQEHLdQykhAIh%2BSrrEgSQ%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=AVxigLK5OPYXCg2x14BLpueGQwsOvrDxfbJ77c9TIxn5LVo9fcarTh8gZYnBj%2BmGws9D4%2BIS1fUS8RGkluz57aa%2Bz95YDEVBaFXJW52I0wd18P0MmJrz6rngdOmkKu%2BiseVJSYMEJvk5BCJj9OyKSpdx0vU7HQtnshHLo2hbXRJJUZ%2BCTGQpmdj5XbP8WWlsOmq79J4%2B5EgIuiMcNw%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=AVxigLJPBtyL5hM2kgKoRPe2kAFaRQPg7eO%2B%2BDR0c8E%2B5rnZeh84upB2zbsto43bv%2FD9FPMJ%2Bh4Rv41galDarOMbaLZKijQoBiDETfMgmlAmQHq3UxSesr9DaGDAN8nJb9R5SdvF%2BYiHAlDohAFovJV5RlmEyDdoo7AMG7Ae2WumyH9vO7f5%2BCpACex414E45iPs1nDuf%2FQf%2FBzvy5p7fJI%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=AVxigLKJHOw5fnDxmSWSmmWszPnWolsa9HvTxhjoZmb7BDrWvLi8Y1gxH5bL%2BqsWMu%2F2sC%2BCGXOWIqeRp9DBqf5EpMlLxmxoIMGrhNdzLJ%2Bm3BtxPl3yzTbggslgkL7xWynY1UNXh7YJlIghzes1sHpRWefQlA5S%2BYU9Fnt9G%2F3AZ5KSNQ%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=AVxigLIVHGnnjzGbxYmRDL1Ff7RB1%2BSlwHE%2FMcaB6MUWO6LOgc9hsZWaYdKmHetYvY02%2Fpthb8flvlZ6%2FgtII0gP2i9ajglsQvmdLcc3Mcd2z2EGtLVKA98YlStXK3Q0G44tPgM2ysHq6I52eMzVe6woXimEmQOHm2jAyYOoMnd8bqxjgeRCMYe0jPZ4%2Bk8W8Q%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=AVxigLIe42W51R0eCr7wuKd%2BeOHdHHyVSPhBGPwGuGGwO4MfA%2B2Szmg%2F7AfQrE%2BUpoyzqfkw5vxODxeV%2BVyvb%2B3%2F6MugRRMwd%2B3BkgD9U6DLz5gXyBFm6vCa5oPL6bBhxQrPHvAJ8FvP2GAL8wn5UqsSYaThyvRUyFnWHdAxjZh8&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=AVxigLJlviidj7AmL7ONHpSP1es%2FT2xdkaOOfcK4P7nU%2B3Rgvc%2FeFqFPABytNVXcYufiT9fQJr0sVxKD7dF7KvZlHjOmY3myM7qjBeF%2FGH%2BtrLCaUJAwL40RbMEEXSr9bB8EG2jjkvXro2NYN4So2NlWl%2BI%2BXD3fC67%2B35tceej1dwJGb%2BrNKKykTsCk8w%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=AVxigLIQW6Xx6DaQwf7RZ9%2FlLCpyJyVYvQfarvpiJVZhqow3NZRe58oSLrRTGqufzbfCXKYIBRS8saPvjETkxEkd8gVX7Io7JQNAeblZhdXmfCNLLRjOXl5OGq39wB8eKoqYr58rEaQjwHgSZP3930MX6TqtQXEZlERAJyDFmgHSv%2FSGOyqMzcTT0vVMv1Yq2WUaHtrFZK4FpQ%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=AVxigLIpDpEcy44nlbbLfsjZJnqwbKgS6ULj3JIA5q2zVyNRTn51KhaiR2%2F%2BzeEO2nc4EF74esbcKkgE4x%2BE4fBZdIBWkmdy0raxaqW6fctakrl2hKtz512No70wrKlqVK0JgrxR8gesUd2XlY%2FT0FdagG%2F8xYZOT8tUMUOMO5sKY5gQTKQOtP4ONCfm%2Fw%3D%3D&webInteractiveContentId=185785618812&portalId=8302174)

Overview

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

[ Enterprise Services ](https://www.rayven.io/services/enterprise-application-development)

Set Engagements

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

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

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

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

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

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

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

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

[![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=AVxigLKziAov1%2BeSqnTYXBTxwOU7uPQlfkqEqazS%2BO80rrtEuyffijLKe6vUMFHhksbWTMckUFmsTxKpicP9m2lZTD7FI449NaIQzwiBBsDr9Uc4RNU0KK3HhFexxqXtlmvYttkZx%2F3zG7myw1BqpZA8ofnS4dCg4sKNhlDfI%2BqyUJX0&webInteractiveContentId=185823046841&portalId=8302174)

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Our Company

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

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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=AVxigLI7tg7CLtZ0wkD4qZCu73TweqtmplljpWv1DXItM5K%2FN7Y%2FE666rKu2cU0sNUI58L1jGjn%2FZbIP6OPqLXdenxprxdXybh6WNcj1PPnfnpSmXgT0NWiHa4kDJ14Yp7NLAOkkz%2Fa8Q%2F2LaVbHSNtPrvNHKB7kbfaZOGGtpPrJhuq8259GiG5M4CGFVhemrV0jLQ%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=AVxigLL5LP3g7XrySfRbn%2FshseplRVWka0agPDE%2B16VwVw5anYXl3aFcqCjbw41NULUtIkCtH4QE72gAb29TzjYblVKg95DTehVbd5IZ%2FEI23pV8CNTE7fDCqANnvr4ZbOhtg3xN4g%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=AVxigLL5LP3g7XrySfRbn%2FshseplRVWka0agPDE%2B16VwVw5anYXl3aFcqCjbw41NULUtIkCtH4QE72gAb29TzjYblVKg95DTehVbd5IZ%2FEI23pV8CNTE7fDCqANnvr4ZbOhtg3xN4g%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=AVxigLKHfWri6cy52pzqDeIVDFA0fXSw2qjIIsBpnt0SeMhOu39hym1Qtz8tG8xITbvsmjofFLxVWT5AICgePc1PkglZXv9lpuRBnrgOEDFx00Slei3o1cV8hCoraeu1cGj%2B3TICqz3aUOf%2BUmKnd1wviQPnoQp%2FfocH74%2FI3ytaBDK8%2B2Xy8fOeuZZFFtkVN6eHfaBLjUmHL%2FmmTlhObh%2BUew%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=AVxigLIvIrt0Olo6hA54VSHaNgNv3hY%2FQcnqw%2FotN0RtTjS0midEeKh9UsUq1np6s9rP3ip5Yp0US938INjitStQUauTn2oODzQwugWxVX3zjnzx0yx8hQANogwT0foQUx3H1S6zALMb8Q9CFGxrxdqUxLaPYRA9f3SzUaz32tUaYFtf9stXs3INmP35cixgqF5l9ZuQNx%2BiHSAdyQ%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=AVxigLLrHqP56gUgI7jG4ApWF%2FcBsCkuSsJCJ%2F8JwmrsOfXxboMus7iM7RWxhRI4qdQJQCiUFHsyUccAM2hSzv9UxyQArF7cV%2Bsdqu8BiPLqR%2FFr2KuQXKWT7ozh5hvI1v2p6aoH0YJFoZZa7qBLwDiPOxsMAO9M%2BS2E0anUYl8uB20UgH2VfS1RaYPs6QCljGHdYRcp7uVpzg34qg%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=AVxigLIgPjFu5%2B0RbWe6UkSuLiuyjoxhLxLxeE1GNl64s9fC1Uhhm12diXmSyL3MtMQjUw3zKHrTJPQMYRQ7u%2B08TOD5U16j%2FedROqLTP%2BbgxFdGUx%2Bv0aCzQTq%2B9h5UMk6o%2FCZnwBrhJZ7r7XSkESwJan7H%2BUi%2BGypIpfKFx%2FmdhRbmhd1IUIs7Siuyek3jf4H57Z1gAOHjewt9uS4liPlhHSY%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=AVxigLLaY7wx%2B%2FENvanROHRTA0P%2Bpl%2B3J%2FUsigbxB6rjzK%2Fmh9c4UY%2F30xzXKUqY2Br%2BPUJDlVLFnS2DfFTB7fSmJNp3p50PRR3XIElQBOW0XHcGT%2BhoBzLa3YKURxlGud9PBktpTejeidUGv7abiUoj%2BSblLtJ9iszwojBBCGOwB10fWMxdf3%2BGZGEjCXsdUsg5JAb%2BoSUKDgiKy%2BLEV%2F4%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=AVxigLLSHZ5GOZGaBcxbPGBF7tbk18byGBlwYx6%2BQkLpjRXTPrlMiAYm1MmnzjJAOu2srFSsI%2Ba7xN%2FqMkG2OMXpn388%2F%2BZd4PgVFuonsn%2B82k2IvFEZUYBDixfoGWeQNlOXaBg9CBdSJOs%2Bg5vpLWevI6WqvNLxoyfoeeBmPMApnJ7%2BpgHTWx6QWKbq7tGdVg8ZKVawJw3TX3mg1BVBSnqqr72E8g%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=AVxigLL89njjSe6MVdwrbhmAmNGjG9rircb%2BCsFPJIlWe2ZOFw7tC2s%2FkUc%2FEbh7h7dI96%2BFyuyk3nsHheLJYcw0cAnIVjix1BJeZV9xN1DhnCQu%2FC7jgJBkRGN9dnDMBuu50uJV%2BV56tcdI962%2F6R0%2B19gkzOpHAa%2B1muCxr0Psk%2Fqf1d6yLXTqKhWu034jvdoERYYPRd3OXaAN%2BJuEAszBDnueTZY%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=AVxigLLqkc%2BbLZbmjQYrIMyU0KzDWyX4GXNvbXpUSoJsK396jorL2GM6ru5vhSTOn2aLMZf5mote6b05TQsdTgGcR3YRkvU%2BE0XI9aacSbEEIWxede8JoA%2BevWbXEkV97GxBHDhcWM92%2FN9Ak3Gf8evULG9QQNG7h51T1fbtoGq6gpuL25f3qjLYEWZbzNuHAKg5FheIiMy05iQU38tZwxit2Bc%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=AVxigLK5%2BlFX4PpkJpFx9%2BpPcozY45YocgXEAHd%2FrsKMyWobEeiATOPkO9TzSmEC6mx3H0yQLWXk3Z%2FGeqes%2Ble44ZfhbtbyVhI%2F7yfr%2FLs%2BuxfTmwLA%2BJcuCG3TTHex9Q4qpkSyMrHxvfC45TZSPPuj7OWdfNHyma3uelLdswwHNhZ5omxdqe7TtclHovBkL27c4%2FjLEG1gqi%2BIICxtzGgcWA%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=AVxigLJqmRAu2WjpdCVCY1rXGevouJ7KdUMY7Mlxg0CoC0JupeSzXSBXVncsSr4mkjf0zVS4OUoAsvT6MqZprx8xkviLdtxDUcx5UND%2Bfi4zVJywJ1%2BM5PkKaRbrYPXT%2BTYj%2FkoTXmY7tqFpCkzkJ4F3HRCD3HH0VRRttXaeEaB8ikz3GuPg150HKdMw2nrFcwpe8HDd%2FJdbuDewspCJa3A1P5t8CeO%2BK0kRyV6orcP77o46ww%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=AVxigLILOiL5wP9FZD2mS3QgfteQtCRd042HEVRVGxDbNTIKhowDDmHhgSPsM0tfp%2Bdkb4gzqexU%2ByPsZM69PEJjlYYRAYTl8wYAx%2FEXHH6s3g5y%2BLt%2FufrKMUss2YJ1%2Fe7YCLWF8be13loy176p8QV8NwGgn%2FF2u6NQlgX6r7yGLY3PNH5BT9t71Z50%2FJZ5c3jRXXWrExGH4wY8BTYalgRYMv2w&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=AVxigLKIfrmt%2By%2FDzgZnQMIg2KGNJxltRkBtAnWYfKWniWFeU1DmnjAOu1WYJbW0SKBqYRiz4l3rq87cpW1Y6HCpQJteEKAwkdfLxgmZb2ddM4qpn8lDb2eS%2F4Rbp853E655Y2gOvgA9nk9oFzhlmQAxJefYITP60zU8kMw1FHgmzCcAoKTFR43%2Fl2S3Xjde7iTOXUciR8qGvxAynQhy%2FfpSWJApHQ%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=AVxigLL0DWHO8b1sypyMdTPt0P0RLw3HESKsl9UG18SCaBBqI4I2S0ifRnEJTlddwpbJh%2BUaM6Cp3TALC4dfmHQATbXFz%2FQzlJ2zvvFRCjq9T8IgqTy3M0QXt7bj6TZt4iFISC9DQC1jcKK7rN0%2FFzlP0OghM97QQbvyYKAOZhiBmQ3dszX0JzjDtuK6PPvnATVEHy6SywwKtXPflo6DhvCC%2BeL1Rzt69dg%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=AVxigLLEkg2AKN0fa6JuVKv6IBGmh3eKGv8OXhfZGbTJz34galccnMzkWn9mGGRBVAIpM1XqY68QAMdPGGg9%2Bd%2BWe07tO47C0Hnv9XKlQ6KYFg7jTgTsfuPVxAcLoLZYnXQQEaUNBv7yKKMC6prbsHpx45zc108g0kKAT3R8OMQyWGp9Y%2BoePV%2Fu5BzUMEl2Xz404XM4JX1pHvz1DtzzIo%2FaVZI%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=AVxigLJGPNj7vwjC%2BVy8AJUQbg0cMtdHjVQLusbWa79smzN4HKQDh2yQfaMp%2FTvxxMCy6lKgXStZgTMiN%2BZ%2B0FRvDXbSokffY4%2Bz4L3bYeT9nszMGFh3kDCMprvkVdr6YNUp6y%2FLJw4WBfrVumWA%2FjDrs3cXWIhdXRMWPFHq%2BBGGlS74r1p74tfWlCk9TWQn1zI0moINeVXvzxJgEEc%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=AVxigLJXbRAzUm9ZpnJeuRPjJjNwJl0zAeqEV3xxhEnt%2FVLoYpQBivX%2FkGW1DUrvh6LmpUEkF%2BXK2J1klQfLzCuSPIBiU5%2BP4NOXxIVzaTqW1uWI4wJbiyX8d5rqNjgEYDuFabGiVuFNdSrp5rlSIUcUMMfaJN9ocy44wW7Mwr55u6nSG4%2FqJjqEacEt1H8VYReGm4n3aQ%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=AVxigLIQjW5V2836x5vmEBduX4T3Ue1zVaeY2lsGKdpn7zRZyczDqkvu8MEo8hiKX%2F8FhRJMFJZWUZxcyop%2FSG5k9ajoGCZGy6HOZqzbypiP7f69xr2rSHtb76t0Z48I0iym1VAMfV6rn7baYLPb5epAETyKpeg0Ply06wJRlTeoGahVIXnrbi36pUvsvyCVRxVDifL2&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=AVxigLK5OPYXCg2x14BLpueGQwsOvrDxfbJ77c9TIxn5LVo9fcarTh8gZYnBj%2BmGws9D4%2BIS1fUS8RGkluz57aa%2Bz95YDEVBaFXJW52I0wd18P0MmJrz6rngdOmkKu%2BiseVJSYMEJvk5BCJj9OyKSpdx0vU7HQtnshHLo2hbXRJJUZ%2BCTGQpmdj5XbP8WWlsOmq79J4%2B5EgIuiMcNw%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=AVxigLK4TkaJGrEfd4b%2BImtSAbOVAR6QgimKUKldA%2B1GbIm1UUsKvv39h3RXmj4ztn%2FMMq%2BpQkZsan0d5ilQ75rilJ1VWvd52FP5fvW4mOjDbjl26B7VowSO1ujuXZuSTX2xysmaQh2A%2F5g37FEKP3d6D0gSUUZJy2snzvFARw2arLLRj3H24wzw193fgfkwr99tsCUodtP2OWmloaD1I9rob5%2B1Mt0LgLo%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=AVxigLL4UbIv6bdmsAe3JWaFz28ig%2BT2lQtZnMpm%2FIBDIuWSMomIuM%2F83EzfmOF1cHkLuXS%2FJnHnvi35v9HA0wTW3CiRihxY0pEzmfVsQJdk2rCjFz7kOdNfbstzNMT3NTXXH%2FNQoeVuFWbbmBDtHAK4el8lIX%2FovGrz0Cu8M8zIOtRxTXvVrJKU53l4uYdQkufpYobh3dje1y4%2F9qxv6XnEhvIjKLOnnWiL8wg%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=AVxigLIrD9pq%2F5JVn50y9d%2FSX6tfU28zAVdIgY5rEPrnqAiplRh9a77lYboK7bVD34U3KiiZZQAMmFx68lewLcxji2wKkY36ZRJe0dmNxjtIROa1HYYtNQVoDsnA9zhHVlLfKYoVaSsBhGWQVJ2OsTZ%2FU3FC4%2B9qZ52902k7WUOs1VvgLWx%2F35A9KnvKU9bookdJLHyhMID0P0NQEHLdQykhAIh%2BSrrEgSQ%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=AVxigLK5OPYXCg2x14BLpueGQwsOvrDxfbJ77c9TIxn5LVo9fcarTh8gZYnBj%2BmGws9D4%2BIS1fUS8RGkluz57aa%2Bz95YDEVBaFXJW52I0wd18P0MmJrz6rngdOmkKu%2BiseVJSYMEJvk5BCJj9OyKSpdx0vU7HQtnshHLo2hbXRJJUZ%2BCTGQpmdj5XbP8WWlsOmq79J4%2B5EgIuiMcNw%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=AVxigLJPBtyL5hM2kgKoRPe2kAFaRQPg7eO%2B%2BDR0c8E%2B5rnZeh84upB2zbsto43bv%2FD9FPMJ%2Bh4Rv41galDarOMbaLZKijQoBiDETfMgmlAmQHq3UxSesr9DaGDAN8nJb9R5SdvF%2BYiHAlDohAFovJV5RlmEyDdoo7AMG7Ae2WumyH9vO7f5%2BCpACex414E45iPs1nDuf%2FQf%2FBzvy5p7fJI%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=AVxigLKJHOw5fnDxmSWSmmWszPnWolsa9HvTxhjoZmb7BDrWvLi8Y1gxH5bL%2BqsWMu%2F2sC%2BCGXOWIqeRp9DBqf5EpMlLxmxoIMGrhNdzLJ%2Bm3BtxPl3yzTbggslgkL7xWynY1UNXh7YJlIghzes1sHpRWefQlA5S%2BYU9Fnt9G%2F3AZ5KSNQ%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=AVxigLIVHGnnjzGbxYmRDL1Ff7RB1%2BSlwHE%2FMcaB6MUWO6LOgc9hsZWaYdKmHetYvY02%2Fpthb8flvlZ6%2FgtII0gP2i9ajglsQvmdLcc3Mcd2z2EGtLVKA98YlStXK3Q0G44tPgM2ysHq6I52eMzVe6woXimEmQOHm2jAyYOoMnd8bqxjgeRCMYe0jPZ4%2Bk8W8Q%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=AVxigLIe42W51R0eCr7wuKd%2BeOHdHHyVSPhBGPwGuGGwO4MfA%2B2Szmg%2F7AfQrE%2BUpoyzqfkw5vxODxeV%2BVyvb%2B3%2F6MugRRMwd%2B3BkgD9U6DLz5gXyBFm6vCa5oPL6bBhxQrPHvAJ8FvP2GAL8wn5UqsSYaThyvRUyFnWHdAxjZh8&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=AVxigLJlviidj7AmL7ONHpSP1es%2FT2xdkaOOfcK4P7nU%2B3Rgvc%2FeFqFPABytNVXcYufiT9fQJr0sVxKD7dF7KvZlHjOmY3myM7qjBeF%2FGH%2BtrLCaUJAwL40RbMEEXSr9bB8EG2jjkvXro2NYN4So2NlWl%2BI%2BXD3fC67%2B35tceej1dwJGb%2BrNKKykTsCk8w%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=AVxigLIQW6Xx6DaQwf7RZ9%2FlLCpyJyVYvQfarvpiJVZhqow3NZRe58oSLrRTGqufzbfCXKYIBRS8saPvjETkxEkd8gVX7Io7JQNAeblZhdXmfCNLLRjOXl5OGq39wB8eKoqYr58rEaQjwHgSZP3930MX6TqtQXEZlERAJyDFmgHSv%2FSGOyqMzcTT0vVMv1Yq2WUaHtrFZK4FpQ%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=AVxigLIpDpEcy44nlbbLfsjZJnqwbKgS6ULj3JIA5q2zVyNRTn51KhaiR2%2F%2BzeEO2nc4EF74esbcKkgE4x%2BE4fBZdIBWkmdy0raxaqW6fctakrl2hKtz512No70wrKlqVK0JgrxR8gesUd2XlY%2FT0FdagG%2F8xYZOT8tUMUOMO5sKY5gQTKQOtP4ONCfm%2Fw%3D%3D&webInteractiveContentId=185785618812&portalId=8302174)

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

**

### Overview

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKziAov1%2BeSqnTYXBTxwOU7uPQlfkqEqazS%2BO80rrtEuyffijLKe6vUMFHhksbWTMckUFmsTxKpicP9m2lZTD7FI449NaIQzwiBBsDr9Uc4RNU0KK3HhFexxqXtlmvYttkZx%2F3zG7myw1BqpZA8ofnS4dCg4sKNhlDfI%2BqyUJX0&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=AVxigLKziAov1%2BeSqnTYXBTxwOU7uPQlfkqEqazS%2BO80rrtEuyffijLKe6vUMFHhksbWTMckUFmsTxKpicP9m2lZTD7FI449NaIQzwiBBsDr9Uc4RNU0KK3HhFexxqXtlmvYttkZx%2F3zG7myw1BqpZA8ofnS4dCg4sKNhlDfI%2BqyUJX0&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=AVxigLKziAov1%2BeSqnTYXBTxwOU7uPQlfkqEqazS%2BO80rrtEuyffijLKe6vUMFHhksbWTMckUFmsTxKpicP9m2lZTD7FI449NaIQzwiBBsDr9Uc4RNU0KK3HhFexxqXtlmvYttkZx%2F3zG7myw1BqpZA8ofnS4dCg4sKNhlDfI%2BqyUJX0&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=AVxigLKziAov1%2BeSqnTYXBTxwOU7uPQlfkqEqazS%2BO80rrtEuyffijLKe6vUMFHhksbWTMckUFmsTxKpicP9m2lZTD7FI449NaIQzwiBBsDr9Uc4RNU0KK3HhFexxqXtlmvYttkZx%2F3zG7myw1BqpZA8ofnS4dCg4sKNhlDfI%2BqyUJX0&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=AVxigLKziAov1%2BeSqnTYXBTxwOU7uPQlfkqEqazS%2BO80rrtEuyffijLKe6vUMFHhksbWTMckUFmsTxKpicP9m2lZTD7FI449NaIQzwiBBsDr9Uc4RNU0KK3HhFexxqXtlmvYttkZx%2F3zG7myw1BqpZA8ofnS4dCg4sKNhlDfI%2BqyUJX0&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=AVxigLKziAov1%2BeSqnTYXBTxwOU7uPQlfkqEqazS%2BO80rrtEuyffijLKe6vUMFHhksbWTMckUFmsTxKpicP9m2lZTD7FI449NaIQzwiBBsDr9Uc4RNU0KK3HhFexxqXtlmvYttkZx%2F3zG7myw1BqpZA8ofnS4dCg4sKNhlDfI%2BqyUJX0&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=AVxigLKziAov1%2BeSqnTYXBTxwOU7uPQlfkqEqazS%2BO80rrtEuyffijLKe6vUMFHhksbWTMckUFmsTxKpicP9m2lZTD7FI449NaIQzwiBBsDr9Uc4RNU0KK3HhFexxqXtlmvYttkZx%2F3zG7myw1BqpZA8ofnS4dCg4sKNhlDfI%2BqyUJX0&webInteractiveContentId=185823046841&portalId=8302174)

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

**

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

**

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

**

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

**

### Overview

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

**

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

**

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

**

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

**

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### We Partner With

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

**

[![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=AVxigLKziAov1%2BeSqnTYXBTxwOU7uPQlfkqEqazS%2BO80rrtEuyffijLKe6vUMFHhksbWTMckUFmsTxKpicP9m2lZTD7FI449NaIQzwiBBsDr9Uc4RNU0KK3HhFexxqXtlmvYttkZx%2F3zG7myw1BqpZA8ofnS4dCg4sKNhlDfI%2BqyUJX0&webInteractiveContentId=185823046841&portalId=8302174)

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

**

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

**

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

**

[![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=AVxigLKziAov1%2BeSqnTYXBTxwOU7uPQlfkqEqazS%2BO80rrtEuyffijLKe6vUMFHhksbWTMckUFmsTxKpicP9m2lZTD7FI449NaIQzwiBBsDr9Uc4RNU0KK3HhFexxqXtlmvYttkZx%2F3zG7myw1BqpZA8ofnS4dCg4sKNhlDfI%2BqyUJX0&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=AVxigLKziAov1%2BeSqnTYXBTxwOU7uPQlfkqEqazS%2BO80rrtEuyffijLKe6vUMFHhksbWTMckUFmsTxKpicP9m2lZTD7FI449NaIQzwiBBsDr9Uc4RNU0KK3HhFexxqXtlmvYttkZx%2F3zG7myw1BqpZA8ofnS4dCg4sKNhlDfI%2BqyUJX0&webInteractiveContentId=185823046841&portalId=8302174)

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

**

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

**

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

**

[![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=AVxigLKziAov1%2BeSqnTYXBTxwOU7uPQlfkqEqazS%2BO80rrtEuyffijLKe6vUMFHhksbWTMckUFmsTxKpicP9m2lZTD7FI449NaIQzwiBBsDr9Uc4RNU0KK3HhFexxqXtlmvYttkZx%2F3zG7myw1BqpZA8ofnS4dCg4sKNhlDfI%2BqyUJX0&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=AVxigLKziAov1%2BeSqnTYXBTxwOU7uPQlfkqEqazS%2BO80rrtEuyffijLKe6vUMFHhksbWTMckUFmsTxKpicP9m2lZTD7FI449NaIQzwiBBsDr9Uc4RNU0KK3HhFexxqXtlmvYttkZx%2F3zG7myw1BqpZA8ofnS4dCg4sKNhlDfI%2BqyUJX0&webInteractiveContentId=185823046841&portalId=8302174)

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

**

### Library

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

**

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

**

[![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=AVxigLKziAov1%2BeSqnTYXBTxwOU7uPQlfkqEqazS%2BO80rrtEuyffijLKe6vUMFHhksbWTMckUFmsTxKpicP9m2lZTD7FI449NaIQzwiBBsDr9Uc4RNU0KK3HhFexxqXtlmvYttkZx%2F3zG7myw1BqpZA8ofnS4dCg4sKNhlDfI%2BqyUJX0&webInteractiveContentId=185823046841&portalId=8302174)

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

**

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[ 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=AVxigLKziAov1%2BeSqnTYXBTxwOU7uPQlfkqEqazS%2BO80rrtEuyffijLKe6vUMFHhksbWTMckUFmsTxKpicP9m2lZTD7FI449NaIQzwiBBsDr9Uc4RNU0KK3HhFexxqXtlmvYttkZx%2F3zG7myw1BqpZA8ofnS4dCg4sKNhlDfI%2BqyUJX0&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=AVxigLKziAov1%2BeSqnTYXBTxwOU7uPQlfkqEqazS%2BO80rrtEuyffijLKe6vUMFHhksbWTMckUFmsTxKpicP9m2lZTD7FI449NaIQzwiBBsDr9Uc4RNU0KK3HhFexxqXtlmvYttkZx%2F3zG7myw1BqpZA8ofnS4dCg4sKNhlDfI%2BqyUJX0&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=AVxigLKziAov1%2BeSqnTYXBTxwOU7uPQlfkqEqazS%2BO80rrtEuyffijLKe6vUMFHhksbWTMckUFmsTxKpicP9m2lZTD7FI449NaIQzwiBBsDr9Uc4RNU0KK3HhFexxqXtlmvYttkZx%2F3zG7myw1BqpZA8ofnS4dCg4sKNhlDfI%2BqyUJX0&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=AVxigLKBMeRtIWApYCDasKay1pbL8t1RhhQRac0OoARE%2FdOO4Gdep8vnShAWhiL0buupwbDhamRmDuH8NL1bHUzz83UAt7IEJNJKzipS7vS8mC9ltXxcKOt7hb3LaLt0g9%2BF18%2BhpLpDTSQH0t%2FEk%2FsyBsjBx2k0LyU%2BFBX7udWfxLeaQg%3D%3D&webInteractiveContentId=183792126777&portalId=8302174)

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

**

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

**

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

**

[![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=AVxigLI7tg7CLtZ0wkD4qZCu73TweqtmplljpWv1DXItM5K%2FN7Y%2FE666rKu2cU0sNUI58L1jGjn%2FZbIP6OPqLXdenxprxdXybh6WNcj1PPnfnpSmXgT0NWiHa4kDJ14Yp7NLAOkkz%2Fa8Q%2F2LaVbHSNtPrvNHKB7kbfaZOGGtpPrJhuq8259GiG5M4CGFVhemrV0jLQ%3D%3D&webInteractiveContentId=185823046770&portalId=8302174)

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

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

Blogs

# Automation Software: a guide for business leaders

 Rory McNeil, 26 February 2025

Automation Software Guide | Rayven

9:51

The business landscape is evolving fast. Organisations, from small businesses to large enterprises, are turning to automation software to improve efficiency, reduce costs, and streamline operations. But with so many different types of automation software available, how do you know which one is right for your business?

This guide provides an introduction to the technology, (including key terminology and definitions of the different types), types of automation solutions, business benefits, and a look at leading providers to explore the best choice for SMBs and enterprises alike.

## **"My CRM says it has automation inbuilt - why is automation software different?"**

Many modern CRMs, ERP, Marketing, and other common business systems have automation features, but these are often limited in scope and tied to a single platform.

True automation software provides flexibility, intelligence, and real-time adaptability that systems with inbuilt automation capabilities simply cannot match.

### **The key differences:**

- Cross-Platform Integration: Business system automation is restricted to its ecosystem, while automation software integrates with any tool, system, or data source.
- Advanced AI & Machine Learning: Inbuilt automation follows predefined rules, whereas AI-powered automation learns, adapts, and optimises in real time.
- End-to-End Process Automation: CRMs automate customer-related tasks, while automation software handles entire workflows across departments.
- Scalability & Customisation: Standalone automation software grows with your business, enabling custom AI applications, intelligent decision-making, and predictive analytics.

If you need automation that’s truly scalable, intelligent, and works across your entire business, an independent automation software solution - like [Rayven](https://www.rayven.io/business-automation-software) - is the better choice.

## **Glossary: key automation terms you need to know.**

Understanding business automation begins with learning the terminology. Here are some key terms:

- **Business Automation Software:** Platforms that automate business processes to improve efficiency. *(Example: *[*Rayven*](https://www.rayven.io/business-automation-software)*)*
- **Workflow Automation Software:** Tools that automate task sequences in workflows (normally for businesses!). *(Example: *[*Learn More*](https://www.rayven.io/workflow-automation-software)*)*
- **Business Process Automation (BPA):** Automating complex business processes using software. *(Example: *[*BPA Explained*](https://www.rayven.io/blog/business-process-automation-software)*)*
- **Intelligent Process Automation (IPA):** Using AI and ML to make automation self-improving. *(Example: *[*IPA Benefits*](https://www.rayven.io/blog/intelligent-process-automation-solutions)*)*
- **BPM Tools:** Business Process Management software that organises workflows. *(Example: *[*What are BPM Tools?*](https://www.rayven.io/blog/bpm-tools)*)*
- **Enterprise Workflow Automation:** Large-scale automation for complex enterprise workflows. *(Example: *[*How It Works*](https://www.rayven.io/blog/enterprise-workflow-automation)*)*
- **SMB Automation:** Automation solutions designed for small-to-medium businesses. *(Example: *[*SMB Benefits*](https://www.rayven.io/blog/smb-automation)

If they all sounds similar, it's because they are - it's marketing and sales fluff. Fundamentally, they all do the same thing:

1. Integrate with systems, files, devices, and/or data stores
2. Allow you to apply logic or AI to events or real-time data, and
3. Based on that cause something to happen.

 Where platforms differentiate is in their capabilities at each of those points.

---

**Want an exhaustive read? 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>

---

## **What are you looking to achieve with automation software?**

Before choosing automation software, you need to identify your goals and, therefore, what features you're going to need.

 Businesses typically automate for:

- Time Savings: Reducing repetitive, manual work with [software to automate repetitive tasks](https://www.rayven.io/blog/software-to-automate-repetitive-tasks). You're therefore looking for integration and interoperability features, (such as connectors, custom integration capabilities, ability to upload and parse files, data formats, etc.) and bidirectional data flows.
- Cost Reduction: Minimising human error and reducing labour costs. Looking at flexibility of workflow builder and the sorts of outputs you can create (i.e. is it just data visualization and alerts? Can you control assets/systems? Where can you push data? Etc.)
- Scalability: Growing without adding unnecessary overheads. You're looking at processing capabilities and price - it can get very expensive at-scale with some systems.
- Improved Insights / Data Interrogation: Using AI-powered chatbots and [AI Agents](https://www.rayven.io/ai-agents) to deliver all-new [business automation services](https://www.rayven.io/blog/business-automation-services). You're looking for GenAI and Machine Learning capabilities.
- Real-Time Decision-Making: Being able to bring together, process and give people (or AI models) data on what's happening at the moment. You're looking for a platform that can handle real-time [data orchestration](https://www.rayven.io/data-orchestration-guide) and processing.

## **Types of automation software and their use cases.**

There are multiple categories of automation software, which all overlap. Here’s an overview:

### **1. Workflow Automation Software.**

- **Best for:** Automating repetitive workflows, approvals, and team coordination.
- **Pros:** Reduces admin workload, standardises tasks, and ensures process compliance.
- **Cons:** Works best for predefined processes and requires clear rule-setting.

### **2. Business Process Automation Software (BPA).**

- **Best for:** Automating end-to-end business processes like invoicing and HR onboarding.
- **Pros:** Improves efficiency across departments, enhances accuracy, and reduces costs.
- **Cons:** Requires integration with existing systems for full benefits.

### **3. Intelligent Process Automation Solutions (IPA).**

- **Best for:** AI-powered process automation that self-optimises in real-time.
- **Pros:** Uses machine learning to improve processes dynamically.
- **Cons:** Requires high-quality data for effective learning and adaptation.

### **4. Robotic Process Automation (RPA).**

- **Best for:** Automating repetitive rule-based tasks like data entry and validation.
- **Pros:** Quick deployment, reduces manual work, and improves accuracy.
- **Cons:** Lacks intelligence - cannot adapt or improve processes without intervention.

### **5. Enterprise Workflow Automation.**

- **Best for:** Large businesses needing cross-department automation at scale.
- **Pros:** Enhances productivity across different business units.
- **Cons:** Can be expensive and complex to implement without expert guidance.

**CURVEBALL: **a lot of these distinctions are arbitrary, many platforms do a few or all of the above, and there is a deliberate attempt by some companies to obfuscate to try and create a niche. For examples, our [Rayven platform](https://www.rayven.io/rayven-platform) does all of the above, so we use these terms interchangeably when discussing different functions for the end user.

## **Who provides automation software?**

Several [software automation companies](https://www.rayven.io/blog/software-automation-companies) offer business automation solutions. Here are some key players:

### **1. UiPath** (best for RPA)

- **Strengths:** Leading in robotic process automation.
- **Weaknesses:** Limited adaptability to many business vs. operations uses. Complex. Lack AI-driven automation capabilities using natural language.

### **2. Zapier** (best for [fast-track connectors](https://www.rayven.io/solutions/data-integration-platform))

- **Strengths:** Simple to use.
- **Weaknesses:** Lacks features and depth, including real-time, AI-driven workflows, and other common workflow outputs. Lack of customisability.

### **3. Microsoft Power Automate** (best for Microsoft Users)

- **Strengths:** Strong integration with Microsoft 365.
- **Weaknesses:** Limited flexibility outside the Microsoft ecosystem, which limits its scope beyond basic functions and features.

### **4. Rayven** (best all-rounder)

- **Strengths:** Real-time data processing, AI-powered self-optimisation, easy integration (as well as custom integration capabilities), and no-code functionality.
- **Weaknesses:** None - it’s designed to work for both SMBs and enterprises - is all-in-one (includes native AI, parsing, app building - and more - features), and is much more affordable at any scale.

## **The business benefits of getting automation right.**

Investing in the right automation software delivers tangible benefits:

- **Gartner **predicts that by 2025, 70% of new applications will be developed with low-code/no-code automation ([Gartner](https://www.ey.com/en_us/alliances/low-code-no-code-platforms-and-a-culture-of-innovation)).
- **Forrester Research** found that companies implementing automation see a 30-50% reduction in operational costs ([Forrester](https://tei.forrester.com/go/microsoft/powerautomatetei/docs/TEI_of_Microsoft_Power_Automate_PDF.pdf?utm_source=chatgpt.com)).
- **Harvard Business Review** reports that businesses using AI-powered automation experience a 40% boost in productivity ([HBR](https://hbr.org/2024/09/embracing-gen-ai-at-work)).

## **Why Rayven is the right choice for business leaders.**

Unlike other solutions, Rayven offers complete, all-in-one automation software that's designed to integrate seamlessly into your business and its technology ecosystems. Here’s why it stands out:

1. **Real-Time Automation & AI-Driven Decisions: **Rayven provides instant insights that dynamically adjust workflows in real-time. AI continuously learns and self-optimises automation processes.
2. **Universal Interoperability: **Works with any existing or future system - no vendor lock-in. Supports multiple data formats and integrates across platforms.
3. **No-Code, Super-Easy to Use: **Designed for business leaders - not just IT teams. Drag-and-drop automation with pre-built templates.
4. **Affordable for All Business Sizes: **Scalable pricing makes automation accessible for SMBs and enterprises alike. No hidden fees or excessive costs tied to high data usage.

## **Get started with Rayven today.**

If you’re looking for an AI-powered, real-time, and universally compatible automation solution, Rayven is the answer.

You can 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 to get some free help from our team of experts](https://www.rayven.io/contact) .

 

***Explore more:***

- [Business automation services](https://www.rayven.io/blog/business-automation-services) for expert-led implementation.
- [Business process automation examples](https://www.rayven.io/blog/business-process-automation-examples) to see automation in action.
- [Contact Rayven](https://www.rayven.io/business-automation-software) to start transforming your business today.

#### 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/intelligent-process-automation-solutions>

Blogs

## [Intelligent Process Automation Solutions: AI-powered decision-making in real-time](https://www.rayven.io/blog/intelligent-process-automation-solutions)

 Automation is evolving. Traditional business process automation software streamlines workflows, but intelligent process automationsolutionstake things further - ...[Read More](https://www.rayven.io/blog/intelligent-process-automation-solutions)

<https://www.rayven.io/blog/business-process-automation-examples>

Blogs

## [Business Process Automation Examples: real-world use cases for SMBs](https://www.rayven.io/blog/business-process-automation-examples)

 Businesses today are under constant pressure to increase efficiency, reduce costs, and scale operations - all while delivering a seamless customer experience....[Read More](https://www.rayven.io/blog/business-process-automation-examples)

<https://www.rayven.io/blog/business-automation-services>

Blogs

## [Business Automation Services: the key to scalable, future-proof growth](https://www.rayven.io/blog/business-automation-services)

 In today's fast-paced digital world, businesses must streamline operations, reduce inefficiencies, and stay ahead of competitors. Business automation services provide...[Read More](https://www.rayven.io/blog/business-automation-services)

## 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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<https://www.rayven.io/blog/automation-software#body> 

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