---
title: Why Invest in Real-Time Data, AI + IoT Platforms? | Rayven
description: Learn why digital teams are investing in integrated real-time data, AI + IoT platforms to overcome challenges in industrial operations and drive innovation
image: https://www.rayven.io/hubfs/AI-Generated%20Media/Images/Abstract%20concept%20of%20multiple%20industrial%20systems%20data%20streams%20converging%20into%20a%20tablet%20being%20held%20by%20a%20worker%20in%20a%20mine.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=AVxigLIdfZoPtBAgpKUeCyAqhUhWBrg9eqRJlxmWqNAPumcJmf8SJEhQaXgSi6SoocNlVmLfjYDrsQFMh%2B07vHGF2hUT%2FutrKAq57KliAyS7%2F0rgVAlCqmpTsi4JOvhtKDdgafqIQw%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=AVxigLIdfZoPtBAgpKUeCyAqhUhWBrg9eqRJlxmWqNAPumcJmf8SJEhQaXgSi6SoocNlVmLfjYDrsQFMh%2B07vHGF2hUT%2FutrKAq57KliAyS7%2F0rgVAlCqmpTsi4JOvhtKDdgafqIQw%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=AVxigLLFNYiM9Z%2B64Po8zTAF5QAnsowXmG%2FyLTlewpG84EaiIz3GzZBhxXzfx28xiyAhNeuJEzKLSDS%2FgjSMmm1bb2NMrrdLodEtCejjd7lWiG4iElI5Q10xzey5KHqkZjWxmjP8EEsZ3f9gvCyve9KyeIXOUIgWFjI5%2FJZ6Lq3Uy2MT3ThQ1k4BWj2dxjjEXE6OeEURiZYbSIeH00NxfCgBzA%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=AVxigLJ9nyHOx5G5T%2Bl6y%2BNesXwo4cgSRSQHV0tkeCN9CpgJlNd4I4zuUwnLPOQ7x8wgvC9nxCmRKe%2B0zmRilLej6Vxs5cM5phMfrVxOP9PWOrRGjUpT03SSAk74nR1QrGmwbWQ2qhh%2FXiPM68DnV6%2Fn51LrUOeSNMRPOye9erTfm5jfjbeoxqreoMGlw6nHyzHMmROFmStUH8JWgQ%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=AVxigLKS7tp3jd2IVHCOFW1LijnvDBdvMJ84b5x2at4ZVlr2h5hGo9thTsjrQh2EL5r%2FfejdXRgo08lZJAjvbHsrMeuH6yqFQinezFyYip43r3ftb5cftpMzNfpmlvcs%2FP%2BU6LLx3q2IUrXFy6XzMIUs8CQQBBw%2BIsRGT2Nen5gpV7pridMpNxK7bcrspaiGcfLIcX8vtvW0UgJbrQ%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=AVxigLIrTzdALGA3LxMma69BMBB76SVp%2Bo8Iz0cBOiK4So4jSEDadSE60MfY1eKS5tlQ%2FuHrRJqs0yoq5b0kvixNZPX8Xmuk8hxkyZAAYtm0af5T27F7oLS92CaWWJOXVzbCcqwB4907p7EZas%2FN3muj2cSHNCEu3CAGM%2Bo5ciokmqXcZxig91%2FxjZpZsrSiVRVvR7Z0z4zlzNlBkFsts5KWPS4%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=AVxigLK%2FMrvk5F1I1qlW8i%2FNwmrUR%2Bc%2F%2FUlG2ogULPbicvnvsecySK7k316sp%2FAG88EZFVPEhKuYJGXH9%2FWPfnx5B0NmYD%2B3EbroyLLqlKM7N8Qv3vQXY1DAbJKuoAlAwx1TGzfQ%2FwrGIfal65f7mLYJeidf4EBbdqgA9DUxfowCInn7LQ1jP1T9oLIGKqCyqpcRGZ21JEtdiaGQaFPkHlo%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=AVxigLJP4JaNXLbxLfbvZ7UTxu7%2Fdx4RO33fYWxV56w7ZAK7uDM%2FHD1K5Yx64eCxHAOZk9h1%2BwEahJ2j0pmF7EXQH2VhSni9x6Y8HObxOJgZA3lJmyw7j68AzGM5VfBSeXaUYgEyZAFJtrqsFczMBJK9Q3WRdaURP0C2zWRJt%2Faqr9f6iGdHLb4zf5qMx%2BMeU1ybAwIeITXWbvO9rTNrscbl6DRySg%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=AVxigLKcPDmtnFSRV2KzRQTRi%2FGzqys3wkPjuvVqmqZd8iQkeioQ53EtPjSYELQ8vw9DJBEKr%2F%2BC6AG7dpudU%2FYM%2FFaFn69KlYd6pGx5V2qhG6G8TJIr7Cgkrtt22vEPoTjDxHAiflJLJ5rPet0u4ND6FqtWjgWyasHiz3EzMIP%2FnDBQ6fJMUEINJGBpYNhqB%2Fb%2Bl55bpIqDRjFLCoC7Np4k5jZ8N5A%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=AVxigLJPEycrGIzzAFL5lBMSjhLh98Eo9GFNRvnNM0xF57x0nw7xK82EhiW0QUr1hHSTBS7fVtyIA%2BP%2F8ajBIc4pmBmd7xXkUj73r0lYXpGC9DAHss%2B708oxwZuFPnPFmu5QSZYJsvqGgce4KVbvGskR1%2BeXjWINVtcbZal6gUkq8j5DxOv3Oh8oJi2pkrv8kPF0ukW34BUFcMJfoT%2BO4oIplQU%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=AVxigLKWY%2FZXFtG3tNLdURur9YJ0mG9shJrA38PKftgA7p3Qp7S3zpHDHCdbhv8NoypgDYNwMX46iGg5B7iLr2LzrqFHjHyJnDxyJWoFHTGGPBnWv4na9lc%2BOjmABi7YmiWcnemdVxV36tiDilzimJhwVLfttF%2BcHhv%2FX8jf6r03cr1Dih8x7T87GUgre16AyYulfG%2BAkZbkHatiPxpxjcmkuQ%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=AVxigLI%2FHsVGf9y5KscMi31xY3pOrrVFFRqsCXL4yfCS2wZW%2Fom9p4XYAfxdbIIh1eSzESTW0lBWDSlcaOrGfesRo9f%2FCzEXAlgam2p58avpOsinNflYkOx6xclWKeiqhWfWABTXni6b%2F%2F%2BJ3rJVTxNcH4h6YtPGQji%2FuqeLQWUAof6b8mhTMYmQ0LgtJWI2aE%2BLdVexMkeF%2BhQtxNWDC8hXpiZAgjiYfqKJByF8SGbQXg%2Bj2w%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=AVxigLJRJM%2ByApj2Wpr7gpwg0ogNkiW%2B6Zr7KT%2Fjy56N4mOi1Cl0oX8VaN2r8B1e6aCiqJp476jnUdGa6XTZ5L%2BjOOK5qYALhRtKgSskxWtPGhUGSpHm00YtWGa10O1Ym4fJpQCyf4b7nphbn0eS7khb7jWrQv0Oe3xXRQuIcauc55zwrF1uTBWAiNzlq%2FnE4SfUXJ6FpzmDQMK8pLnEKRU9x6D%2B&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=AVxigLJWjNGgjK8kfaDoFr4B7%2FIloHoCS5y3aFo3ghJxoEOP37oBMwrLnDoDr18xRisAE4DS96T%2F9i8lqvrUlULMvVq02bUwVCs5%2F5op1OauW%2B5Cuzk4riRlfml6V16RzZQ4M6ZjjH%2FC2M8HGqI3zL6JevUh5NM32RGn6tXqDRCj9WN8HFON7nhfOlAfFuqhKaDbBRM3scBnwNvJiVJlkzifFXySAg%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=AVxigLIUQUgBBbunsa121xaQ%2FFF2qJ%2B4Grrp%2BXRa39Mg9Bc0yVtfZWvuvN2TfqgBIWNQ5wjVUIaewDMZ0PXGr%2BRontnO4OIMSjA3A%2BmvPS%2BO%2FppZEzLkKaYH0tbn7c60SGIF1o%2FTYa26MTluQhVrZaxPXyLaxgGaayhjncCKm7KuISuMQD%2FqvQnUjWq2%2BoogbpeMolugkC9PJX%2Fl4UAJ%2Fbwwck0NxmjLaLI%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=AVxigLLa9x6QsjxV9ZyB7p8id%2FgcvgOFG1wAjF9aZl%2BhI8C8Mp%2BL8mpf1G5MmhC31YGMa3x1t65nvkNlJ27r5DlkSwuvbFh%2Fq1rXtaeYCRrhcE29LR7RqwhodD7%2F%2FOtgqb8kq%2FJcRwA9DKaTiTD%2BMcga2WJvY5xPT3YaSxvuqVQLgkf656C0UdtzA3KJUeILYe4Kn%2FLGKJHBrC%2B%2FJtLjOvmU01I%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=AVxigLJF%2FBdPyNMuhTXE2rUZPbU2%2F2Yrtqdx%2BaixMVSr%2FfdyB%2B6aS3qhxTjFwHrm4RzdswuYoqJD9GE8k6BBhxOT4RB1cwVyqQkvM1EMXWOPyTGdDKG1tZpHxbVlFTuHbZ9LptgpdEYr%2FRjWVECopxuimjafek3yjGMQ2z9i3D4TdahXIq%2Bl8Qj2a5CiWFq%2FTaPDAs34UstYrVIFE4k%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=AVxigLJIeWHhD1VcMhXdAgDi9V0ZQM73LYlQaHNbMasi5BVhrUxJjJwXELIRlJ1SFZ7C9Hxz7ZZzgu2RE9q9Ca5R5LEixD0p%2BgxERsaFQsdxoXzg8x355hvFe7XwntJQ2%2FYB7PWGmRIAggPFsA%2BqdIlw5ktwJXQt%2FBCUE5ZUBnMOEd53sXjtLK30u1xp9QUBR10Fk6pnvA%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=AVxigLIh%2B0wXTB7%2BTq6V%2F9BlzDvNh1JC032cJxPU4FrUZr82o2sk9Hy2FjTxemQha5tLVFL0EqmcWva2QAcLnPT4NBvv0p2ktauf3kpmlev%2FOkrfadRKFPqQRn5C9Ot2CZAsXb7yQmw9aVzN5qFcRxRdp1NRy943OxhaZAoqvByCMYQrqabpd1hPSOtDHotJzSmVAU8R&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=AVxigLJ51LxBeR3UhzvonhWZBhME4HMB%2FJBhMFCMZKHQcFsAvYv%2FKyK9OhVAU3EMTXTgQa5FpoexbPRnXhPzR79FoebVhLosaclPgg7eQYCEqJ9NZfOpnVvkbiHq%2F2EmEXHfWgN5oVbc5ggf8tEdfS9ZKPnVYgW3pBe1VxqrgLGPC3wGUOU5OgkRUttVPdkLuNT%2BE%2Ba4UDnUDqGxwg%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=AVxigLKHEnIl0ienfuw9ojNx4%2F7yk56FOsMt%2BOhb5m%2F%2BbOYKgQ2vbmOLS5staa9zzf9rYi7947it153D0mZjQe7TJp1O772kS7ZWF82s2h3mhPE%2FMUZ%2FJofzFf2dOhKoiedOd29yVu8D%2FDf8FRMb617%2BU%2FoyD7kopKZn2R%2BnAV9CobVDD5o%2B%2FKjqBruwftfzEPK4fK2DnP3CuxyRCuIzpa%2BXA1U5kSNFhmM%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=AVxigLKWwap99PDQ462wkqMbV8G1LOJ%2BhxmSFtBO58JbdN6I5EWZuoL3yAzK3jEY8%2B4xEC3PFxVqpVyKVLttDGUbS2On9bqCM8bjbvqXAgwrXXHa8TVLk7LArNeOzbOrikTGZaeyBaYPlkFRM00WSIR6dt19Qv%2F1k7uOBu12s2xfPNA%2FafLZXO%2Ff6P0LBXcwOe5EZmrpx1Vt61D5n5infrKjdzT6HDCpLmA1PbY%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=AVxigLLbrWLLr%2BZL%2Bjfd1ZUmvWcpxP16e3u66iaNUixXtaL7MaNUWa2wCsv8vWHjqR2IMWAZ%2FwomOugKxUQjPPsfW1hNTsRZBkd6I8Zp6WlOy1DgtmsNDiEgHAx3QiwECPwfGG6SnEMaEgFDbrKb%2FtczDyyYwlS9qYDPST1BUmAZhqEoXJGrZVaf1w3Qhz7E85%2Bs7nrPt7aqfMo9t1TBMfuq1qKxaGqiZ50%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=AVxigLJ51LxBeR3UhzvonhWZBhME4HMB%2FJBhMFCMZKHQcFsAvYv%2FKyK9OhVAU3EMTXTgQa5FpoexbPRnXhPzR79FoebVhLosaclPgg7eQYCEqJ9NZfOpnVvkbiHq%2F2EmEXHfWgN5oVbc5ggf8tEdfS9ZKPnVYgW3pBe1VxqrgLGPC3wGUOU5OgkRUttVPdkLuNT%2BE%2Ba4UDnUDqGxwg%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=AVxigLKwUxkmj1KFasVvh8L3QKWyKSY%2FV7B3Mc8Yf1w1dISf%2FxdhBOnzI1RY5yXQp3drAxn71y1XhGqY7DLORskwyCPSm1kY%2BWBXkmvX1yEmeCps2ER3Qdmahi7WFiC8CyXwMjj4TrO42tn9%2FCilpVStagrWp0oIIm02oUUpkw%2FNIZIXakoCYPuVcoZTWiqzPswP%2BZT73O71wxBbpJ4PClM%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=AVxigLKsGoFiAC5f03n0K%2Fk4ZedV5K1YpVVSyov0WPFGFzpScEKHtA6on0Ur5XD0ixnJlxrukheorFKqyOd%2BWT%2BqAmLNE%2BwgnqeE17oRu7g1%2FaGc1uRT019873sQvf8YQh4gnS1ad2%2BYvPTqfZBLsNLu6vzg28Vjc1b2%2BdR7m5ionE%2BNIQ%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=AVxigLJ0SWmWNpgEtwXhedO3kpqq6YyDNjZhJ4QAKbi4F6MBY7r1%2FupvVW1XkU1GLR6iyjZFYNrtoqmEmo33UGCggG0JIQequpL%2BRUF0qJdH9X%2BSt7kBl3Z1WzZWYB%2BfVxxj0HwjX7cnVY95XA3P3E9jBC9C33t3ypMY7%2FhSrFPoDJkJYkLZU4bVeIB8QHpOhA%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=AVxigLIPOf1GrFqUHswQsENg5uLe0qVaktmuRY2uT3h4rNBZCrkvj3wpvGaXMJXFJueM5I1MqnCs7ZxhUWRchUMRXVMKbW82xpLjzwF7Zjrk2ctT7QQNMPW1CK1fcG5lGlgy3Aud5m9VGVBUmSvcCMhUD9uzLBb3yIbdtOSGWzLO&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=AVxigLK%2BoOeT27frSocmgvI9EPn%2BUlHCD9uNE4IiOPLMZkeaR3yhZT%2FougF3RmWTGA47Cb8WASV%2BjaC6MPjQUEqVs98HZG1%2BgQVD7%2Bf9ZnEg5%2FRvi0%2BkAOSeJ8gWYSSVRHYycycc0denAk5QP4%2FbIYZM9Ecoa%2B%2FrhU50Ra62RSlXTVAxBOONZIKcPaCOwg%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=AVxigLIeLNivdo70Ri2C%2Fqxbm6IhvVEGP6E11XeG3i6L4mdpq4MeQQTpIky72F6vq919CQlAKirNCoHzQO5RiVFpXKbU5Ld2QLnbjnhxDY37iSAnBTjAztnB2LQXmqN4c9Y98xwoqdBbrwiRPMqWIslloCIcbKWgWBbycjv8Mf6nyNO9CbvNZ4AN1x80deql%2BTfJcq7cmpaF%2BA%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=AVxigLJeOrZ3uTFInacJhI8aW6wIEfQJaa%2BwrbhZWnD0ktrcsG2x2mKoVA9QC4BF1oiu0qSRDn%2F%2BqcX2%2BZad25XraMfPG9YktqoKOhy9JGsQjfi7f5pRAOH92c89YUFybkFwdtVctSyJJ6i6XqkWWzcmxntef%2BdbelnYn4HBWr6bC9t8fnU3jpLcoYx9RA%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=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&webInteractiveContentId=185823046841&portalId=8302174)

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Overview

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We Partner With

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

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

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Library

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

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Our Company

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

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

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

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[![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=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&webInteractiveContentId=185823046841&portalId=8302174)

[![See where Rayven's been in the media recently.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046770.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLItuP78vF2kXwJ4dOcHp%2FLHMMOMAh2EmxoFZINGuhy15wdteiWJ8uX%2BHc2maIaXbhKHWvbCj1GSNLSL1R0d30cV%2FodaJV7fnt%2FvCDLEWb5J87aV%2FqXKV6m7FR1IjtD2ocZcvV3T3NEj%2FhTDxjqm3omS3mHtAdu0AkPp1lfpr87zNYW2%2FkFbTGOph8%2BNLZF8RA%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=AVxigLIdfZoPtBAgpKUeCyAqhUhWBrg9eqRJlxmWqNAPumcJmf8SJEhQaXgSi6SoocNlVmLfjYDrsQFMh%2B07vHGF2hUT%2FutrKAq57KliAyS7%2F0rgVAlCqmpTsi4JOvhtKDdgafqIQw%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=AVxigLIdfZoPtBAgpKUeCyAqhUhWBrg9eqRJlxmWqNAPumcJmf8SJEhQaXgSi6SoocNlVmLfjYDrsQFMh%2B07vHGF2hUT%2FutrKAq57KliAyS7%2F0rgVAlCqmpTsi4JOvhtKDdgafqIQw%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=AVxigLLFNYiM9Z%2B64Po8zTAF5QAnsowXmG%2FyLTlewpG84EaiIz3GzZBhxXzfx28xiyAhNeuJEzKLSDS%2FgjSMmm1bb2NMrrdLodEtCejjd7lWiG4iElI5Q10xzey5KHqkZjWxmjP8EEsZ3f9gvCyve9KyeIXOUIgWFjI5%2FJZ6Lq3Uy2MT3ThQ1k4BWj2dxjjEXE6OeEURiZYbSIeH00NxfCgBzA%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=AVxigLJ9nyHOx5G5T%2Bl6y%2BNesXwo4cgSRSQHV0tkeCN9CpgJlNd4I4zuUwnLPOQ7x8wgvC9nxCmRKe%2B0zmRilLej6Vxs5cM5phMfrVxOP9PWOrRGjUpT03SSAk74nR1QrGmwbWQ2qhh%2FXiPM68DnV6%2Fn51LrUOeSNMRPOye9erTfm5jfjbeoxqreoMGlw6nHyzHMmROFmStUH8JWgQ%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=AVxigLKS7tp3jd2IVHCOFW1LijnvDBdvMJ84b5x2at4ZVlr2h5hGo9thTsjrQh2EL5r%2FfejdXRgo08lZJAjvbHsrMeuH6yqFQinezFyYip43r3ftb5cftpMzNfpmlvcs%2FP%2BU6LLx3q2IUrXFy6XzMIUs8CQQBBw%2BIsRGT2Nen5gpV7pridMpNxK7bcrspaiGcfLIcX8vtvW0UgJbrQ%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=AVxigLIrTzdALGA3LxMma69BMBB76SVp%2Bo8Iz0cBOiK4So4jSEDadSE60MfY1eKS5tlQ%2FuHrRJqs0yoq5b0kvixNZPX8Xmuk8hxkyZAAYtm0af5T27F7oLS92CaWWJOXVzbCcqwB4907p7EZas%2FN3muj2cSHNCEu3CAGM%2Bo5ciokmqXcZxig91%2FxjZpZsrSiVRVvR7Z0z4zlzNlBkFsts5KWPS4%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=AVxigLK%2FMrvk5F1I1qlW8i%2FNwmrUR%2Bc%2F%2FUlG2ogULPbicvnvsecySK7k316sp%2FAG88EZFVPEhKuYJGXH9%2FWPfnx5B0NmYD%2B3EbroyLLqlKM7N8Qv3vQXY1DAbJKuoAlAwx1TGzfQ%2FwrGIfal65f7mLYJeidf4EBbdqgA9DUxfowCInn7LQ1jP1T9oLIGKqCyqpcRGZ21JEtdiaGQaFPkHlo%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=AVxigLJP4JaNXLbxLfbvZ7UTxu7%2Fdx4RO33fYWxV56w7ZAK7uDM%2FHD1K5Yx64eCxHAOZk9h1%2BwEahJ2j0pmF7EXQH2VhSni9x6Y8HObxOJgZA3lJmyw7j68AzGM5VfBSeXaUYgEyZAFJtrqsFczMBJK9Q3WRdaURP0C2zWRJt%2Faqr9f6iGdHLb4zf5qMx%2BMeU1ybAwIeITXWbvO9rTNrscbl6DRySg%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=AVxigLKcPDmtnFSRV2KzRQTRi%2FGzqys3wkPjuvVqmqZd8iQkeioQ53EtPjSYELQ8vw9DJBEKr%2F%2BC6AG7dpudU%2FYM%2FFaFn69KlYd6pGx5V2qhG6G8TJIr7Cgkrtt22vEPoTjDxHAiflJLJ5rPet0u4ND6FqtWjgWyasHiz3EzMIP%2FnDBQ6fJMUEINJGBpYNhqB%2Fb%2Bl55bpIqDRjFLCoC7Np4k5jZ8N5A%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=AVxigLJPEycrGIzzAFL5lBMSjhLh98Eo9GFNRvnNM0xF57x0nw7xK82EhiW0QUr1hHSTBS7fVtyIA%2BP%2F8ajBIc4pmBmd7xXkUj73r0lYXpGC9DAHss%2B708oxwZuFPnPFmu5QSZYJsvqGgce4KVbvGskR1%2BeXjWINVtcbZal6gUkq8j5DxOv3Oh8oJi2pkrv8kPF0ukW34BUFcMJfoT%2BO4oIplQU%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=AVxigLKWY%2FZXFtG3tNLdURur9YJ0mG9shJrA38PKftgA7p3Qp7S3zpHDHCdbhv8NoypgDYNwMX46iGg5B7iLr2LzrqFHjHyJnDxyJWoFHTGGPBnWv4na9lc%2BOjmABi7YmiWcnemdVxV36tiDilzimJhwVLfttF%2BcHhv%2FX8jf6r03cr1Dih8x7T87GUgre16AyYulfG%2BAkZbkHatiPxpxjcmkuQ%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=AVxigLI%2FHsVGf9y5KscMi31xY3pOrrVFFRqsCXL4yfCS2wZW%2Fom9p4XYAfxdbIIh1eSzESTW0lBWDSlcaOrGfesRo9f%2FCzEXAlgam2p58avpOsinNflYkOx6xclWKeiqhWfWABTXni6b%2F%2F%2BJ3rJVTxNcH4h6YtPGQji%2FuqeLQWUAof6b8mhTMYmQ0LgtJWI2aE%2BLdVexMkeF%2BhQtxNWDC8hXpiZAgjiYfqKJByF8SGbQXg%2Bj2w%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=AVxigLJRJM%2ByApj2Wpr7gpwg0ogNkiW%2B6Zr7KT%2Fjy56N4mOi1Cl0oX8VaN2r8B1e6aCiqJp476jnUdGa6XTZ5L%2BjOOK5qYALhRtKgSskxWtPGhUGSpHm00YtWGa10O1Ym4fJpQCyf4b7nphbn0eS7khb7jWrQv0Oe3xXRQuIcauc55zwrF1uTBWAiNzlq%2FnE4SfUXJ6FpzmDQMK8pLnEKRU9x6D%2B&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=AVxigLJWjNGgjK8kfaDoFr4B7%2FIloHoCS5y3aFo3ghJxoEOP37oBMwrLnDoDr18xRisAE4DS96T%2F9i8lqvrUlULMvVq02bUwVCs5%2F5op1OauW%2B5Cuzk4riRlfml6V16RzZQ4M6ZjjH%2FC2M8HGqI3zL6JevUh5NM32RGn6tXqDRCj9WN8HFON7nhfOlAfFuqhKaDbBRM3scBnwNvJiVJlkzifFXySAg%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=AVxigLIUQUgBBbunsa121xaQ%2FFF2qJ%2B4Grrp%2BXRa39Mg9Bc0yVtfZWvuvN2TfqgBIWNQ5wjVUIaewDMZ0PXGr%2BRontnO4OIMSjA3A%2BmvPS%2BO%2FppZEzLkKaYH0tbn7c60SGIF1o%2FTYa26MTluQhVrZaxPXyLaxgGaayhjncCKm7KuISuMQD%2FqvQnUjWq2%2BoogbpeMolugkC9PJX%2Fl4UAJ%2Fbwwck0NxmjLaLI%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=AVxigLLa9x6QsjxV9ZyB7p8id%2FgcvgOFG1wAjF9aZl%2BhI8C8Mp%2BL8mpf1G5MmhC31YGMa3x1t65nvkNlJ27r5DlkSwuvbFh%2Fq1rXtaeYCRrhcE29LR7RqwhodD7%2F%2FOtgqb8kq%2FJcRwA9DKaTiTD%2BMcga2WJvY5xPT3YaSxvuqVQLgkf656C0UdtzA3KJUeILYe4Kn%2FLGKJHBrC%2B%2FJtLjOvmU01I%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=AVxigLJF%2FBdPyNMuhTXE2rUZPbU2%2F2Yrtqdx%2BaixMVSr%2FfdyB%2B6aS3qhxTjFwHrm4RzdswuYoqJD9GE8k6BBhxOT4RB1cwVyqQkvM1EMXWOPyTGdDKG1tZpHxbVlFTuHbZ9LptgpdEYr%2FRjWVECopxuimjafek3yjGMQ2z9i3D4TdahXIq%2Bl8Qj2a5CiWFq%2FTaPDAs34UstYrVIFE4k%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=AVxigLJIeWHhD1VcMhXdAgDi9V0ZQM73LYlQaHNbMasi5BVhrUxJjJwXELIRlJ1SFZ7C9Hxz7ZZzgu2RE9q9Ca5R5LEixD0p%2BgxERsaFQsdxoXzg8x355hvFe7XwntJQ2%2FYB7PWGmRIAggPFsA%2BqdIlw5ktwJXQt%2FBCUE5ZUBnMOEd53sXjtLK30u1xp9QUBR10Fk6pnvA%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=AVxigLIh%2B0wXTB7%2BTq6V%2F9BlzDvNh1JC032cJxPU4FrUZr82o2sk9Hy2FjTxemQha5tLVFL0EqmcWva2QAcLnPT4NBvv0p2ktauf3kpmlev%2FOkrfadRKFPqQRn5C9Ot2CZAsXb7yQmw9aVzN5qFcRxRdp1NRy943OxhaZAoqvByCMYQrqabpd1hPSOtDHotJzSmVAU8R&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=AVxigLJ51LxBeR3UhzvonhWZBhME4HMB%2FJBhMFCMZKHQcFsAvYv%2FKyK9OhVAU3EMTXTgQa5FpoexbPRnXhPzR79FoebVhLosaclPgg7eQYCEqJ9NZfOpnVvkbiHq%2F2EmEXHfWgN5oVbc5ggf8tEdfS9ZKPnVYgW3pBe1VxqrgLGPC3wGUOU5OgkRUttVPdkLuNT%2BE%2Ba4UDnUDqGxwg%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=AVxigLKHEnIl0ienfuw9ojNx4%2F7yk56FOsMt%2BOhb5m%2F%2BbOYKgQ2vbmOLS5staa9zzf9rYi7947it153D0mZjQe7TJp1O772kS7ZWF82s2h3mhPE%2FMUZ%2FJofzFf2dOhKoiedOd29yVu8D%2FDf8FRMb617%2BU%2FoyD7kopKZn2R%2BnAV9CobVDD5o%2B%2FKjqBruwftfzEPK4fK2DnP3CuxyRCuIzpa%2BXA1U5kSNFhmM%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=AVxigLKWwap99PDQ462wkqMbV8G1LOJ%2BhxmSFtBO58JbdN6I5EWZuoL3yAzK3jEY8%2B4xEC3PFxVqpVyKVLttDGUbS2On9bqCM8bjbvqXAgwrXXHa8TVLk7LArNeOzbOrikTGZaeyBaYPlkFRM00WSIR6dt19Qv%2F1k7uOBu12s2xfPNA%2FafLZXO%2Ff6P0LBXcwOe5EZmrpx1Vt61D5n5infrKjdzT6HDCpLmA1PbY%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=AVxigLLbrWLLr%2BZL%2Bjfd1ZUmvWcpxP16e3u66iaNUixXtaL7MaNUWa2wCsv8vWHjqR2IMWAZ%2FwomOugKxUQjPPsfW1hNTsRZBkd6I8Zp6WlOy1DgtmsNDiEgHAx3QiwECPwfGG6SnEMaEgFDbrKb%2FtczDyyYwlS9qYDPST1BUmAZhqEoXJGrZVaf1w3Qhz7E85%2Bs7nrPt7aqfMo9t1TBMfuq1qKxaGqiZ50%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=AVxigLJ51LxBeR3UhzvonhWZBhME4HMB%2FJBhMFCMZKHQcFsAvYv%2FKyK9OhVAU3EMTXTgQa5FpoexbPRnXhPzR79FoebVhLosaclPgg7eQYCEqJ9NZfOpnVvkbiHq%2F2EmEXHfWgN5oVbc5ggf8tEdfS9ZKPnVYgW3pBe1VxqrgLGPC3wGUOU5OgkRUttVPdkLuNT%2BE%2Ba4UDnUDqGxwg%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=AVxigLKwUxkmj1KFasVvh8L3QKWyKSY%2FV7B3Mc8Yf1w1dISf%2FxdhBOnzI1RY5yXQp3drAxn71y1XhGqY7DLORskwyCPSm1kY%2BWBXkmvX1yEmeCps2ER3Qdmahi7WFiC8CyXwMjj4TrO42tn9%2FCilpVStagrWp0oIIm02oUUpkw%2FNIZIXakoCYPuVcoZTWiqzPswP%2BZT73O71wxBbpJ4PClM%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=AVxigLKsGoFiAC5f03n0K%2Fk4ZedV5K1YpVVSyov0WPFGFzpScEKHtA6on0Ur5XD0ixnJlxrukheorFKqyOd%2BWT%2BqAmLNE%2BwgnqeE17oRu7g1%2FaGc1uRT019873sQvf8YQh4gnS1ad2%2BYvPTqfZBLsNLu6vzg28Vjc1b2%2BdR7m5ionE%2BNIQ%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=AVxigLJ0SWmWNpgEtwXhedO3kpqq6YyDNjZhJ4QAKbi4F6MBY7r1%2FupvVW1XkU1GLR6iyjZFYNrtoqmEmo33UGCggG0JIQequpL%2BRUF0qJdH9X%2BSt7kBl3Z1WzZWYB%2BfVxxj0HwjX7cnVY95XA3P3E9jBC9C33t3ypMY7%2FhSrFPoDJkJYkLZU4bVeIB8QHpOhA%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=AVxigLIPOf1GrFqUHswQsENg5uLe0qVaktmuRY2uT3h4rNBZCrkvj3wpvGaXMJXFJueM5I1MqnCs7ZxhUWRchUMRXVMKbW82xpLjzwF7Zjrk2ctT7QQNMPW1CK1fcG5lGlgy3Aud5m9VGVBUmSvcCMhUD9uzLBb3yIbdtOSGWzLO&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=AVxigLK%2BoOeT27frSocmgvI9EPn%2BUlHCD9uNE4IiOPLMZkeaR3yhZT%2FougF3RmWTGA47Cb8WASV%2BjaC6MPjQUEqVs98HZG1%2BgQVD7%2Bf9ZnEg5%2FRvi0%2BkAOSeJ8gWYSSVRHYycycc0denAk5QP4%2FbIYZM9Ecoa%2B%2FrhU50Ra62RSlXTVAxBOONZIKcPaCOwg%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=AVxigLIeLNivdo70Ri2C%2Fqxbm6IhvVEGP6E11XeG3i6L4mdpq4MeQQTpIky72F6vq919CQlAKirNCoHzQO5RiVFpXKbU5Ld2QLnbjnhxDY37iSAnBTjAztnB2LQXmqN4c9Y98xwoqdBbrwiRPMqWIslloCIcbKWgWBbycjv8Mf6nyNO9CbvNZ4AN1x80deql%2BTfJcq7cmpaF%2BA%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=AVxigLJeOrZ3uTFInacJhI8aW6wIEfQJaa%2BwrbhZWnD0ktrcsG2x2mKoVA9QC4BF1oiu0qSRDn%2F%2BqcX2%2BZad25XraMfPG9YktqoKOhy9JGsQjfi7f5pRAOH92c89YUFybkFwdtVctSyJJ6i6XqkWWzcmxntef%2BdbelnYn4HBWr6bC9t8fnU3jpLcoYx9RA%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=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&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=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&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=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&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=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&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=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&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=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&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=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&webInteractiveContentId=185823046841&portalId=8302174)

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

**

### Overview

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&webInteractiveContentId=185823046841&portalId=8302174)

### We Partner With

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&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=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&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=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&webInteractiveContentId=185823046841&portalId=8302174)

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

**

### Library

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&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=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&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=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&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=AVxigLJVDmXAtyU2Mxhw5P6i3B26PySzMz6davKDyEqRWy6LRdFJ4k1vFIEWhyHM4D16xsb0CFJ%2BZNF%2BReks2ehDP0CcZvUOH6ApzYspLJ4TezxpNSuOg9BAlJWXfIgNjZuWf%2BOR3bkUt6Zk5CX1nUHm%2BCtAKVxk9F53HlhSLMbXFndnfQ%3D%3D&webInteractiveContentId=183792126777&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLI4nw9TbdBKKV3lAyHMe7UH1WqAryJzNttL6Qm96w%2Ft0Yxc48mrcjkty246CcX%2FJqcpzEAqf9P1YHs8IqBdHVtdNBBrPh%2BmAevJrl%2FtYAs8fjLsNnAmdyIZcffv%2F%2F1QSoPZgEtIj4f7DP9VkluoPhejKQuaEnGwyh3cD6ViESVh&webInteractiveContentId=185823046841&portalId=8302174)

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

**

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Blogs

# Why Digital Teams Are Investing in Integrated Real-Time Data, AI + IoT Platforms

 Jared Oken, 03 June 2024

Why Invest in Real-Time Data, AI + IoT Platforms? | Rayven

8:09

The fusion of ever-multiplying IT, OT, asset-specific, and business systems with each other and novel technologies (like AI) is a significant challenge that every business is facing.

Despite decades of effort towards digital transformation, most organisations still have a fragmented mix of SaaS, hardware, legacy systems, and software; siloed, unintegrated, and piecemeal.

However, a cure to this now needs to be found, and fast.

The recent wave of AI developments means that businesses need to solve their integration, data latency, and legacy technology challenges, so that they can utilise AI’s power universally across their operations and solve the challenges that modern organisations are facing around productivity, efficiency, ESG – and a lot more. Fortunately, there is now an answer.

## **The Necessity of Integrated Real-Time Data, AI + IoT Platforms in Uniting Technology Ecosystems.**

Industrial businesses face numerous hurdles that can impede efficiency and innovation:

- **Fragmented Data Sources:** Siloed data systems prevent a holistic view of operations, making it difficult to optimise processes and make informed decisions.
- **Real-Time Challenges:** Being able to analyse all collated data sources together to deliver metrics and insights to people (and interconnected systems) in the field, or to leverage AI in the moment to identify problems, spot optimisations, and then deliver on them via automation.
- **Legacy Technologies + Processes:** Legacy systems and traditional workflows can’t keep up with the demands of modern industrial operations and solutions, leading to inefficiencies and a stagnancy technology environment where new technology adoptions us challenging at best.
- **High Costs + Complexity:** Managing disparate technologies and integrating them to existing operations is often costly and complex, requiring significant time and resources.

Integrated real-time data, AI + IoT platforms can conquer these challenges, simply.

Advanced, all-in-one platforms, they enable digital teams to easily integrate any and all of their data sources, analyse them in real-time, train and utilise automations and AI across all integrated technologies, and design front-end dashboards and interfaces for users - everything needed to create future-proof real-time data and AI applications.

This technology is, fundamentally, a PaaS, IoT, AI, ETL, BI and integration platform all rolled into one; full of easy-to-use tools that can take you from deploying a real-time monitoring solution, through to a customised GenAI-driven application that you can use to improve any aspect of your business’ operations.

## **Why Invest in Integrated Platforms Now?**

Digital teams are investing in integrated platforms for several compelling reasons:

- **Seamless Integration:** These platforms can connect with existing systems and data sources, breaking down silos and enabling a comprehensive, accurate view of operations.
- **Real-Time Insights:** Integrated platforms enable real-time data processing and analysis, providing immediate insights that drive better decision-making and operational agility.
- **Custom AI + Machine Learning:** You can use the platforms to train, trial, and deploy highly-customised AI models that know your business, operations, processes, goals – and more – intimately. It becomes a case of simply asking for optimisations or empowering it to intervene in processes to prevent harm, seize efficiencies, or guide personnel to improve results.
- **Enhanced Efficiency:** By automating processes and leveraging AI for predictive analytics, businesses can significantly improve operational efficiency and reduce downtime.
- **Scalability + Flexibility:** Integrated platforms are designed to scale with the business, allowing for incremental adoption and expansion as needs evolve.
- **Custom Application Development:** Fundamentally, these platforms give you all the tools needed to create real-time data and AI applications with custom workflow, process design, machine learning algorithm development, customisable GenAI, automation builder, interface design – and more – in a single place. Meaning you can integrate all your existing technologies and create a custom application that utilises all of them to deliver a single place to manage and improve operations (and results).

## **Case Study: Enhancing a Manufacturing Line.**

Consider the example of a manufacturing line that faced challenges with equipment downtime and inefficient operations. By implementing an integrated solution, the digital team achieved remarkable results.

**The Challenge.  
**The manufacturing line experienced frequent equipment failures and inefficiencies due to the inability to process real-time data and predict maintenance needs.

**The Solution.  
**The digital team adopted Rayven, our integrated data, AI + IoT platform, that combined real-time data sources from various sensors to create a single source of truth, before applying AI to deliver predictive maintenance insights. Key features of the solution included:

- Real-Time Data Integration:** **The platform integrated data from legacy systems and new sensors, providing a unified view of the manufacturing line’s operations.
- AI-Powered Predictive Maintenance: AI analysed the data to predict equipment failures, enabling proactive maintenance and reducing downtime.
- Customisable Interfaces: The team could monitor performance metrics and receive actionable insights through customisable dashboards.

**The Outcome.  
**The implementation led to significant improvements:

- Reduced Downtime: Predictive maintenance decreased equipment downtime by 25%.
- Increased Efficiency: Real-time data analysis and process automation improved overall operational efficiency by 20%.
- Cost Savings: The company saw a notable reduction in maintenance costs and improved resource utilisation.

## **Rayven: A Leading Next Generation Platform.**

While there are several platform providers in the market, [Rayven](https://www.rayven.io/iot-platform) distinguishes itself through its end-to-end, easy-to-use, and highly-flexible technology and range of services:

- **Complete Real-Time Data + AI Application Development Platform: **Rayven’s platform provides everything needed to create and deploy custom real-time data and AI applications, meaning they can be designed to fit your business, assets, objectives, site, climate, process, personnel - and more - simply. Don’t settle for off-the-shelf software that won’t integrate and work with *all* your existing assets and technologies! [Read on](https://www.rayven.io/iot-platform).
- **End-to-End Development Services**: Rayven supports businesses with comprehensive development services, ensuring smooth implementation and rapid deployment. [Find out more](https://www.rayven.io/custom-application-development).
- **Customisable Generative AI**: Businesses can train AI models on their specific data, enabling tailored recommendations and optimisations in real-time. [See more](https://www.rayven.io/iot-platform/generative-ai).
- **Legacy Technology Compatible: **Rayven sits above all your existing technologies, uniting them and delivering all-new real-time data analysis and AI capabilities (among others). We minimise cost and risk. Discover [integrations](https://www.rayven.io/iot-platform/integrations-data-ingestion) and [data analysis](https://www.rayven.io/iot-platform/data-transformation-tools).
- **Scalable + Affordable:** Rayven’s flexible pricing model allows businesses to pay only for what they use, support private cloud and on-premise deployments, and can be designed to make it a cost-effective solution that scales with needs as/when required. See [pricing](https://www.rayven.io/rayven-pricing).

Investing in integrated real-time data, AI, and IoT platform can help industrial businesses find new efficiencies and innovate without having to reinvent what they do.

Rayven** **delivers an easy-to-use, codeless toolkit that anybody can use to integrate, ETL and analyse data in real-time; build custom workflows and automations; leverage Machine Learning and predictive analytics; create, train, and deploy custom LLMs bespoke to needs; and create the interfaces, alerts and reports that frontend users require to optimise, innovate and create.

Rayven can give you everything you need to succeed with your current and future technology challenges: **[speak to us now to find out more](https://www.rayven.io/contact)**.

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#### Author

Jared Oken

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### Explore further related content:

<https://www.rayven.io/blog/a-cios-approach-to-custom-application-development-in-industry>

Blogs

## [A CIO's approach to custom application development in industrial business](https://www.rayven.io/blog/a-cios-approach-to-custom-application-development-in-industry)

 Custom application development within industrial spaces is becoming increasingly necessary, as businesses who are keen to leverage the power of new and novel...[Read More](https://www.rayven.io/blog/a-cios-approach-to-custom-application-development-in-industry)

<https://www.rayven.io/blog/why-decision-makers-should-implement-industrial-generative-ai-to-empower-their-teams>

Blogs

## [Why You Need To Implement Industrial Generative AI Now: The Outputs](https://www.rayven.io/blog/why-decision-makers-should-implement-industrial-generative-ai-to-empower-their-teams)

 In the modern industrial landscape, embracing cutting-edge technologies is not just a strategic move for efficiency; it's a catalyst for empowering the workforce.[Read More](https://www.rayven.io/blog/why-decision-makers-should-implement-industrial-generative-ai-to-empower-their-teams)

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

Blogs

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

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

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<https://www.rayven.io/blog/why-digital-teams-are-investing-in-integrated-real-time-data-ai-iot-platforms#body> 

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