---
title: Benefits of Real-Time OEE | Rayven
description: Overall Equipment Effectiveness (OEE) measures the six big causes of lost production, providing organizations with an overall measure of asset...
image: https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Website%20Images/Rayven%20Blogs%20Images/OEE-Blog-2.jpg
---

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**Custom AI + Agents**

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

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**Automations**

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

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

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

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

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    Rayven MCP

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

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

Field Applications

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

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**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=AVxigLLPLeha8mu8%2Bk7eYDRirqyr9jMiHVSbIE5zbRgdov1xxfmAk3U%2BoUE%2Ff8ybMqp1FCX5mTckrMubQ4rn9egP8LoBxYEXwohN4ZqxvouaG%2BqwB4v326PsXw8wDD%2BjC5eMULmcfQ%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=AVxigLLwM68V52Q7u2KY6SEy%2BeYcS0DpBmdsikqbzYDW3VOelpF1B07Y5vE6QHutgZyEIu57lkg2VEECRjoXspBNSOQj1YV1n8xmjMTXC6SOtH5v10j3t1QfkhEJCv7Pxutspv8bL0V9FRHqumkBMzA9jGL71b02nlZ5xXnbVNWXwrEC7k2sIiNQK%2B2pbSP2zrn2%2BEESnvX3hYRL4eNrdcWG4Q%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=AVxigLK8OzM9QAIWGyS3riTNGfawc51C4m%2Bapuw6gUbqOmrmyi1%2B5iaXq0y2pdjUtW8lCoIP2V2%2FgTeW%2B%2FG9%2F639KkWdelEJUVeaEAW4aOtBa8pBKUS1Tnwl5TpWmFlKIhKBwLeWjpgupfYdeP3SbQJsKoIX7GBYX2Kp%2BihSk8aTNjyLtvNFPNv07bgVl557KJ6R0acYmD6ODw4M4w%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=AVxigLKau%2ByU0HUtRJXJii2CvqX45xbU5mha0mHyJVtKAU5ukquMu78rgaFPQ9c10IOs%2FgHRcZA2vmoB2VdjCrfGlR63oIal7bSzPH27ewcYPF0D7KEscYWPC8oj2pja7egmYHfZRfUyY4WvWMYu4VyjM%2F8GGBl3vOaFstcPAq1Hq6B8OcwEX5U1ePifoj1oWOAqG1F5lA4y6beWag%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=AVxigLLooM%2B%2FYo7wpHdxf%2BERGGJOBumLShJOuQWyO8XNWZS2LLnTC8mno92dnQOzWRHEvJTlNR3DUjE3kB3qdZlXxhcwdEgRuRkzF2CUmqjBxWEaB11n86IJnfQ82gUMwwGt7DKavpztkGqd0LBg2J%2FhLwQat%2FHL94aqPbZJQnLHA9c5upAWgrNYJFzJZkRE4%2Fcm5DSO5e%2FikNBm%2Fxouk5OgKog%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=AVxigLK2v4lJGu6oq8RtbuPO%2BBELuSh%2BOwUHVQ0siaxrqe6CjkAWY7p5q2EdTeUxT7GueFgoPhlk%2FIUfQarAjU8QBEB1nzVukNqKT2mh%2B5J6GhQ3QMBtAQRpmaP%2BztvqA98zxilVa%2F3SDGT8q3mFQkCdX%2BjDdEptWrvFp%2F4adKZdGjBTnW6hXKuxBmW0%2Frud2UygMYa5tRW6200qCOlRqWM%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=AVxigLIGfaJklbz3wyCXNYOBTeBpLLhNJB6rjocDQTiNsponH5LTobOu4ViCRc%2BKJR%2BgkBxE388Ast3mx5KL5Vvp7vx4xksFJQrwessWng%2BQCCAQCl22YtFgtpMNCDFTrso%2FQ4V3xj9jY%2BgXCXR5Z7Ys%2BqqNyyTA4BvNZmQ0gcntw3MiJWL2LfMhPqRQaLZdF6r41nNQVityJ6btRb%2Bn0zVKXbruhg%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=AVxigLK98SIntR2QCNxWWrG8bgMK9Cab73R0l7ipPNzzHTLOMwKCsIUcKZappRw375SHk48itbU99ABYyfK8r8pnpzf6SfGecKE5qvE8ldR4ZXIrN0UnhCf2j2alWLlWRcIk867dIwcup3guGswx%2FSFIj5Dcz6BvnmsDFOOk4Wl0SNccDStBw5KK9lfftRb7Z05RoQB%2FDxb8T0qSuBDqyPGkQ2vSr3s%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=AVxigLLDmRwDQMzPHWGi23nxinoXDGHxhlUQBUKPwHUq2%2BiQCnGAXPY9pbCM2USVETOXI5vDuWZ3giz1r9c87tTyh369astE%2FHpULSb4F8dMqZ6W7Xa0JQHlhm8mlf7Zc1CnajA32v8Na%2FYnEv3fBX53q1AaGjgXKjsod4rrocCgXOPr5ynuQB%2By%2FNQAv5N87BAHQaBGaTSjNZsjC7jZZPb%2Fzgs%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=AVxigLIBPIYpQAoemD5VrMni0vu%2FzXCvN%2BGjIrMieeihACrwnfjpIF5%2BQlMqYI0NblXMcQBTIK2nnXsZ%2FWFFFsJQ3FTWbXgjqTUM2dx9v7cT4ZsKteRJWLO%2BwcS2v%2BjEY8rEkugXxlHXoPEoBEd36DT9REahnnQzuGChyZL%2FtEzKk8WW44BcvbBd6WYaVJ4P6BRscOSpu3AMbbI9YiYmutK8yQ%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=AVxigLIGEhQ8VmSCcTBZ7KH2v2lDNEeEGwA%2BeguLuxtDeDl6V8OY5vyFg4tqB8UfgYX%2Fzj0JzeOo1rhVHWbvwB34NZ4S9ZBksewAv6aSwnSUnBqLPfhv9I6bqMxhCB%2FHEtTvnLQ1vW4AjyTmNHQB9io9K3vAEop5ea0zBpFz4txM17jfqByq6fFO%2BW%2BSQyzaUix%2FqwePvVCqwYqvhYgaiEXOkLrasuMKg6td1RGLiyqzrhnSzw%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=AVxigLKh0y74Y00Iwd5kNozgxXXMJacXyPkuw0qYjJ3LiYuUkrtYKVtzdp2sXE7w7ZsMlMB3vcpWkfkG6xZzri2E6BR47NruYrkPnpkeqaL6aIr2Y67vyXscE4nXM0G%2FLDKnmM4AnVaUW67tBij4FsuP%2BJkNLJeWN%2BcOC94fHXn1u2xagyh2u3hcn3fGoraKPaOqnwdJN3hsM1IPAbl8ks9unuzp&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=AVxigLJReA8VC9jfrp%2F7ql1M%2BrA1SYkwylqvQNZI5hbZ4Lg3uL0T33dCMFWy6WB7KedLjQmNJ%2BsO7JGQTnMRDAGQIrshDXt0NZwQL%2FUAuYQ%2BbOxrMcYVif%2BxUrPgttSuPTY5J%2FEa09v9IlVDR9ilaiRgQcNvSaUwXBgCIECAo8Gwz%2ByK9PQTNuoReo3G6kv4pZtNl3CUBXPzv7uLGiv5lPg6DJJ7dA%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=AVxigLKBILEvps%2Fcnj5nhDAnw4zIedgwuKzkZv3HYbqsq%2BdCXDvte4foiKmk15KimTv%2FVnxNIPfC37aed0d3gu5PwXBPP8CEiOdDdYIKA36TZ2e4ab8v%2B6uvD6yo%2B8dV0M10jwN6UVK4mVCuCuyttGseVXdf1Q8x%2F9hWs%2BdQ3O9F9hT61dcoObb65NcoZ1IjE24ttcecRrn2C47qXBwEueuYhzfldmKuA5c%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=AVxigLJKqulGuSkR4Hl6En8Uey3u5yuscoNc68GQkjVghm005yHz03B8i5lR8wcBjjTGCCzRZ0BVDcyRdTK%2FvtXRAZqXzKa6daiDyTZ0050HF4TWBBrRHcb6lbfAPKooZSHcxVbvlQ7eEp58YImUgcmfsiw6nNfccVnDgJYQ6Mqh0PUTtgedinHyJwIdU%2Bb4QdWKGQHIlCP3EpHUxiUdosysDLo%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=AVxigLKfgz%2FCFRC7qa7UoBekzVMb7NNsGSywdRyq0p%2FBONYuWSdfxz3HESIEaeddqRx%2Fav20mBqLVG8lyBd5oO2kt7YYtex58Fqr3oqOFywfXqi5Ux%2FlruBkRqr73vIvXrzYZ4wg4OyUs9T4bx8Ox3gUO7zm6svTvjrub76C%2BpTShlkqk%2Bi3PTtGLI3mp7xkA82rtHXaasVZeTwM6Jg%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=AVxigLJeSIrVNeQxosZgklYw7Lv%2B6N883cwEisJDePotIv7XgG0H7bu7%2BmJsI54HP0U6UgJfAJo5hacveUXt5C8mDsWUnpMY%2F9e781tHbK8xLRFAg2Mcg761iVz%2FspFD7WqOVbm9%2BN61ry7eXHIyTuIwQ0rd87RuB91D03pTUsqP21M9vv3MNZef8YCl3UoGoM3VSGwOvQ%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=AVxigLJLxX%2BvROz6zbcW9VbZ2Yk0XBKIPIWBYwrmptdnoKE3I76eOl9pYQj%2BNOEAgZmF8EBtSyfisz3QBaycW7BcH%2FsVKVmSh9AHdRPYkQpDf%2FqHNjG7FY4j%2FqnP58S%2BNB93800Y52PpcOSCkG6KXJba9qWzmu9l7x9EDOipzNuqAKxkXiiZ5q7ylWlu%2FuNjBIPYm9lQ&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=AVxigLKTWnA%2F0HgiGzh47PDmRvoiThuhXhrLLgZIviONFg2Z6D7LtC8%2F2%2B83IjCoqMQBggDz6dwKf7xpCf1C2BfpjqASFQl6Oe69R6leedFEY33H0oncurx4MSdqpAU4Cz8Gcd6czc1p3EHicJ6Q29P8p3zMUUZvIOpLnLWU6AlTUhLoSdAfj4OUMqdWuOXMN%2Bx1xbqx2EBEwAJyMQ%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=AVxigLJYdq1zOxaHXLnwNrGO6GVuB2WnebhB7BdURoJJ1IZte9gpHKvJjOiIJRyqut03QX3zER%2F0Vyqm6iyBsPFT%2By82TZSBZMRLJW1lnMtNdv6L5oonhHP1N7PGHwu0le7%2BCSUp%2BouY6w1JaCa2uw50ZGmaI%2BQi5bUNeP76jTdWsdVZMT7oNelQP4gTxdjKr01A0o0KaPYfiQ0SadrIe0R4q00Pjm0nPBE%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=AVxigLLmXrtYuPNpQqprvczEuPc67gTZ50kgRWzkIT8bZqCWWH%2B7JHHi2Z%2F08XbuY4ToUHrYBMMJjCj%2F8cma28VQ0NnAipS26v%2FSERDqV769SFHo%2BbXworC08IctTcbP9zomNh1vfL4Jf5tLb93Goh0dHvYuatakYg6lRF0wpNJZPanT11JZtwJcJFJOGbQ4i6ExgbV6pgB7RHnNZH3RD83VcZuV4i8qJzirKh0%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=AVxigLKvz1aKXz%2FH8qdoyZpN6D1vIyU70QNEegZXAAxh6G7UTvm4YYWsnpf3ns0%2FpSdCgLiWAnSkI1cwCI3JvzWA9oLyJ2fQMzOrwiDbgINyIabeEwnEPoaWc8VKKxTs%2BagkM7Jbr84PdpM1h9tAaKEGG8PJVOszw0jHAVHnuxVn%2BUZfCsU4PoUAde7Vjmat9bAQANLwQX7LAaARv2ByYqBYAfHewyvhBCI%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=AVxigLKTWnA%2F0HgiGzh47PDmRvoiThuhXhrLLgZIviONFg2Z6D7LtC8%2F2%2B83IjCoqMQBggDz6dwKf7xpCf1C2BfpjqASFQl6Oe69R6leedFEY33H0oncurx4MSdqpAU4Cz8Gcd6czc1p3EHicJ6Q29P8p3zMUUZvIOpLnLWU6AlTUhLoSdAfj4OUMqdWuOXMN%2Bx1xbqx2EBEwAJyMQ%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=AVxigLLEtqmi%2BMXkXAu6a70CpnEvfrfJHcch9oref9rqJGu00LkIZxwT82uUzVNKzhHYZR0ZzlDO7g2r515rRZrk%2F%2B123YSwgmPJ8oQOumSphSChEaZTxcgQMi3mJqSVs%2BjZsuVIzSjb8khbdN2sHm%2BqDKpNwD0jJ6GcdcoUN6%2Bi22D2hmxZj5bDrRQqXfmZ8MvjyBj7ekYyowaiNH0D2bU%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=AVxigLIbGdlQSCmidg6P6%2FG3IdJUq31cBbv2nqFRkal1KzixHl86Wu9QvzSLavYrfppIbi%2BjLeEWn9zbo%2Byl32LvHANNLorP%2FbdXXOxOgRAP3shD8aWHfOCHprDmKIIo17m3inzjElbXKMEAYvCYgT5ojSz%2BDHVQnGoAuPlG9smU5CuiYA%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=AVxigLLLeXE6vvsrvPTD6i3o2ehqbN%2B6jmJLT93ATIVbCOa%2Fkgq2YAjYkKzuCz%2BnAvPLNS52auKL%2F25SBN5Sb6cVP4M0ojuMKezmSicRiypU6vgPfXdaHMypnhNYwGTp4FWSINKqQk%2Ffjp6g1JVWsEb7rRQD%2FcCcXepY9jf3OrkpV6HxCdWhyHD%2BsUkzjenFbA%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=AVxigLKRpSMmyfE82gu2%2FTZH2fsCfzUXuhQZXMPw7RZ76CTu%2BNgJupAPoZehULwrc%2BIyrC7aiBQK%2FuDvN9Oqg2jbG4sGHhBcSkP%2FcZ8KrN2Lfw95G1pfBuvT93LBScyRehBpVVUcw3n2vcMkDGXphYvJzRXQaPzpNzikDDF4z%2B%2Br&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=AVxigLKeXVc0CGU2GpcEJxJH9DW5kKTw6HuRJmTyeKHQWy6v2AFLpTpkiN097DhgP%2BP6W28c981LkYBhWaiB6HciIh%2FgTK9PsspAM%2BuhpdIGewstgdpSIcZkQkg%2FJjXi2BcMDyw5Rdzyk09B9y3KapRNRD%2F%2BrCvR%2Fdmp2W72fVqEqI5qZf3y8OIldw7qWg%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=AVxigLJ04vOcwjf4iiDC5fr%2B%2BdhgM06n%2BIfb1O%2FEbKiYy3KzWWkqaWkMy4o3XN%2FZ1WQwh3qodbyBpSMtSByAqxK1ICvUGtqGGAUmfhl2AttIbvJlvkS%2FYmrsv8sf9VhJU3zwu4bit2lsL5IDyGtYP70CRi2VPHJREX7JBzBIggC1eKZeJnj%2F93XBC00qUcpymspTHA6wMlA3UQ%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=AVxigLLgDn1xXoiSfWdXn9XrP2gcQzHqXZw5W5SbvURwr46R2%2FkSygP0V4Lr%2Bg5L1dcXm4PfF0yIoxuNCkZNbzNVMy%2Buh8sVnm0ZyuuwPnJqWvnIEXv1hQZTn7RXGqa6FiWCpvzVZuQkyvcy99UgAdU5pdJ2MjhBX7NaktvY6BhAU1LXT7aja%2FLNDEYTzw%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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&webInteractiveContentId=185823046841&portalId=8302174)

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Overview

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

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

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

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

We Partner With

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

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

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

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

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

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

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

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

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

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Library

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

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

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

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

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

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

Our Company

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

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

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

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

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[![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=AVxigLJFmfvNsZpU%2BmVh%2FxTKy9Uz8v5xhwlLlFNtmghlachZffR06nFkzhDHVvzZBjpL6E%2B8ru6LO%2FaKCpthDjAHH2%2FEOrgbzx4WI728oNiVgTaVZOR4UPorysA7AiOLyEGso7oewhCIl9VF0xulQEcPNGvBiPAndqi%2FZgKPJkXMStY98Q%3D%3D&webInteractiveContentId=183792126777&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLKRDV5e5WoPZ6q7bQ2wBVZjpT1ouSrduOw%2FgWlkzo8VH%2FdQZmH7Go36KIy4tMGDzbamLiiZkhFZZ5oxf86AmRVN9c45RHEbAFlOa6RyBec9PaK0V5YZDzafvI6eoU30lBt%2BFHucNpYSHzXA5luSnRtT00%2BpFXl6Wi84SqrBspurWolzErK9bFQem6ZBlRIRQA%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=AVxigLLPLeha8mu8%2Bk7eYDRirqyr9jMiHVSbIE5zbRgdov1xxfmAk3U%2BoUE%2Ff8ybMqp1FCX5mTckrMubQ4rn9egP8LoBxYEXwohN4ZqxvouaG%2BqwB4v326PsXw8wDD%2BjC5eMULmcfQ%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=AVxigLLPLeha8mu8%2Bk7eYDRirqyr9jMiHVSbIE5zbRgdov1xxfmAk3U%2BoUE%2Ff8ybMqp1FCX5mTckrMubQ4rn9egP8LoBxYEXwohN4ZqxvouaG%2BqwB4v326PsXw8wDD%2BjC5eMULmcfQ%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=AVxigLLwM68V52Q7u2KY6SEy%2BeYcS0DpBmdsikqbzYDW3VOelpF1B07Y5vE6QHutgZyEIu57lkg2VEECRjoXspBNSOQj1YV1n8xmjMTXC6SOtH5v10j3t1QfkhEJCv7Pxutspv8bL0V9FRHqumkBMzA9jGL71b02nlZ5xXnbVNWXwrEC7k2sIiNQK%2B2pbSP2zrn2%2BEESnvX3hYRL4eNrdcWG4Q%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=AVxigLK8OzM9QAIWGyS3riTNGfawc51C4m%2Bapuw6gUbqOmrmyi1%2B5iaXq0y2pdjUtW8lCoIP2V2%2FgTeW%2B%2FG9%2F639KkWdelEJUVeaEAW4aOtBa8pBKUS1Tnwl5TpWmFlKIhKBwLeWjpgupfYdeP3SbQJsKoIX7GBYX2Kp%2BihSk8aTNjyLtvNFPNv07bgVl557KJ6R0acYmD6ODw4M4w%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=AVxigLKau%2ByU0HUtRJXJii2CvqX45xbU5mha0mHyJVtKAU5ukquMu78rgaFPQ9c10IOs%2FgHRcZA2vmoB2VdjCrfGlR63oIal7bSzPH27ewcYPF0D7KEscYWPC8oj2pja7egmYHfZRfUyY4WvWMYu4VyjM%2F8GGBl3vOaFstcPAq1Hq6B8OcwEX5U1ePifoj1oWOAqG1F5lA4y6beWag%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=AVxigLLooM%2B%2FYo7wpHdxf%2BERGGJOBumLShJOuQWyO8XNWZS2LLnTC8mno92dnQOzWRHEvJTlNR3DUjE3kB3qdZlXxhcwdEgRuRkzF2CUmqjBxWEaB11n86IJnfQ82gUMwwGt7DKavpztkGqd0LBg2J%2FhLwQat%2FHL94aqPbZJQnLHA9c5upAWgrNYJFzJZkRE4%2Fcm5DSO5e%2FikNBm%2Fxouk5OgKog%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=AVxigLK2v4lJGu6oq8RtbuPO%2BBELuSh%2BOwUHVQ0siaxrqe6CjkAWY7p5q2EdTeUxT7GueFgoPhlk%2FIUfQarAjU8QBEB1nzVukNqKT2mh%2B5J6GhQ3QMBtAQRpmaP%2BztvqA98zxilVa%2F3SDGT8q3mFQkCdX%2BjDdEptWrvFp%2F4adKZdGjBTnW6hXKuxBmW0%2Frud2UygMYa5tRW6200qCOlRqWM%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=AVxigLIGfaJklbz3wyCXNYOBTeBpLLhNJB6rjocDQTiNsponH5LTobOu4ViCRc%2BKJR%2BgkBxE388Ast3mx5KL5Vvp7vx4xksFJQrwessWng%2BQCCAQCl22YtFgtpMNCDFTrso%2FQ4V3xj9jY%2BgXCXR5Z7Ys%2BqqNyyTA4BvNZmQ0gcntw3MiJWL2LfMhPqRQaLZdF6r41nNQVityJ6btRb%2Bn0zVKXbruhg%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=AVxigLK98SIntR2QCNxWWrG8bgMK9Cab73R0l7ipPNzzHTLOMwKCsIUcKZappRw375SHk48itbU99ABYyfK8r8pnpzf6SfGecKE5qvE8ldR4ZXIrN0UnhCf2j2alWLlWRcIk867dIwcup3guGswx%2FSFIj5Dcz6BvnmsDFOOk4Wl0SNccDStBw5KK9lfftRb7Z05RoQB%2FDxb8T0qSuBDqyPGkQ2vSr3s%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=AVxigLLDmRwDQMzPHWGi23nxinoXDGHxhlUQBUKPwHUq2%2BiQCnGAXPY9pbCM2USVETOXI5vDuWZ3giz1r9c87tTyh369astE%2FHpULSb4F8dMqZ6W7Xa0JQHlhm8mlf7Zc1CnajA32v8Na%2FYnEv3fBX53q1AaGjgXKjsod4rrocCgXOPr5ynuQB%2By%2FNQAv5N87BAHQaBGaTSjNZsjC7jZZPb%2Fzgs%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=AVxigLIBPIYpQAoemD5VrMni0vu%2FzXCvN%2BGjIrMieeihACrwnfjpIF5%2BQlMqYI0NblXMcQBTIK2nnXsZ%2FWFFFsJQ3FTWbXgjqTUM2dx9v7cT4ZsKteRJWLO%2BwcS2v%2BjEY8rEkugXxlHXoPEoBEd36DT9REahnnQzuGChyZL%2FtEzKk8WW44BcvbBd6WYaVJ4P6BRscOSpu3AMbbI9YiYmutK8yQ%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=AVxigLIGEhQ8VmSCcTBZ7KH2v2lDNEeEGwA%2BeguLuxtDeDl6V8OY5vyFg4tqB8UfgYX%2Fzj0JzeOo1rhVHWbvwB34NZ4S9ZBksewAv6aSwnSUnBqLPfhv9I6bqMxhCB%2FHEtTvnLQ1vW4AjyTmNHQB9io9K3vAEop5ea0zBpFz4txM17jfqByq6fFO%2BW%2BSQyzaUix%2FqwePvVCqwYqvhYgaiEXOkLrasuMKg6td1RGLiyqzrhnSzw%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=AVxigLKh0y74Y00Iwd5kNozgxXXMJacXyPkuw0qYjJ3LiYuUkrtYKVtzdp2sXE7w7ZsMlMB3vcpWkfkG6xZzri2E6BR47NruYrkPnpkeqaL6aIr2Y67vyXscE4nXM0G%2FLDKnmM4AnVaUW67tBij4FsuP%2BJkNLJeWN%2BcOC94fHXn1u2xagyh2u3hcn3fGoraKPaOqnwdJN3hsM1IPAbl8ks9unuzp&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=AVxigLJReA8VC9jfrp%2F7ql1M%2BrA1SYkwylqvQNZI5hbZ4Lg3uL0T33dCMFWy6WB7KedLjQmNJ%2BsO7JGQTnMRDAGQIrshDXt0NZwQL%2FUAuYQ%2BbOxrMcYVif%2BxUrPgttSuPTY5J%2FEa09v9IlVDR9ilaiRgQcNvSaUwXBgCIECAo8Gwz%2ByK9PQTNuoReo3G6kv4pZtNl3CUBXPzv7uLGiv5lPg6DJJ7dA%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=AVxigLKBILEvps%2Fcnj5nhDAnw4zIedgwuKzkZv3HYbqsq%2BdCXDvte4foiKmk15KimTv%2FVnxNIPfC37aed0d3gu5PwXBPP8CEiOdDdYIKA36TZ2e4ab8v%2B6uvD6yo%2B8dV0M10jwN6UVK4mVCuCuyttGseVXdf1Q8x%2F9hWs%2BdQ3O9F9hT61dcoObb65NcoZ1IjE24ttcecRrn2C47qXBwEueuYhzfldmKuA5c%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=AVxigLJKqulGuSkR4Hl6En8Uey3u5yuscoNc68GQkjVghm005yHz03B8i5lR8wcBjjTGCCzRZ0BVDcyRdTK%2FvtXRAZqXzKa6daiDyTZ0050HF4TWBBrRHcb6lbfAPKooZSHcxVbvlQ7eEp58YImUgcmfsiw6nNfccVnDgJYQ6Mqh0PUTtgedinHyJwIdU%2Bb4QdWKGQHIlCP3EpHUxiUdosysDLo%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=AVxigLKfgz%2FCFRC7qa7UoBekzVMb7NNsGSywdRyq0p%2FBONYuWSdfxz3HESIEaeddqRx%2Fav20mBqLVG8lyBd5oO2kt7YYtex58Fqr3oqOFywfXqi5Ux%2FlruBkRqr73vIvXrzYZ4wg4OyUs9T4bx8Ox3gUO7zm6svTvjrub76C%2BpTShlkqk%2Bi3PTtGLI3mp7xkA82rtHXaasVZeTwM6Jg%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=AVxigLJeSIrVNeQxosZgklYw7Lv%2B6N883cwEisJDePotIv7XgG0H7bu7%2BmJsI54HP0U6UgJfAJo5hacveUXt5C8mDsWUnpMY%2F9e781tHbK8xLRFAg2Mcg761iVz%2FspFD7WqOVbm9%2BN61ry7eXHIyTuIwQ0rd87RuB91D03pTUsqP21M9vv3MNZef8YCl3UoGoM3VSGwOvQ%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=AVxigLJLxX%2BvROz6zbcW9VbZ2Yk0XBKIPIWBYwrmptdnoKE3I76eOl9pYQj%2BNOEAgZmF8EBtSyfisz3QBaycW7BcH%2FsVKVmSh9AHdRPYkQpDf%2FqHNjG7FY4j%2FqnP58S%2BNB93800Y52PpcOSCkG6KXJba9qWzmu9l7x9EDOipzNuqAKxkXiiZ5q7ylWlu%2FuNjBIPYm9lQ&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=AVxigLKTWnA%2F0HgiGzh47PDmRvoiThuhXhrLLgZIviONFg2Z6D7LtC8%2F2%2B83IjCoqMQBggDz6dwKf7xpCf1C2BfpjqASFQl6Oe69R6leedFEY33H0oncurx4MSdqpAU4Cz8Gcd6czc1p3EHicJ6Q29P8p3zMUUZvIOpLnLWU6AlTUhLoSdAfj4OUMqdWuOXMN%2Bx1xbqx2EBEwAJyMQ%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=AVxigLJYdq1zOxaHXLnwNrGO6GVuB2WnebhB7BdURoJJ1IZte9gpHKvJjOiIJRyqut03QX3zER%2F0Vyqm6iyBsPFT%2By82TZSBZMRLJW1lnMtNdv6L5oonhHP1N7PGHwu0le7%2BCSUp%2BouY6w1JaCa2uw50ZGmaI%2BQi5bUNeP76jTdWsdVZMT7oNelQP4gTxdjKr01A0o0KaPYfiQ0SadrIe0R4q00Pjm0nPBE%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=AVxigLLmXrtYuPNpQqprvczEuPc67gTZ50kgRWzkIT8bZqCWWH%2B7JHHi2Z%2F08XbuY4ToUHrYBMMJjCj%2F8cma28VQ0NnAipS26v%2FSERDqV769SFHo%2BbXworC08IctTcbP9zomNh1vfL4Jf5tLb93Goh0dHvYuatakYg6lRF0wpNJZPanT11JZtwJcJFJOGbQ4i6ExgbV6pgB7RHnNZH3RD83VcZuV4i8qJzirKh0%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=AVxigLKvz1aKXz%2FH8qdoyZpN6D1vIyU70QNEegZXAAxh6G7UTvm4YYWsnpf3ns0%2FpSdCgLiWAnSkI1cwCI3JvzWA9oLyJ2fQMzOrwiDbgINyIabeEwnEPoaWc8VKKxTs%2BagkM7Jbr84PdpM1h9tAaKEGG8PJVOszw0jHAVHnuxVn%2BUZfCsU4PoUAde7Vjmat9bAQANLwQX7LAaARv2ByYqBYAfHewyvhBCI%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=AVxigLKTWnA%2F0HgiGzh47PDmRvoiThuhXhrLLgZIviONFg2Z6D7LtC8%2F2%2B83IjCoqMQBggDz6dwKf7xpCf1C2BfpjqASFQl6Oe69R6leedFEY33H0oncurx4MSdqpAU4Cz8Gcd6czc1p3EHicJ6Q29P8p3zMUUZvIOpLnLWU6AlTUhLoSdAfj4OUMqdWuOXMN%2Bx1xbqx2EBEwAJyMQ%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=AVxigLLEtqmi%2BMXkXAu6a70CpnEvfrfJHcch9oref9rqJGu00LkIZxwT82uUzVNKzhHYZR0ZzlDO7g2r515rRZrk%2F%2B123YSwgmPJ8oQOumSphSChEaZTxcgQMi3mJqSVs%2BjZsuVIzSjb8khbdN2sHm%2BqDKpNwD0jJ6GcdcoUN6%2Bi22D2hmxZj5bDrRQqXfmZ8MvjyBj7ekYyowaiNH0D2bU%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=AVxigLIbGdlQSCmidg6P6%2FG3IdJUq31cBbv2nqFRkal1KzixHl86Wu9QvzSLavYrfppIbi%2BjLeEWn9zbo%2Byl32LvHANNLorP%2FbdXXOxOgRAP3shD8aWHfOCHprDmKIIo17m3inzjElbXKMEAYvCYgT5ojSz%2BDHVQnGoAuPlG9smU5CuiYA%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=AVxigLLLeXE6vvsrvPTD6i3o2ehqbN%2B6jmJLT93ATIVbCOa%2Fkgq2YAjYkKzuCz%2BnAvPLNS52auKL%2F25SBN5Sb6cVP4M0ojuMKezmSicRiypU6vgPfXdaHMypnhNYwGTp4FWSINKqQk%2Ffjp6g1JVWsEb7rRQD%2FcCcXepY9jf3OrkpV6HxCdWhyHD%2BsUkzjenFbA%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=AVxigLKRpSMmyfE82gu2%2FTZH2fsCfzUXuhQZXMPw7RZ76CTu%2BNgJupAPoZehULwrc%2BIyrC7aiBQK%2FuDvN9Oqg2jbG4sGHhBcSkP%2FcZ8KrN2Lfw95G1pfBuvT93LBScyRehBpVVUcw3n2vcMkDGXphYvJzRXQaPzpNzikDDF4z%2B%2Br&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=AVxigLKeXVc0CGU2GpcEJxJH9DW5kKTw6HuRJmTyeKHQWy6v2AFLpTpkiN097DhgP%2BP6W28c981LkYBhWaiB6HciIh%2FgTK9PsspAM%2BuhpdIGewstgdpSIcZkQkg%2FJjXi2BcMDyw5Rdzyk09B9y3KapRNRD%2F%2BrCvR%2Fdmp2W72fVqEqI5qZf3y8OIldw7qWg%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=AVxigLJ04vOcwjf4iiDC5fr%2B%2BdhgM06n%2BIfb1O%2FEbKiYy3KzWWkqaWkMy4o3XN%2FZ1WQwh3qodbyBpSMtSByAqxK1ICvUGtqGGAUmfhl2AttIbvJlvkS%2FYmrsv8sf9VhJU3zwu4bit2lsL5IDyGtYP70CRi2VPHJREX7JBzBIggC1eKZeJnj%2F93XBC00qUcpymspTHA6wMlA3UQ%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=AVxigLLgDn1xXoiSfWdXn9XrP2gcQzHqXZw5W5SbvURwr46R2%2FkSygP0V4Lr%2Bg5L1dcXm4PfF0yIoxuNCkZNbzNVMy%2Buh8sVnm0ZyuuwPnJqWvnIEXv1hQZTn7RXGqa6FiWCpvzVZuQkyvcy99UgAdU5pdJ2MjhBX7NaktvY6BhAU1LXT7aja%2FLNDEYTzw%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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLLS%2FY7a6lIMCOs%2Bput7f1HQSsdyAbHC6mlaQYoL0bXgSj1JaX2HB5ztey01s8FqtWZbMpJBQCDo1Xz%2FdE5ltaEVM4t4nCk508UZf79h8PqXpEIMnFHIgh2ZYqg5%2FvNPgh%2FvDO1ypfOv4AnaZhE2ic%2FGQ%2F3F8HI45Hsl%2BEZZYsTq&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=AVxigLJFmfvNsZpU%2BmVh%2FxTKy9Uz8v5xhwlLlFNtmghlachZffR06nFkzhDHVvzZBjpL6E%2B8ru6LO%2FaKCpthDjAHH2%2FEOrgbzx4WI728oNiVgTaVZOR4UPorysA7AiOLyEGso7oewhCIl9VF0xulQEcPNGvBiPAndqi%2FZgKPJkXMStY98Q%3D%3D&webInteractiveContentId=183792126777&portalId=8302174)

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# The benefits of measuring OEE in real-time with IoT

 Dr Bernard Kornfeld, 12 November 2020

Benefits of Real-Time OEE | Rayven

6:32

Overall Equipment Effectiveness (OEE) measures the six big causes of lost production, providing organisations with an overall measure of asset utilisation.

The term was created by Seiichi Nakajima, the founder of the Total Productive Maintenance system, and is based on the Harrington Emerson way of thinking regarding labour efficiency, to provides you with a single score for your manufacturing performance.

As a measure, it’s useful for manufacturers in lots of ways, primarily however, it provides manufacturers with a way to compare and contrast its performance in numerous ways, (such as line x line, between products, facilities or regions) to see how effective they’re being vs. the maximum potential output of their manufacturing process.

### The difficulties of measuring OEE and why IoT fixes that.

Measuring OEE is difficult because there’s lots of moving parts, machines aren’t necessarily networked, comms are limited, technology hasn’t historically been up to scratch.

What this has led to is lag measures of OEE, sometimes still done manually, based on a snapshot of performance after the fact – meaning that by the time you know what your score is, it’s too late to do anything about. Not only that, without transparency into the individual inputs that are going in to make that score over long periods of time, it can be incredibly difficult to spot trends hidden in the data that could be invaluable to the business.

IoT changes this. Not only can you  retrofit old machinery and technologies to collect data about their performance – reducing the need for expensive capital-intensive investment – but the flexibility of some [manufacturing IoT solutions](https://www.rayven.io/industrial-iot-solutions/manufacturing-iot-solutions) means that you don’t need to change how you’re currently operating to incorporate it (or until you have the data at hand to do it to make improvements).

Additionally, the ability to connect and unite data sources from previously disparate systems into a single [IoT platform](https://www.rayven.io/iot-platform) not only enables you to utilise [Data Science](https://www.rayven.io/iot-services) to get to the bottom of what our OEE is at any given moment, but provides you with a window to look at historical and, with work, future performance based on your current set-up.

### The 11 benefits of measuring OEE in real-time

Knowing real-time OEE has important effects beyond just having the information to hand at any given time.

Measuring OEE in real-time has numerous obvious and hidden benefits, enabling you to:

1. **Establish an accurate baseline OEE calculation –** with accurate monitoring of all of your inputs consistently, accurately and over a prolonged period of time, you can establish an accurate baseline OEE calculation, rather than just a snapshot one. From it, you can then identify what under and over performance actually looks like and trigger alerts set at custom thresholds that cause action (whether manual or automated) to be taken.
2. **Get the ability to make real-time production improvements –** your production team can see how they’re performing against their daily targets, where the problems lie, and make make immediate Improvements. Learn where to focus your scarce improvement resources through OEE and help you to identify where and when rate losses, stoppages and yield losses most affect your production.
3. **Better prioritise future optimisations –** managers can analyse their holistic line performance to tweak processes and inputs to plan for future optimisations.
4. **Better establish the ROI of OEE’s inputs –** whether machinery, human capital or something else, you can play with the unique mix of things that goes into your operations and see instantly the effect that it’s having and establish the ROI on any investment.
5. **Take a step towards [predictive maintenance](https://www.rayven.io/iot-solutions/predictive-maintenance) –** understanding your OEE in real-time will enable you to see the performance of each part of your manufacturing chain. From this, it may be possible to identify machinery that’s underperforming over time, whether it’s going slow or causing minor stoppages. From that, you can better identify maintenance requirements and fix issues before they become catastrophic failures.
6. **Discover the ‘Hidden Factory’ –** there are lots of things that go intro production output that aren’t always transparent, such as unwritten processes or manual inputs. With putting in place real-time OEE measurements, you’ll be able to root these out and design better operation models to improve performance.
7. **Improve energy efficiency –** machine energy consumption depends on the product processed and machine efficiency: an inefficient machine can consume as much as a productive one. Uncover the hidden cost of inefficient energy consumption.
8. **Enhance yield –** stops, start ups and setup adjustments all reduce yield and produce scrap. Identify the sources of yield losses through overall equipment effectiveness.
9. **Track production in real-time –** enables factory managers to monitor actual production and profitability compared to the set targets in real-time, so that they can take action if performance is below expectations.
10. **Reduce downtime –** understand where and when downtime occurs so that you can be proactive about uptime and utilise the information to inform your equipment modification, staff and maintenance schedules.
11. **Empower your workforce –** by your people the data and power to make changes in real-time, you are providing them with the insights needed to make positive changes for your business. Not only is this good for overall numbers, but evidence shows that it can also increase job satisfaction.

### Is this all the benefits of measuring OEE in real-time?

No. People are already talking about Industry 5.0 and having a fully-automated, self-healing factory that requires minimal human intervention when we’ve not really got to 4.0 (truly) yet. However, to be ready for the automated, self-healing, human-less factories of the future; then the above steps are the beginning of that (long) journey, with using IoT to establish your manufacturing OEE in real-time an ideal place to start (you can read more about other IoT use cases in manufacturing here: ‘[How you can use Industrial IoT, Data Science and Machine Learning in manufacturing (and why)](https://www.rayven.io/blog/industrial-iot-data-science-manufacturing)’)

Rayven has many [out-of-the-box IoT manufacturing solutions](https://www.rayven.io/industrial-iot-solutions/manufacturing-iot-solutions), including one designed for establishing real-time OEE. [Speak to us to find out more](https://www.rayven.io/contact).

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#### Author

Dr Bernard Kornfeld

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### Explore further related content:

<https://www.rayven.io/blog/real-time-oee>

Blogs

## [Establishing real-time OEE: how IoT can change everything (for the better)](https://www.rayven.io/blog/real-time-oee)

 Overall Equipment Effectiveness (OEE) is a critically important measure for manufacturers, but measuring OEE accurately, consistently and at any given moment can be...[Read More](https://www.rayven.io/blog/real-time-oee)

<https://www.rayven.io/blog/why-industrial-iot-data-is-wasted-without-ai>

Blogs

## [Why Industrial IoT Data Is Wasted Without AI](https://www.rayven.io/blog/why-industrial-iot-data-is-wasted-without-ai)

 Rayven Insights Industrial IoT data - sensor readings, equipment telemetry, process measurements - becomes waste the moment it is collected without a system capable...[Read More](https://www.rayven.io/blog/why-industrial-iot-data-is-wasted-without-ai)

<https://www.rayven.io/blog/top-customer-data-platforms>

Blogs

## [The 10 Top Customer Data Platforms Compared](https://www.rayven.io/blog/top-customer-data-platforms)

 Customer Data Platforms (CDPs) are revolutionising how businesses collect, unify, and activate their data. With a growing number of platforms to choose from, deciding...[Read More](https://www.rayven.io/blog/top-customer-data-platforms)

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