---
title: Best Real-Time IoT Use Cases for Industrial Business | Rayven
description: Learn how industrial businesses can identify the best use cases for real-time data applications to improve operations and customer experience.
image: https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Website%20Images/Rayven%20Website%20(General)/Abstract-Tower.jpg
---

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IT / OT Connectors

](https://www.rayven.io/platform/integration/prebuilt-connectors)

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Custom Integrations

](https://www.rayven.io/platform/integration/custom-integrations)

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API Endpoints

](https://www.rayven.io/platform/integration/api-endpoints)

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IoT Devices + Protocols

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

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Streaming Data

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

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Data Management

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Data Transformation

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

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File Parsing

](https://www.rayven.io/platform/data/file-parsing)

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Calculation + Aggregation

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AI Models + Training

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Control + Automation

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Predictive AI / ML

](https://www.rayven.io/platform/execution/predictive-ai-machine-learning)

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Gen AI + AI Agents

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Approvals + Exceptions

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Rayven MCP

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Dashboards + Visualizations

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Widgets + UI Components

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Notifications + Alerts

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Dynamic Reports

](https://www.rayven.io/platform/presentation/dynamic-reports)

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Custom Form Builder

](https://www.rayven.io/platform/presentation/custom-form-builder)

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Screen Flows + Hierarchies

](https://www.rayven.io/platform/presentation/screen-flows-hierarchies)

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HTML + JavaScript

](https://www.rayven.io/platform/presentation/html-javascript)

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QR Code Generator

](https://www.rayven.io/platform/presentation/qr-code-generator)

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Conversational Analytics

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Hosting + Management

](https://www.rayven.io/platform/security/hosting-management)

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White Labelling

](https://www.rayven.io/platform/security/white-labelling)

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Deployment + Architecture

](https://www.rayven.io/platform/security/deployment-architecture)

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Users, Roles + Access

](https://www.rayven.io/platform/security/users-roles-access)

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Usage + Metrics

](https://www.rayven.io/platform/security/usage-metrics)

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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)

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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=AVxigLJT2qAoJYkzPN%2B8GwpFKLKfaJH29Okvat%2FEE%2BWnMsEk4%2FWNc3jTtyxEaF8hENhXb6I15vi2PUcFCpND48v6Ysgh8ixxd3HnPLLx8KE9nJSHD9t5C81DCNYwqfcpwBeNPsTw1K9zRE%2BZrYwLQmWe2%2FW6Ul%2BuVKuRpMtSu5HjS71I2QLynyxUiT1kBnEmzREWpOuTrf2iy%2FrFEFu%2BZz8Xdg%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=AVxigLLZSZQzLVfLBSsFG0NtvqH3tRsSoga2OMxUaupuAGOoCIPUmmGd0JQ4zxcVcmIXCsmJldiAaaiqxUcJ13e2zulHk52qPACUIewJvtTs7C7mZVMeF7tAIZzdkE0sQdrLXYw6Nat6Mj2yG2ThQ1fk1leT%2BzMmbD20nCZGGZ4%2FYovsCrSr6QTaXaWI602Ms2WTGPmoFP%2FzlZhvFg%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=AVxigLIfMbVf%2Fg%2BFkQtu%2B7W5%2BZHxKfl8zpc1CqtWBaJFhA04gmg7akYrjrHsD3HKZ164orb%2FVhJe5Wu44AhJQZaAVX8b9vq49p30h1aM%2FQ4xLfr%2BD0SZocxOF%2B2FSniGPlvtk1VHUNi0CWJk3GkJnJd6SjplICa2Qu%2BJGXnDIOUtvRrF7ltLxsqx0UD40xZ4Ce9nXrBtubwTOr%2BUoQ%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=AVxigLJIO77A%2BXp55dmyuLXNAOC7zezXxDrox8PqoYG2n4VerXBGt7xI2t45w7Q61Ip5MrxYfbAI6lUEiIj%2BA3bnrxHen9nEo8V9t7K9nSuvp7jfWKzi9%2BWBsdUElCJsISNjI5I2cRpw8Q%2F8%2BiTXp0PRzaOBuSXlZ3VQa7QZGLUI%2FgeDrbOhu%2BkYlYWvDR75wDHJxSR%2FizEHWzA8zRvj7btNvRc%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=AVxigLKRUtNiDtuio2qsQ%2BM5PA0vc6PPRZ3u2CrVkXF8OirjUlxb%2B6%2BU4yRA8cPwqFzEQ%2BY8Ajs8068lJ2loh%2Bg662ym2hgm8wd0YDmy087neO2ugPthDQW%2FrTPlUaokCqNEBfdvhEre3tw8MSX%2FNmSG2%2F0%2BJyq84ESfCC9ZwEMHbptUkaDfLhoWpKAEW4WuDJ0g20D1V4bW%2B5QyRpIJS8c%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=AVxigLIzOWFGMr%2BwBjpAi3PXEVgcIJgX0dvjJ87QB5pYJiviBwtM2S2VrrrUa1dE7GYsuG10d6s4DKRbPpn%2BRCGhblMF9MUyJ0GO6yujE9qj%2BZSThdBmsqCg4ej2yMCrUi42ovGWM2V8nWWq1kE8auD5WhbY8Ph3qz1D2J9cP86cyHjsJ9XQgkmXb5XdSeWT6R0kc0nTkPQDB8qh%2BWHzZqYaDWz1Dw%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=AVxigLKUASaQYpsaaE7aeRfxScqiRzH%2BuZ5Rkspjd91rlDYPhuMTJVN4XpbF1kTkjSd2j2XJ1IFRPiQXsW1OcAi0fU6kcWF7ViZZAN7w5KXZMU8tayxQmTVzMCEagxoM4bfaaNupNt6OuMj0S%2BIkLtqpENnIObxOQyoceXBR%2BaXiPnSNUKuVHanGKEUReI1qypL4fS2tk%2FkZ0M4OZIHmBPjda6uEuUA%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=AVxigLLmZlxbFJbnw8lR9Sys10PA5ythnkWtMgSaJfzaEU8rEBNjdtzMhopR16smKCC%2FMbJxkiSwN0CUMGlxa0VDD9MycffFY2MsWPqxaPWhJcNgpB8MRYTxO9VY9ReU3oWOSb2fKUNExDC1NWqgv0lPnUUWMTJQuDtzOZh11ajNP3U8CPKR85QohhuWlfFsu7XOpZz%2FarGy%2F7AR8z4Gp8J%2FS8c%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=AVxigLJTp5q8UXkVThZb7gO1iKjvtJky2wF%2FLYtD0KtAB6GUmTLSWwUfJ2jDtehnOK%2BZ5FTdwWmFqKNqhCKYi8P%2Bn8WW6gi7qyOuHe%2BgYwv0fFnGxoEJ1%2FhnfOYmhRU6z1QrK95XnbCnED8Hd8lG1et8O%2BCVSk92p1ISQCVjFjuUJPJASLsvS1K0aCSbG1w0BGlNFRZWS8sTyq8GvlAUvy2UXg%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=AVxigLK2lTtnmGLn74CXmjqNXX5l%2BCqH3ulhEMmGKJPVigZpnfTmTWuLGbCRXxLtNqcHB08uhDa3IXhyQmYYoAVSne8O65jhdMgizx8m%2B5Z9gTcgMWdzpC8AxDXDu3RLdYfa%2Bk%2FU8hHogKicDGlKqpfiOfEq9uhpJaGaIJgmZ%2F80A1efy4UliU3i67BqokE5S%2FTqQi2g71XcKlNw6XpKf%2B0tkSHLyJQ3%2FgvXkzV6S3q8xQ0uDw%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=AVxigLJY6v0MofXQexujjGkFoFtLAHSIaD9wCFi2kGQ%2FL13q%2BYHqPxV4AHpA%2BxEw1rO8xde95WqTNw%2FITZmDUPFlA0feMczr0ykstZhBOn9dKN0%2Fl6x3SgZAs3KgOLyR7ly1I5jptFwxNGXW9tv9weGwkmI8EOg3yzrYR8r67bPZWYZfgPWU%2BPUFiaXQRYJgnmX%2F%2Fvp2821dh3RtfSRo5YIw3xfG&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=AVxigLJ%2FGQp5oN%2FnoYm156bQv5NXpxATrT1ap%2F9OylkHoZ8eEGWC9iWaPJFx%2BlgJRFGt7vPUWxfKbqS4z5FNPkGZzpehPAxHMOzmaaNr5gO8kCRFXav1cz6lZwW4rYLjugIx6zD3rWo%2BOkZDGtpD5zb9tzzNqe1YU%2FTSfo296olHh25s87j%2Fco27xzRx87RHtQLmSOUWIcgeSQzEP%2BPVRIMDl69XaA%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=AVxigLI7eF%2BsmklVN2riplZGAa1wCs0hdoUx3f3Dkp0WaqOklYtGW%2FJP%2BnT7oDCX0i2jzuzo%2FaNxDx6Mp16oYVPtVb08icqzB8r3hLcE7HUuN0yY9Fk1uuLtXRB1u68WHIzKrv%2FTk%2F3IubimmY3CQHEsIL9%2FCuladGainXoShieXsDeokvMswJGc%2B%2F%2B%2BgVPmKYMED4BQCXa2gAnLOVsSR06i5Uk0pzTa07s%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=AVxigLJMTHLNhRsqY4%2B3Z5g%2F6QRXqMiXahUbMN%2FSdU97SB%2BrVl6vjZ55ZgId%2BIr%2BHY5Zy%2B7%2FHbSgouAduJJ9I9uUAMmaE1pukFR5rl6eU7zN5xSVAc6Cono%2BV9b8NIwAS89AW%2F%2Fs%2BrkGA5FrJR9DWtC%2FjVoUacHm%2FT1oBck52iPWWNeuy5dyXL4FcxrXUr2l4eSNqolHxWfhSOYIsYlRHb2kD04%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=AVxigLKuu7CURD2vSwA%2FtOWQ0%2BbU0XrdApggig0yBcKR0ohhi1l2F6NxIimcGx2e%2FeyWhV5lg0kcAj%2FCprRHvw5dsvM05gmSw%2F7GOjeN8EzBXx5Vqm1PRME35gDQi07XfLJSZLUM3Fj%2BKzbRwVBXAQuASHQK9BOQiBS1NxxR2bHV6hrfJ7%2Fa%2FbqZkEe%2FIVidlerXt8FcktWdeJPxIgg%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=AVxigLKk3Yqf2MZttJNkgCq5zo8AeVuKzOruIVkWJsLED3r2%2FOGXbNtmwx%2Bd56b72m5Z9QmSgHj6q5h6pxQlHouLCgkVfxgMvkPOiI3QA73I4HBD5xB2dh%2FeWh6I5qkXO7FEVjxlHNvc7qaKWmlRRJzmUxVjJnU64MO0hGaYegv%2FIG7NOGbL64UdO6Qx4yuaD%2BTfdxS4Eg%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=AVxigLKROwLE3uV2rAdJzt%2BWdsANRpyQW2GrOqa4yKco2xYegy%2Bh5C%2FTv%2FZo%2F5fZXdPPwUM5CrnCy522qbxqpd9Ol4o7U9JReCEauV6JyvSDVnHkRmzxdbIM%2BSOqhJZGjLLU5e1Now6wHu7BgZBJHs3SnEHn3mql4xzKDDo0OaqqH%2BxllIsRN5ocqxswLmWdZgJHIDTt&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=AVxigLK2HLKpj4HKkbCKTQ3UTiqA07aScUzbIZjHp2CiQJQGcnGHb5N5eVmQnh9BSaPfpwJfZBX%2FN3v6c447GiVoE961T98hLoPbOckov0FWwnZKsWFCEGrKX1zgElDN%2BDZVrz9H%2BwA8FLBj8KiMX43NBtmCMc36HjPkIhqmqAIVfI12g%2F%2FSceDu7F4wuJn%2FDzuhw1rgeNitRI1PAw%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=AVxigLK%2F7h%2FQxf2RmVtD7lks4DtD0GCoYIIRKX46%2B%2Bkpyz3MdnPlOdi1RzoMYOWHIfdqp%2BFkx1zHTg1q1lxyw9Hzj0jhbyLOJJsMx3wOGuWpmEZnHMcEFHKvVUJ9JAF9sVlpQU0D%2BmR2K1wV3%2FHlUvabHeLDjCqk4L42mT5sMB%2Fv0rZ0FdZVRjh6DejRt8LA6veZD4dLUGEy%2FCfXLoELl9tti48ivKxeWzk%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=AVxigLKFfKXWwfgD8iOafVTMbmuvxbKgyVrGY3CLCWhlyfRzsHFWGrbiIjQXEq2xK3b4s0bjJ5rnxVtDf3YI3O911G%2BlNTE%2BJQoGDD4xZJtH%2Bx580Um55n9TmqQOvUOegIrT0HKysorvr2ZjoNbnICoKlfCQ%2BOe63z%2BgbhOm%2B9o%2BJzgeOEpCUjZU8Knzz63V5KyZLws9HZ8GhM6tJluTJ01velrh0f%2B8UAQCbbI%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=AVxigLJcr8ole15fvjMPyEzljLcQLrvo6sQVJC4%2FJz6Ez3LCXvGj5qUqrFmtBF6b2EHOvc26rp97OEkMlfqcaUIPtzvPJR6H2YLr6U1Li4TNFCeMyZk0%2FR%2FtqQHhrH9SlH52p9NANpKoFvuRBOw931iZXAtCXx8ptO%2FnxCxGhWIRle%2BkQJfclGE7DL8DsMNeyUicIaOv3ZUHuECftMv8rZs5at%2BTKn%2FYw%2FA%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=AVxigLK2HLKpj4HKkbCKTQ3UTiqA07aScUzbIZjHp2CiQJQGcnGHb5N5eVmQnh9BSaPfpwJfZBX%2FN3v6c447GiVoE961T98hLoPbOckov0FWwnZKsWFCEGrKX1zgElDN%2BDZVrz9H%2BwA8FLBj8KiMX43NBtmCMc36HjPkIhqmqAIVfI12g%2F%2FSceDu7F4wuJn%2FDzuhw1rgeNitRI1PAw%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=AVxigLL1pid60MmCT78KN1Kd1FuX3r7GJjRPfLsrEkvcIRAKHO02vX2eM4bTJ%2BnEaGCOM6DggApx6%2BPpNTN%2FK4N7sA1tdyGnm0fSRWQqWjiz%2F23TMm8jwBFxB5eRIwoCW%2BbbKA%2FLo5MsP2X8dEQd6bSGxBnqjfwLHPT8TqqCayfTvHmbaAMl6FFPSyIgtOhxaWsMpOQNSfFmRkc2Kmyv%2Blg%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=AVxigLLPTMHG%2FaUtxHI7rRl281bdebVh7im28CJvQGZ7JZCF64cgPMIPb92Lz3wjrX5QAriuiV%2FIWThYCwP2jDFqusrca%2F5joW%2FRFEY6DuSBuQphNPLHg%2F6FEhGH8c%2BnWARRWu2Wj5USZ9ngq9AMqlMlrPPp7%2FYhYsWkF%2F5oNb33gogvUw%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=AVxigLLM%2FzKS%2Bk1uSTDyaCAqQKRNYg8689W3On2P6Kf9UdbQ%2FY06Ny6v1AznDfJ22t%2BByzJeuXqmdut3fg%2F39qS4AaPUcixO6iK3y1V3K%2FThsqLIx0lt3L73lr6UIMod4r%2BvOBd%2Fgkjj3pvNHkk%2FeJ%2B8Me0LFLM7NrC38Z2AUCDKwhCk4oW3FtEhmr%2F8Tf%2FL7w%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=AVxigLLncjD2i3i87%2FrsB%2FYoNQxElhKbPL4tw%2B65japWTIuE%2FNV6ykR44RL25ffI63lANWi9%2BUB028QvI21GrEiau1XxzcebsgV%2FHH%2BhZDRDCjbSzOZCQhg6DLQkOhTluXnZ4iNPOahTCygOiHUnM49fM3q4d8Xb0O5oCMpkIHDx&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=AVxigLLOeH9vL7Vghil36OV6NqzE3cHa6JEMLuApO3k02tvUm5Xx17zUSxFqCvUupKYwmIaWWV%2BxMc34BcvU%2F8QFlB32YLwMYDuWDAl1GTAMkJLnC0V7mPfhJ72QRxO67CKTBMAvux4KUFYKy9IYWpTgO0s7Gq%2FzKHg5sLDKrp8bKR8m1D4w7khzteBILQ%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=AVxigLKgcR9Rz6YX9NCX2SP9P5iUQbKvEdt9uPo%2FZWTbUjFNoevcz0xdfTBdMTbwUP04UPAi30%2FWj11umJsJGoYPBcyinn5juGN160anJV4d%2FtYX6lPucFRYR55r%2Fr74nd%2Bmeau3MuiYX1oFJVA5bsOMbBqT6YNZuKYBeKkaC%2BbUoVuPtSdLHJQrV3uXu5HvG94Xoe%2B5qqToDA%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=AVxigLLPujxq%2Bd4dpdNDZdumT50s%2Flf9xVNF%2Bv3OFR%2FYAEvJPDz1j7x2ZJJJB7wufCXvqmV%2FzhCKcEmL9Q6KvntKEWfx008mHroRCtxaNxS86pwzVjbLbb65%2FmUltYeZuS4LWdv9YWJVc%2Bj2g6ZNa5FuFEiafXpxGzvbmDBTaU8Q29mQRWv%2FuYvn0VeaKA%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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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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[![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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLKpXCpP0O2VC59UUMD2aZydP9hN2felmcIHvQV9A00%2BFzIw1lhGVJSrSv0pDSvbnZomRb8feyrgFo%2FRtvALCNwD86Dv58ymZoG28UcfEzJ0Xfpi7ij40whUnf5c3swFw8sQxwJofO%2BzdSllpGr7ROeVyTubuxINU2R1hrBwU99HqrBV7kFkNPmPXjLZiPiKSQ%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=AVxigLK40WPOFlggbzjs3uFbn1euSfWlDGe46c1B%2B19Uw2KNYiXmHbzos6ydXUj47%2B8U2X2l2aY6J7HRvinP7Syzjj9ojD1qb3cDLsIGCXqq3%2BtRGpQPBmxS4XVsd9BxbcaUiBzCPw%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=AVxigLK40WPOFlggbzjs3uFbn1euSfWlDGe46c1B%2B19Uw2KNYiXmHbzos6ydXUj47%2B8U2X2l2aY6J7HRvinP7Syzjj9ojD1qb3cDLsIGCXqq3%2BtRGpQPBmxS4XVsd9BxbcaUiBzCPw%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=AVxigLJT2qAoJYkzPN%2B8GwpFKLKfaJH29Okvat%2FEE%2BWnMsEk4%2FWNc3jTtyxEaF8hENhXb6I15vi2PUcFCpND48v6Ysgh8ixxd3HnPLLx8KE9nJSHD9t5C81DCNYwqfcpwBeNPsTw1K9zRE%2BZrYwLQmWe2%2FW6Ul%2BuVKuRpMtSu5HjS71I2QLynyxUiT1kBnEmzREWpOuTrf2iy%2FrFEFu%2BZz8Xdg%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=AVxigLLZSZQzLVfLBSsFG0NtvqH3tRsSoga2OMxUaupuAGOoCIPUmmGd0JQ4zxcVcmIXCsmJldiAaaiqxUcJ13e2zulHk52qPACUIewJvtTs7C7mZVMeF7tAIZzdkE0sQdrLXYw6Nat6Mj2yG2ThQ1fk1leT%2BzMmbD20nCZGGZ4%2FYovsCrSr6QTaXaWI602Ms2WTGPmoFP%2FzlZhvFg%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=AVxigLIfMbVf%2Fg%2BFkQtu%2B7W5%2BZHxKfl8zpc1CqtWBaJFhA04gmg7akYrjrHsD3HKZ164orb%2FVhJe5Wu44AhJQZaAVX8b9vq49p30h1aM%2FQ4xLfr%2BD0SZocxOF%2B2FSniGPlvtk1VHUNi0CWJk3GkJnJd6SjplICa2Qu%2BJGXnDIOUtvRrF7ltLxsqx0UD40xZ4Ce9nXrBtubwTOr%2BUoQ%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=AVxigLJIO77A%2BXp55dmyuLXNAOC7zezXxDrox8PqoYG2n4VerXBGt7xI2t45w7Q61Ip5MrxYfbAI6lUEiIj%2BA3bnrxHen9nEo8V9t7K9nSuvp7jfWKzi9%2BWBsdUElCJsISNjI5I2cRpw8Q%2F8%2BiTXp0PRzaOBuSXlZ3VQa7QZGLUI%2FgeDrbOhu%2BkYlYWvDR75wDHJxSR%2FizEHWzA8zRvj7btNvRc%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=AVxigLKRUtNiDtuio2qsQ%2BM5PA0vc6PPRZ3u2CrVkXF8OirjUlxb%2B6%2BU4yRA8cPwqFzEQ%2BY8Ajs8068lJ2loh%2Bg662ym2hgm8wd0YDmy087neO2ugPthDQW%2FrTPlUaokCqNEBfdvhEre3tw8MSX%2FNmSG2%2F0%2BJyq84ESfCC9ZwEMHbptUkaDfLhoWpKAEW4WuDJ0g20D1V4bW%2B5QyRpIJS8c%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=AVxigLIzOWFGMr%2BwBjpAi3PXEVgcIJgX0dvjJ87QB5pYJiviBwtM2S2VrrrUa1dE7GYsuG10d6s4DKRbPpn%2BRCGhblMF9MUyJ0GO6yujE9qj%2BZSThdBmsqCg4ej2yMCrUi42ovGWM2V8nWWq1kE8auD5WhbY8Ph3qz1D2J9cP86cyHjsJ9XQgkmXb5XdSeWT6R0kc0nTkPQDB8qh%2BWHzZqYaDWz1Dw%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=AVxigLKUASaQYpsaaE7aeRfxScqiRzH%2BuZ5Rkspjd91rlDYPhuMTJVN4XpbF1kTkjSd2j2XJ1IFRPiQXsW1OcAi0fU6kcWF7ViZZAN7w5KXZMU8tayxQmTVzMCEagxoM4bfaaNupNt6OuMj0S%2BIkLtqpENnIObxOQyoceXBR%2BaXiPnSNUKuVHanGKEUReI1qypL4fS2tk%2FkZ0M4OZIHmBPjda6uEuUA%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=AVxigLLmZlxbFJbnw8lR9Sys10PA5ythnkWtMgSaJfzaEU8rEBNjdtzMhopR16smKCC%2FMbJxkiSwN0CUMGlxa0VDD9MycffFY2MsWPqxaPWhJcNgpB8MRYTxO9VY9ReU3oWOSb2fKUNExDC1NWqgv0lPnUUWMTJQuDtzOZh11ajNP3U8CPKR85QohhuWlfFsu7XOpZz%2FarGy%2F7AR8z4Gp8J%2FS8c%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=AVxigLJTp5q8UXkVThZb7gO1iKjvtJky2wF%2FLYtD0KtAB6GUmTLSWwUfJ2jDtehnOK%2BZ5FTdwWmFqKNqhCKYi8P%2Bn8WW6gi7qyOuHe%2BgYwv0fFnGxoEJ1%2FhnfOYmhRU6z1QrK95XnbCnED8Hd8lG1et8O%2BCVSk92p1ISQCVjFjuUJPJASLsvS1K0aCSbG1w0BGlNFRZWS8sTyq8GvlAUvy2UXg%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=AVxigLK2lTtnmGLn74CXmjqNXX5l%2BCqH3ulhEMmGKJPVigZpnfTmTWuLGbCRXxLtNqcHB08uhDa3IXhyQmYYoAVSne8O65jhdMgizx8m%2B5Z9gTcgMWdzpC8AxDXDu3RLdYfa%2Bk%2FU8hHogKicDGlKqpfiOfEq9uhpJaGaIJgmZ%2F80A1efy4UliU3i67BqokE5S%2FTqQi2g71XcKlNw6XpKf%2B0tkSHLyJQ3%2FgvXkzV6S3q8xQ0uDw%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=AVxigLJY6v0MofXQexujjGkFoFtLAHSIaD9wCFi2kGQ%2FL13q%2BYHqPxV4AHpA%2BxEw1rO8xde95WqTNw%2FITZmDUPFlA0feMczr0ykstZhBOn9dKN0%2Fl6x3SgZAs3KgOLyR7ly1I5jptFwxNGXW9tv9weGwkmI8EOg3yzrYR8r67bPZWYZfgPWU%2BPUFiaXQRYJgnmX%2F%2Fvp2821dh3RtfSRo5YIw3xfG&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=AVxigLJ%2FGQp5oN%2FnoYm156bQv5NXpxATrT1ap%2F9OylkHoZ8eEGWC9iWaPJFx%2BlgJRFGt7vPUWxfKbqS4z5FNPkGZzpehPAxHMOzmaaNr5gO8kCRFXav1cz6lZwW4rYLjugIx6zD3rWo%2BOkZDGtpD5zb9tzzNqe1YU%2FTSfo296olHh25s87j%2Fco27xzRx87RHtQLmSOUWIcgeSQzEP%2BPVRIMDl69XaA%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=AVxigLI7eF%2BsmklVN2riplZGAa1wCs0hdoUx3f3Dkp0WaqOklYtGW%2FJP%2BnT7oDCX0i2jzuzo%2FaNxDx6Mp16oYVPtVb08icqzB8r3hLcE7HUuN0yY9Fk1uuLtXRB1u68WHIzKrv%2FTk%2F3IubimmY3CQHEsIL9%2FCuladGainXoShieXsDeokvMswJGc%2B%2F%2B%2BgVPmKYMED4BQCXa2gAnLOVsSR06i5Uk0pzTa07s%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=AVxigLJMTHLNhRsqY4%2B3Z5g%2F6QRXqMiXahUbMN%2FSdU97SB%2BrVl6vjZ55ZgId%2BIr%2BHY5Zy%2B7%2FHbSgouAduJJ9I9uUAMmaE1pukFR5rl6eU7zN5xSVAc6Cono%2BV9b8NIwAS89AW%2F%2Fs%2BrkGA5FrJR9DWtC%2FjVoUacHm%2FT1oBck52iPWWNeuy5dyXL4FcxrXUr2l4eSNqolHxWfhSOYIsYlRHb2kD04%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=AVxigLKuu7CURD2vSwA%2FtOWQ0%2BbU0XrdApggig0yBcKR0ohhi1l2F6NxIimcGx2e%2FeyWhV5lg0kcAj%2FCprRHvw5dsvM05gmSw%2F7GOjeN8EzBXx5Vqm1PRME35gDQi07XfLJSZLUM3Fj%2BKzbRwVBXAQuASHQK9BOQiBS1NxxR2bHV6hrfJ7%2Fa%2FbqZkEe%2FIVidlerXt8FcktWdeJPxIgg%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=AVxigLKk3Yqf2MZttJNkgCq5zo8AeVuKzOruIVkWJsLED3r2%2FOGXbNtmwx%2Bd56b72m5Z9QmSgHj6q5h6pxQlHouLCgkVfxgMvkPOiI3QA73I4HBD5xB2dh%2FeWh6I5qkXO7FEVjxlHNvc7qaKWmlRRJzmUxVjJnU64MO0hGaYegv%2FIG7NOGbL64UdO6Qx4yuaD%2BTfdxS4Eg%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=AVxigLKROwLE3uV2rAdJzt%2BWdsANRpyQW2GrOqa4yKco2xYegy%2Bh5C%2FTv%2FZo%2F5fZXdPPwUM5CrnCy522qbxqpd9Ol4o7U9JReCEauV6JyvSDVnHkRmzxdbIM%2BSOqhJZGjLLU5e1Now6wHu7BgZBJHs3SnEHn3mql4xzKDDo0OaqqH%2BxllIsRN5ocqxswLmWdZgJHIDTt&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=AVxigLK2HLKpj4HKkbCKTQ3UTiqA07aScUzbIZjHp2CiQJQGcnGHb5N5eVmQnh9BSaPfpwJfZBX%2FN3v6c447GiVoE961T98hLoPbOckov0FWwnZKsWFCEGrKX1zgElDN%2BDZVrz9H%2BwA8FLBj8KiMX43NBtmCMc36HjPkIhqmqAIVfI12g%2F%2FSceDu7F4wuJn%2FDzuhw1rgeNitRI1PAw%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=AVxigLK%2F7h%2FQxf2RmVtD7lks4DtD0GCoYIIRKX46%2B%2Bkpyz3MdnPlOdi1RzoMYOWHIfdqp%2BFkx1zHTg1q1lxyw9Hzj0jhbyLOJJsMx3wOGuWpmEZnHMcEFHKvVUJ9JAF9sVlpQU0D%2BmR2K1wV3%2FHlUvabHeLDjCqk4L42mT5sMB%2Fv0rZ0FdZVRjh6DejRt8LA6veZD4dLUGEy%2FCfXLoELl9tti48ivKxeWzk%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=AVxigLKFfKXWwfgD8iOafVTMbmuvxbKgyVrGY3CLCWhlyfRzsHFWGrbiIjQXEq2xK3b4s0bjJ5rnxVtDf3YI3O911G%2BlNTE%2BJQoGDD4xZJtH%2Bx580Um55n9TmqQOvUOegIrT0HKysorvr2ZjoNbnICoKlfCQ%2BOe63z%2BgbhOm%2B9o%2BJzgeOEpCUjZU8Knzz63V5KyZLws9HZ8GhM6tJluTJ01velrh0f%2B8UAQCbbI%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=AVxigLJcr8ole15fvjMPyEzljLcQLrvo6sQVJC4%2FJz6Ez3LCXvGj5qUqrFmtBF6b2EHOvc26rp97OEkMlfqcaUIPtzvPJR6H2YLr6U1Li4TNFCeMyZk0%2FR%2FtqQHhrH9SlH52p9NANpKoFvuRBOw931iZXAtCXx8ptO%2FnxCxGhWIRle%2BkQJfclGE7DL8DsMNeyUicIaOv3ZUHuECftMv8rZs5at%2BTKn%2FYw%2FA%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=AVxigLK2HLKpj4HKkbCKTQ3UTiqA07aScUzbIZjHp2CiQJQGcnGHb5N5eVmQnh9BSaPfpwJfZBX%2FN3v6c447GiVoE961T98hLoPbOckov0FWwnZKsWFCEGrKX1zgElDN%2BDZVrz9H%2BwA8FLBj8KiMX43NBtmCMc36HjPkIhqmqAIVfI12g%2F%2FSceDu7F4wuJn%2FDzuhw1rgeNitRI1PAw%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=AVxigLL1pid60MmCT78KN1Kd1FuX3r7GJjRPfLsrEkvcIRAKHO02vX2eM4bTJ%2BnEaGCOM6DggApx6%2BPpNTN%2FK4N7sA1tdyGnm0fSRWQqWjiz%2F23TMm8jwBFxB5eRIwoCW%2BbbKA%2FLo5MsP2X8dEQd6bSGxBnqjfwLHPT8TqqCayfTvHmbaAMl6FFPSyIgtOhxaWsMpOQNSfFmRkc2Kmyv%2Blg%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=AVxigLLPTMHG%2FaUtxHI7rRl281bdebVh7im28CJvQGZ7JZCF64cgPMIPb92Lz3wjrX5QAriuiV%2FIWThYCwP2jDFqusrca%2F5joW%2FRFEY6DuSBuQphNPLHg%2F6FEhGH8c%2BnWARRWu2Wj5USZ9ngq9AMqlMlrPPp7%2FYhYsWkF%2F5oNb33gogvUw%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=AVxigLLM%2FzKS%2Bk1uSTDyaCAqQKRNYg8689W3On2P6Kf9UdbQ%2FY06Ny6v1AznDfJ22t%2BByzJeuXqmdut3fg%2F39qS4AaPUcixO6iK3y1V3K%2FThsqLIx0lt3L73lr6UIMod4r%2BvOBd%2Fgkjj3pvNHkk%2FeJ%2B8Me0LFLM7NrC38Z2AUCDKwhCk4oW3FtEhmr%2F8Tf%2FL7w%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=AVxigLLncjD2i3i87%2FrsB%2FYoNQxElhKbPL4tw%2B65japWTIuE%2FNV6ykR44RL25ffI63lANWi9%2BUB028QvI21GrEiau1XxzcebsgV%2FHH%2BhZDRDCjbSzOZCQhg6DLQkOhTluXnZ4iNPOahTCygOiHUnM49fM3q4d8Xb0O5oCMpkIHDx&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=AVxigLLOeH9vL7Vghil36OV6NqzE3cHa6JEMLuApO3k02tvUm5Xx17zUSxFqCvUupKYwmIaWWV%2BxMc34BcvU%2F8QFlB32YLwMYDuWDAl1GTAMkJLnC0V7mPfhJ72QRxO67CKTBMAvux4KUFYKy9IYWpTgO0s7Gq%2FzKHg5sLDKrp8bKR8m1D4w7khzteBILQ%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=AVxigLKgcR9Rz6YX9NCX2SP9P5iUQbKvEdt9uPo%2FZWTbUjFNoevcz0xdfTBdMTbwUP04UPAi30%2FWj11umJsJGoYPBcyinn5juGN160anJV4d%2FtYX6lPucFRYR55r%2Fr74nd%2Bmeau3MuiYX1oFJVA5bsOMbBqT6YNZuKYBeKkaC%2BbUoVuPtSdLHJQrV3uXu5HvG94Xoe%2B5qqToDA%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=AVxigLLPujxq%2Bd4dpdNDZdumT50s%2Flf9xVNF%2Bv3OFR%2FYAEvJPDz1j7x2ZJJJB7wufCXvqmV%2FzhCKcEmL9Q6KvntKEWfx008mHroRCtxaNxS86pwzVjbLbb65%2FmUltYeZuS4LWdv9YWJVc%2Bj2g6ZNa5FuFEiafXpxGzvbmDBTaU8Q29mQRWv%2FuYvn0VeaKA%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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLKrMuEY8YpC20ESRRJYyc%2FBQS7MjoSMOdKtL4T7%2FEzj4wmaXWdbKgsi0l4UuhQW8RKmSKK%2Ft0%2B%2FfxMyg%2FKhzC7VZWInsSTNWLm9sLJ49MWXQt2upuEmkWOnVBQ0BFyxb1KuWYRNJnOMe2%2Fk3uqteqgbvR%2BDgLf4xLHrhRGvYMbbOg%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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&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=AVxigLJo7XzsOokFZq0d4%2FYlE74dz2%2F5aKHyDnbZmfSXTVK6PiMCmEV%2Bywbvh%2BxXncFBC14vJeopiAT%2FUL6E4tSTwoubSpbclyAqDl4wyLPM5gnAlIHjPKMX4Dyd4%2Bw1um4xY9E1W6xDLFJme712%2FgUwuPmKRbCVaWLM10pEGdyTXGPH&webInteractiveContentId=185823046841&portalId=8302174)

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

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# Identify the Best Use Cases for Real-Time Industrial IoT Solutions

 Paul Berkovic, 31 March 2023

Best Real-Time IoT Use Cases for Industrial Business | Rayven

6:52

Industrial businesses operate in dynamic environments with many variables that can affect their performance.

To stay competitive and achieve operational excellence, these businesses need to leverage real-time data to gain insights into their processes, products, and customers. However, not all data is created equal, and not all data is worth collecting in real-time. Therefore, identifying the best use cases for real-time [industrial IoT solutions](https://www.rayven.io/industrial-iot-solutions) and overall [IoT platform](https://www.rayven.io/iot-platform) use is crucial for businesses to maximise the value of their data.

In this article, we will explore some practical tips for industrial businesses to identify the best use cases for real-time data applications.

### 1. Define business goals and KPIs

The first step in identifying the best use cases for real-time data applications is to define the business goals and key performance indicators (KPIs) that the business wants to achieve. For instance, a manufacturer may want to reduce downtime, increase production capacity, improve product quality, or optimise inventory levels. By defining these goals and KPIs, the business can identify the data that is relevant to these goals and determine whether it needs to be collected in real-time or at a slower frequency.

2. Map the data flow

Once the business goals and KPIs have been defined, the next step is to map the data flow across the business processes and systems. This involves identifying the sources of data, such as sensors, machines, or applications, and the destinations of data, such as databases, analytics platforms, or dashboards. By mapping the data flow, the business can identify the data that is critical to its operations, as well as any data bottlenecks or gaps that need to be addressed.

### 3. Prioritise data use cases

After mapping the data flow, the business can prioritise the data use cases based on their relevance to the business goals and KPIs. This involves assessing the value and feasibility of each use case, as well as its potential impact on the business. For instance, a use case that can improve product quality by 10% may be more valuable than a use case that can reduce downtime by 5%. Similarly, a use case that requires a major investment in IoT infrastructure may be less feasible than a use case that leverages existing data sources.

### 4. Conduct a proof of concept

To validate the feasibility and value of the prioritised data use cases, the business can conduct a proof of concept (POC) that involves collecting and analysing real-time data from a subset of the systems and processes. The POC can help the business test its assumptions, identify any technical or operational challenges, and demonstrate the potential benefits of the use case. By conducting a POC, the business can reduce the risk of investing in a use case that may not deliver the expected ROI.

### 5. Monitor and refine

After implementing the real-time data applications, the business should monitor the performance and outcomes of the use cases and refine them as needed. This involves tracking the KPIs, identifying any data anomalies or errors, and adjusting the data processing and analysis algorithms. By monitoring and refining the use cases, the business can ensure that it continues to derive value from the real-time data and that it stays aligned with its business goals and KPIs.

## Examples of real-time data use cases.

To illustrate how industrial businesses can identify the best use cases for real-time industrial [IoT solutions](https://www.rayven.io/iot-platform) and data applications, let's explore some examples of use cases in different industries:

- **Predictive maintenance: **A manufacturer of heavy machinery can use real-time sensor data to predict when a machine is likely to fail and schedule maintenance work before it breaks down. By avoiding unplanned downtime, the manufacturer can improve productivity, reduce maintenance costs, and increase customer satisfaction.
- **Environmental monitoring: **A mining company needs to ensure that tailings dams are secure at all times and that mine activities, such as blasting and hauling, don't create excess dust that can be blown onto surrounding land. Real-time data monitoring can be used to ensure that assets are failing and that weather conditions are conducive to certain activities at any given moment.
- **Water demand forecasting: **A water company can utilise real-time data to understand current water flows and predict needs. Layering over climatic and weather data, they can then forecast likely demand and prepare for the coming months.
- **Quality control: **A food processing plant can use real-time data from cameras and sensors to inspect the products for defects, such as discoloration, contamination, or size variations. By detecting and rejecting the faulty products in real-time, the plant can reduce waste, ensure compliance with regulations, and maintain its reputation for high-quality products.
- **Energy management: **A data centre can use real-time data from energy meters and HVAC systems to optimise its energy consumption and reduce its carbon footprint. By adjusting the cooling, lighting, and power settings based on the workload and ambient conditions, the data centre can save energy, reduce operating costs, and demonstrate its commitment to sustainability.
- **Supply chain visibility: **A logistics company can use real-time data from GPS trackers and telematics devices to track the location, status, and condition of its vehicles, containers, and cargo. By providing customers with real-time updates on their shipments, the company can improve customer satisfaction, reduce delivery times, and mitigate the risk of theft or damage.

Industrial businesses have a vast amount of data at their disposal, but not all data is equally valuable or relevant. By identifying the best use cases for real-time data applications, these businesses can gain insights into their operations, products, and customers that can help them achieve their business goals and KPIs. The key to identifying the best use cases is to define the business goals and KPIs, map the data flow, prioritise the data use cases, conduct a proof of concept, and monitor and refine the use cases. By following these steps, industrial businesses can harness the power of real-time data and stay ahead of their competition.

Rayven's [IoT platform](https://www.rayven.io/iot-platform) enables you to create a real-time, accurate single source of truth for all your data; gives you all-new ways to visualise and access it; as well as providing you with a set of easy-to-use tools that enable you to build your own [industrial IoT solutions](https://www.rayven.io/industrial-iot-solutions) that improve performance, simply.

[Speak to us today to find out more](https://www.rayven.io/contact).

 

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