---
title: How to Transform Data Management with Generative AI | Rayven
description: Discover how managers can use Rayven's new Generative AI capabilities within their organisations to drive improvement, simply.
image: https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Website%20Images/Rayven%20Blogs%20Images/Data-Management-Blog.jpg
---

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Custom Integrations

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API Endpoints

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Streaming Data

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Unified Data Tables

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Data Management

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Data Transformation

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File Parsing

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AI Models + Training

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Predictive AI / ML

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Rayven MCP

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Dynamic Reports

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Custom Form Builder

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Screen Flows + Hierarchies

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HTML + JavaScript

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QR Code Generator

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Conversational Analytics

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Hosting + Management

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White Labelling

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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)

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Governance + Controls

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Audit Trails + Logs

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Sectors

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[ 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)

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[ 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)

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[![AGRIBUSINESS](https://no-cache.hubspot.com/cta/default/8302174/interactive-212411106062.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIV5Qfl339F6fv59tuQwHXrOiiT5QIsEB1BY1Cc03lMylEK8PWBAo19pw%2BPhd9goRMwEpeYPIKFyLs3tqDCZOMM5dQfuAS3Dj%2Bz7UNex7xj1JTJG1WLRz03nRi1Y9ARHCAeSe%2BD98hTLHnl5fW2ICRNBa0BNhfAVm1QV5rEFYsVr5r7yE91iJRbxM1Tihu3iiMZ8k8ORpSqVg%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=AVxigLJ3wIZqnqbqhq%2BdF90FmYlv8wPAKUeuOLHsn%2BmYJumLnE83Gt%2F2VbO3ssnVi2buPnff67JxasVQAbRVnylk%2F6qNW%2F9JafPo6tVYfpTaJbYQxUb1zBppfbXcc7l1BLMsq3OzTR87Whh3k%2BEAG%2FORCbv5zDSQakOE2%2FO6cpqev8%2Bt%2FO190e5lIacHt9eWdcwXuntil%2FBTlx%2Bi4A%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=AVxigLIJsh6X2JDH0SMWzKlNjSxmPrlpPEF6NSG%2BflHoenXf2A8l7iAujQuwGYfxvSRGpF9qQQCLvvCJ66tJ2rRWv7QVU%2FITT%2FPjJyJkmI4uiG3up7pZPFGqseUeredZA0eGs3OtmC0C1i8WwAzx5nRNLqw2qMdw%2FSonxv9APk7N5LQeLxrVS6iRewgG3pfo22xILMSTxswuDDv4I6VNEGhGT48%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=AVxigLK23so%2FqynDs9P6ncBcqCJBuLPxglgVk02rNu6waz5lqsFXsGNmuBHreGHb9L8K5wfhs5xsjFH92MSIXM267Q7X3sc94%2B4%2F%2BXFxDREfWma5S0wSWcBwBoAQ7I359YJG34MX6RyV08k1hSe4S6mHp2LpDNYiQnR17lPVV97q50faQshNBm0nu8muU858nUlwCx1XCIc0Pd79%2FRXxBis%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=AVxigLLGWtfjwRWM5vUEvh4xlEO3zkb14RjPxCKF6%2Fqe3Xy3yav%2B4tfWGKM7opnplGG8q6D29FJxMMsugZtUDlPERXsOtz6IKRT4hBw0owOQlatAxrwf%2BXEsYVb9pr3bwlBTWfbweKDsbECX%2Bkr5lulumrfQeyDruOewvxL9EXdV2aExMMW7Ac6cyyYGfZ%2BFBCtmxPQWw%2BTSS%2FjhbFpbOD3OzVL1vw%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=AVxigLKRprUnf5GQXXTuD41C7QN12tt8AuH8XraeitReMHmsG3q9HcPBDlXD5e7yk4OpfRn%2FQKjOfSaGEB7YnB8sbSemocfdl7topnNSINIE34lyGkuJKxJsItqOWvfyyqRk0PkZC2KJUubgR4Rv1%2BhO7aT3XuMAeFFSkefDdVYc9R54%2FBoSt2dvrDH5656xWeGlg2lnQEndf5ms4nYCZfgsfVNxSgU%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=AVxigLK74VfgMY5kHShqabDiOve6CyrSHuFvLlur10LEOaSNFqpUsH4oql6s7khs6nz3C8m1DC4W12UbqSePjY9QxC2OsvvMQrp3QrkTjaQHxG3LHggJhOCponS3e1P8G9UoAVZDCj3xT3hC3FNeLNtXh%2Ff9%2B7o5P5SBLKIAggSbMPtWIT9o0MWBWF603xoxSY%2FAXR%2Fmth%2FaCyMfjs4IYv3u0D0%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=AVxigLIF%2FsWfQEkHqBiX%2BsOPiKNPA0IESIJwIK8gG5VWWHUfw8atYc%2Fpvr%2B%2B4Y2XdydbdrscU9McIh%2BlJutJrbHSDsi4xPzmXy6yC%2FphVz5QyotCON8qxR3oWZFFHnrI6mYP85su4kadvHc6Xfq0jirouuXNchLrbaODLtEJlNH3SjhrVZ22uEcvmq0gfSIYvz8%2Boi9kyq1ycLJChMVtM4XGyg%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=AVxigLIJ6ztg17Tuo0%2FDANwMMpi%2Fdhs4R4Cr93p0SfZor%2FiJzC%2F7WHKJ04wbssL94Bo6Fe2H8EJCdNLXs0uuhGIxvYe1wWXxedClmO9vPTmRiVS0W1q9AfHgKFjqVLGnPMN1UprwpM1x%2B3N5Kd1zeqSRmBuoamFKh5uyEevZN1%2Fquqx5cFNToDZmceqKHPcFXAi%2F4bR2CadtLKVRCw1UKdEJL129Zdtko%2Fn6O9%2F2DLCYGQw0pw%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=AVxigLICOwdNVo6mHOEN1NTZGdtqzi%2BI2olX%2F3C9opbQ9KwuGfKKc66Ja7EjOGt5gykEPtZrhkuItnMrNH2L5s5IkGnDlRM%2F7XJImDSieM4saeCjeWzj0JOgp8izWwRs9LZj%2BdR6uKlkXGRIeJIdfiR7PjbN%2B34y8BSdH%2FjvsO0JFXp8T%2FmmikndZPybjeNhTPezXu6iaJTMJ7PLmAhZIQhHhk3e&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=AVxigLJeO9oGw8OBvBpiJmzPowZp7jk3KmZPArMnvevFdw3JsMXr52t%2FtsLOm%2FTBV6SOuBOM2W3H0zHQ58k%2FPJy9wSAV2kQMxRnuaxIVtXUcYL2BclQFwLGMSJstvQ6ye7TV3bl2Q673LbDOphSfr2dF%2BBryDQ4tN1jJzwhdHU2ALLV3Bm4gwHJByUkNI9DHkc1c5OdveZuqjTJTYJDjWNpZmg9uyQ%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=AVxigLIxjRSk7%2B7wqNek7Tbmfb0Qg9TKNTAuTPnJOyvC3InRxxxTooO3v8jhz0BwM1pe5PoqJi5jb3bb%2FCJCPBzKzX%2FZX4hSY7rvjeVUNSO8YKLlESzI7hdDXAYBbQ8TtkD4Dv%2FllgbbSbgqaycKO7M3vtPgJXSW1UXoc8SpMhtqW0F13wQKB1HcjsuW7d%2Boablhh7KCcHyk8Wx%2BTGfYNsdHjyzafZAOhXM%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=AVxigLJrn8Y1%2Fg%2BbwfYLTn2IG8xrF281fhamQ7pgvpXIB480mhkeQ6IoCMu5fbg8%2BxLjuQgIlpJ4Ubm8yqpnCXCZGL16aYJo9%2Ft8M2vRHYdUmJ%2FMMMIyxrX7z6A9CcUFUS3kNvyD5UeHXi2wvJE7VuP4bpHVjsx9jKXVCxdxJw2d7R6vsP94IEEgqCp2ExVrhpjs8ScNY9%2B3qytcdHlT5QkePoM%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=AVxigLIpfFVddepiZ4I0jhkssaaXTnhmy1QuIwFHnkPoAJNYAbTvEKi0dW78%2BI2Z%2B2ZIIlsbL0ixrqNh%2BDyxJQZxgAkiFEOQ5Ysn0ICotRfq6qYSgqWP8TTDhSXeU8O3I2jZycOAtA7wgYHrQzKxae4lKoCJH7S22iyU7YZPQWyVw6KfAyxgxHAa4qATDaIGurNcsjxCgJAtzfQNel0%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=AVxigLL1wxnBlSpX3RDsnJByT0KnR2WcXNImBb4Mvuc5GBGY4djWRysnGMyFTUAzMBNl25OfEgSLu8qTj6rHRNCystAxccWW4PU7NMpOhG3632C78ZcW%2FR2ueP5%2FDP47N%2Fd23FmCng2Awv2UpwafX6ka%2B80DLWSb5zi1fTKFx%2FirshRNZVLqYW6uIWerxBXO4cdomJBYDQ%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=AVxigLK2%2BN8yU5ZsyRvBJFU3kqELRdohFe7SBg%2Fw%2F6eEltFUG49H5eMCjmRaf6fgulFit5q9q8mkC7%2BZjlPH%2FSpKbbGdHVurCby7rI%2Fi0aSPaX9Uhool2RZOBeRKBGWxLSP7BOm7d0mTuQsFsbgjpr%2FlAD53AReB36Gk8fAxQL0wtYwjJBuAnxcz5YwIQQBDRuwJYsnZ&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=AVxigLJVLx6Hb4NAKr%2BeCn%2FX%2F1VJfNq0%2BAFu3EcxZn8tUGRPl8YpaPd3hW%2BEJfEcHpHhKo6X5scRNENKRG3MpWoAWtfOESEWjJIM4CDIx%2F17TaaNJAPqnZwx3lFkn%2BU5M%2BqO419d%2B5kUFYarz9ZmEqyIpEBXlmbEjA15L%2FCGl7yYzYAa4fMEE0ajk8RUh7fDd2pUU5oYF%2BRIFUQAFg%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=AVxigLK987oG6w9pGVTtqV5BA7sd%2FegovuuEryJ2QzeKWPtxaZpNu8YedjK1k1cu2odh4rmKWd8odWdJwP1qWo6aEphQWG%2Bpc%2FN0aSBy4ojj4O7ZDAlUgEBDq6EVRXmIQGKst0i7QReylrg6659PhtFKwrpzDHYsSN4QZW9rHy%2Byt8UHPgkn9M389uIopdyhaU8FKRtAxRfJPKdO607g80GrfaZmlKIks0E%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=AVxigLJzUsvo4HxHdFi30ef5SePA55hBo%2Bwqd6ryZ4q8WsFrIJBork7O9ybXl%2Fg4gc4nn0Iyn9C5HhalSeRQTCyFsnLOIUzDHxdL58%2BYEUrFU3IYGDAoy%2BS1BHjFM3tzTiOcWdEanfStTrb9vQHDe5A3AWbqMchcgxueNwi6mU8AQhioNZPSpq5f8vRfEA5E4D5SLJc6eZDXklvFjL6HzIRY98VNnpV2UdhweCg%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=AVxigLLOfDbkhB1Kx%2FOq0ck9zarezzIE5csEJCgiPzFOKRDAvvqwJnMuB8RtsApBzGhdmRoEust9uOwgfzesvR1ifW02chHfRauKt2Nhs6ZRNi9DbVtTwFik6kv1%2F5blL3zX7bTVQ8uHNxSgTYJ1k44VBrvgUvjEVPalcARKqyHHkL6NIc0b4tYlCGOqMMpb3IcxSN54W6zlBlMgXhzj3M6%2FkF0gzdBgM%2FE%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=AVxigLJVLx6Hb4NAKr%2BeCn%2FX%2F1VJfNq0%2BAFu3EcxZn8tUGRPl8YpaPd3hW%2BEJfEcHpHhKo6X5scRNENKRG3MpWoAWtfOESEWjJIM4CDIx%2F17TaaNJAPqnZwx3lFkn%2BU5M%2BqO419d%2B5kUFYarz9ZmEqyIpEBXlmbEjA15L%2FCGl7yYzYAa4fMEE0ajk8RUh7fDd2pUU5oYF%2BRIFUQAFg%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=AVxigLLneGr6j5nXyU7BXTkgNb1We3W9SfMcxe6YfqyHEzV7G%2BWK34uUwnk8HjDyp6XwUw8bk9pNFRyFUsTJ02%2BN9nYNsmtta7Dr1KtEj%2BN9mUvUWsuasFonfd6olL1lSfrQeTSjvVQmkBAy%2FYSgeUp2VnNl%2BdsEOBHjawc97hWDF%2FksG0ISHxUmSEak%2BYYrwgzWNZ3bPrnaqxxGF4j83j0%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=AVxigLLhcpsNKQqYzmauWlzE95gaXp3FqRaUSmDfA0xK7kWEycFsfwrDvYlmhd5mvAKkbyXCZiEFUUInRygpW8GG54sjNok7XInlyVw5fvVFhVzQ%2BShXS1wa%2B63U8HiG3UKJ%2ByjlzyatBSJ8g5bArZjnXiZ8xT0gGrUO25sFUPBQHEI2SQ%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=AVxigLItj1ikJRgBezrsSlZg2KQpKWPra8rysq8C92PAfMQdahSJADT3V4U1mUcOF8ObEumEv2cpbYdIgx6epluVt387TeneIVvFImwi%2B3kwVfS32jmevlsc8fSqfrzc5TIvy6G8XuaciJ6wRktjUkzPqsJv%2FA6PgUgnl3pJpKpXznabywZ0dlfFPbT3sOoxag%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=AVxigLIVqFfubQNAI8DP1KsPr%2F5Rd7fABlbuiFoRY88%2FfTr5TSXawarOdP2R0T%2F63KCer0V9wq4pU%2FZmvklKbihZRZEVTMX6I5CUWYx3sQTCbMB0CeKTFMPkdTruGmq24L6wLLETZjbjRIuV0nOczN2uE1htn1xFbPbtmTOhM6ZI&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=AVxigLISIVermu1CncZXknCuDl%2B39ERcHg6kbJp5NXv%2Bi%2FYkwdnUbhANYXrrsgR%2B%2FxLhO3Um%2F%2FowevWh1Dimt8xSIkZtGyEuoZLcCvz3U7nZnS%2BvVwb%2FTiEUNd1ShEPiNc0vu8K6mbDJqR092KeIhfy0w270Q%2FnMYlByam5UwJKRq0%2FcyIr0rrCXz7G7dA%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=AVxigLIuYYm8akUEXhV7SxRi3bVdWOvLL3lmhTDUvmotsIR5yhwRwRq2%2B0D6LZnjutW9c3Twej4BUF0NnMiSyGge%2By%2FGgaAiS84KzCFHKS2cr0Ao8c4z8Dn0EcePj6u8E5t4W8BpDqhH%2FZsLL0FqMvwRMLHPmzJb%2BO622Rqd5%2B1j1beFcmn1z0bdGKaGU5ZDjsWmGMBUfn0xXA%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=AVxigLJrWoTxNpEudJnfqXNp2DPzCcZ4WwtlghEvBITO91jh6uVYHVK82Be%2BCWKH9ZVdveUd8T%2BWSPzwTrc4ALyRV7sTLuCpNfCls%2FGBSylMMuPbox5dqnMWk22nxR%2Fs3b9rPpJUjWHccQ8L7%2Bqulv9z%2BvpwvCeOEVi8ryk7niiqPnLGNmIM8W6Ep9EUGw%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=AVxigLLQ0rIGTcYDyTESUzuzLVGxYaCMG8Gde0dn8nPzWDz%2BHhJ3%2FS6fhe3kgwgzhWlXzySvs%2BqtbtryiUmVo66xid2UvXHG7Fqv5bRK5NqlWNbvl0YCBRBohmN344TpwBODh5D1htE4Nu%2BmfRrd%2Bzyn7yaIm0665Dz1DFsTfyuBmZnH&webInteractiveContentId=185823046841&portalId=8302174)

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Overview

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We Partner With

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

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

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

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

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

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Library

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[ 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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[![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=AVxigLIAb6gSyRkSfhruKiSaAt3vZ8HIoiAPcMBgbpazT7b%2BKcMPSAmMgrk0x0QDjV%2FbbIeUCs5LiTpoSlmmo3%2FooR%2BkoCtNzdrsonjtl4Re7df1rxh8uUWJMqZ0h4pkhCEycNQflskAWnkdK3b6HhKuEL6U0B%2Fm9coLyAagxOKSa%2BnVMppt55d8z5nx1CT37s9zPA%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=AVxigLI8LyqTzO%2FXSAk0F8OHCWcYJ8wEtTAlXMe7r%2BNdnjEE8kL3JYKISWgXAw%2BBaXKUzmHTprr8wdXYQv%2BuSEF%2FZv9F%2FPj6Jgp3PoupqXoFE5BAypIKZo36%2FNHq8lGkh0QXiz8FIA%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=AVxigLI8LyqTzO%2FXSAk0F8OHCWcYJ8wEtTAlXMe7r%2BNdnjEE8kL3JYKISWgXAw%2BBaXKUzmHTprr8wdXYQv%2BuSEF%2FZv9F%2FPj6Jgp3PoupqXoFE5BAypIKZo36%2FNHq8lGkh0QXiz8FIA%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=AVxigLKLo10kaJsxXYHGxNAJ99i5lVY00y9F018ddYKQVN6VtSzGoX7JYYE9PzPX3%2Bl4tvgjITfUEAqg6rtBjGz21HlITtJ8c2GbIPpnJebWNfNfHhsz3BEN%2FEOEsbLEprBWnAbuV4Yl92QATmrO%2FJ7JbVj7mir0hWoeA8Z6YikpRaocU%2FqZNcfVGgf4tA0mWXpc6TuBCArWQ0MhqLD3%2B2pXkw%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=AVxigLIV5Qfl339F6fv59tuQwHXrOiiT5QIsEB1BY1Cc03lMylEK8PWBAo19pw%2BPhd9goRMwEpeYPIKFyLs3tqDCZOMM5dQfuAS3Dj%2Bz7UNex7xj1JTJG1WLRz03nRi1Y9ARHCAeSe%2BD98hTLHnl5fW2ICRNBa0BNhfAVm1QV5rEFYsVr5r7yE91iJRbxM1Tihu3iiMZ8k8ORpSqVg%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=AVxigLJ3wIZqnqbqhq%2BdF90FmYlv8wPAKUeuOLHsn%2BmYJumLnE83Gt%2F2VbO3ssnVi2buPnff67JxasVQAbRVnylk%2F6qNW%2F9JafPo6tVYfpTaJbYQxUb1zBppfbXcc7l1BLMsq3OzTR87Whh3k%2BEAG%2FORCbv5zDSQakOE2%2FO6cpqev8%2Bt%2FO190e5lIacHt9eWdcwXuntil%2FBTlx%2Bi4A%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=AVxigLIJsh6X2JDH0SMWzKlNjSxmPrlpPEF6NSG%2BflHoenXf2A8l7iAujQuwGYfxvSRGpF9qQQCLvvCJ66tJ2rRWv7QVU%2FITT%2FPjJyJkmI4uiG3up7pZPFGqseUeredZA0eGs3OtmC0C1i8WwAzx5nRNLqw2qMdw%2FSonxv9APk7N5LQeLxrVS6iRewgG3pfo22xILMSTxswuDDv4I6VNEGhGT48%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=AVxigLK23so%2FqynDs9P6ncBcqCJBuLPxglgVk02rNu6waz5lqsFXsGNmuBHreGHb9L8K5wfhs5xsjFH92MSIXM267Q7X3sc94%2B4%2F%2BXFxDREfWma5S0wSWcBwBoAQ7I359YJG34MX6RyV08k1hSe4S6mHp2LpDNYiQnR17lPVV97q50faQshNBm0nu8muU858nUlwCx1XCIc0Pd79%2FRXxBis%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=AVxigLLGWtfjwRWM5vUEvh4xlEO3zkb14RjPxCKF6%2Fqe3Xy3yav%2B4tfWGKM7opnplGG8q6D29FJxMMsugZtUDlPERXsOtz6IKRT4hBw0owOQlatAxrwf%2BXEsYVb9pr3bwlBTWfbweKDsbECX%2Bkr5lulumrfQeyDruOewvxL9EXdV2aExMMW7Ac6cyyYGfZ%2BFBCtmxPQWw%2BTSS%2FjhbFpbOD3OzVL1vw%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=AVxigLKRprUnf5GQXXTuD41C7QN12tt8AuH8XraeitReMHmsG3q9HcPBDlXD5e7yk4OpfRn%2FQKjOfSaGEB7YnB8sbSemocfdl7topnNSINIE34lyGkuJKxJsItqOWvfyyqRk0PkZC2KJUubgR4Rv1%2BhO7aT3XuMAeFFSkefDdVYc9R54%2FBoSt2dvrDH5656xWeGlg2lnQEndf5ms4nYCZfgsfVNxSgU%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=AVxigLK74VfgMY5kHShqabDiOve6CyrSHuFvLlur10LEOaSNFqpUsH4oql6s7khs6nz3C8m1DC4W12UbqSePjY9QxC2OsvvMQrp3QrkTjaQHxG3LHggJhOCponS3e1P8G9UoAVZDCj3xT3hC3FNeLNtXh%2Ff9%2B7o5P5SBLKIAggSbMPtWIT9o0MWBWF603xoxSY%2FAXR%2Fmth%2FaCyMfjs4IYv3u0D0%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=AVxigLIF%2FsWfQEkHqBiX%2BsOPiKNPA0IESIJwIK8gG5VWWHUfw8atYc%2Fpvr%2B%2B4Y2XdydbdrscU9McIh%2BlJutJrbHSDsi4xPzmXy6yC%2FphVz5QyotCON8qxR3oWZFFHnrI6mYP85su4kadvHc6Xfq0jirouuXNchLrbaODLtEJlNH3SjhrVZ22uEcvmq0gfSIYvz8%2Boi9kyq1ycLJChMVtM4XGyg%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=AVxigLIJ6ztg17Tuo0%2FDANwMMpi%2Fdhs4R4Cr93p0SfZor%2FiJzC%2F7WHKJ04wbssL94Bo6Fe2H8EJCdNLXs0uuhGIxvYe1wWXxedClmO9vPTmRiVS0W1q9AfHgKFjqVLGnPMN1UprwpM1x%2B3N5Kd1zeqSRmBuoamFKh5uyEevZN1%2Fquqx5cFNToDZmceqKHPcFXAi%2F4bR2CadtLKVRCw1UKdEJL129Zdtko%2Fn6O9%2F2DLCYGQw0pw%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=AVxigLICOwdNVo6mHOEN1NTZGdtqzi%2BI2olX%2F3C9opbQ9KwuGfKKc66Ja7EjOGt5gykEPtZrhkuItnMrNH2L5s5IkGnDlRM%2F7XJImDSieM4saeCjeWzj0JOgp8izWwRs9LZj%2BdR6uKlkXGRIeJIdfiR7PjbN%2B34y8BSdH%2FjvsO0JFXp8T%2FmmikndZPybjeNhTPezXu6iaJTMJ7PLmAhZIQhHhk3e&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=AVxigLJeO9oGw8OBvBpiJmzPowZp7jk3KmZPArMnvevFdw3JsMXr52t%2FtsLOm%2FTBV6SOuBOM2W3H0zHQ58k%2FPJy9wSAV2kQMxRnuaxIVtXUcYL2BclQFwLGMSJstvQ6ye7TV3bl2Q673LbDOphSfr2dF%2BBryDQ4tN1jJzwhdHU2ALLV3Bm4gwHJByUkNI9DHkc1c5OdveZuqjTJTYJDjWNpZmg9uyQ%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=AVxigLIxjRSk7%2B7wqNek7Tbmfb0Qg9TKNTAuTPnJOyvC3InRxxxTooO3v8jhz0BwM1pe5PoqJi5jb3bb%2FCJCPBzKzX%2FZX4hSY7rvjeVUNSO8YKLlESzI7hdDXAYBbQ8TtkD4Dv%2FllgbbSbgqaycKO7M3vtPgJXSW1UXoc8SpMhtqW0F13wQKB1HcjsuW7d%2Boablhh7KCcHyk8Wx%2BTGfYNsdHjyzafZAOhXM%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=AVxigLJrn8Y1%2Fg%2BbwfYLTn2IG8xrF281fhamQ7pgvpXIB480mhkeQ6IoCMu5fbg8%2BxLjuQgIlpJ4Ubm8yqpnCXCZGL16aYJo9%2Ft8M2vRHYdUmJ%2FMMMIyxrX7z6A9CcUFUS3kNvyD5UeHXi2wvJE7VuP4bpHVjsx9jKXVCxdxJw2d7R6vsP94IEEgqCp2ExVrhpjs8ScNY9%2B3qytcdHlT5QkePoM%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=AVxigLIpfFVddepiZ4I0jhkssaaXTnhmy1QuIwFHnkPoAJNYAbTvEKi0dW78%2BI2Z%2B2ZIIlsbL0ixrqNh%2BDyxJQZxgAkiFEOQ5Ysn0ICotRfq6qYSgqWP8TTDhSXeU8O3I2jZycOAtA7wgYHrQzKxae4lKoCJH7S22iyU7YZPQWyVw6KfAyxgxHAa4qATDaIGurNcsjxCgJAtzfQNel0%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=AVxigLL1wxnBlSpX3RDsnJByT0KnR2WcXNImBb4Mvuc5GBGY4djWRysnGMyFTUAzMBNl25OfEgSLu8qTj6rHRNCystAxccWW4PU7NMpOhG3632C78ZcW%2FR2ueP5%2FDP47N%2Fd23FmCng2Awv2UpwafX6ka%2B80DLWSb5zi1fTKFx%2FirshRNZVLqYW6uIWerxBXO4cdomJBYDQ%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=AVxigLK2%2BN8yU5ZsyRvBJFU3kqELRdohFe7SBg%2Fw%2F6eEltFUG49H5eMCjmRaf6fgulFit5q9q8mkC7%2BZjlPH%2FSpKbbGdHVurCby7rI%2Fi0aSPaX9Uhool2RZOBeRKBGWxLSP7BOm7d0mTuQsFsbgjpr%2FlAD53AReB36Gk8fAxQL0wtYwjJBuAnxcz5YwIQQBDRuwJYsnZ&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=AVxigLJVLx6Hb4NAKr%2BeCn%2FX%2F1VJfNq0%2BAFu3EcxZn8tUGRPl8YpaPd3hW%2BEJfEcHpHhKo6X5scRNENKRG3MpWoAWtfOESEWjJIM4CDIx%2F17TaaNJAPqnZwx3lFkn%2BU5M%2BqO419d%2B5kUFYarz9ZmEqyIpEBXlmbEjA15L%2FCGl7yYzYAa4fMEE0ajk8RUh7fDd2pUU5oYF%2BRIFUQAFg%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=AVxigLK987oG6w9pGVTtqV5BA7sd%2FegovuuEryJ2QzeKWPtxaZpNu8YedjK1k1cu2odh4rmKWd8odWdJwP1qWo6aEphQWG%2Bpc%2FN0aSBy4ojj4O7ZDAlUgEBDq6EVRXmIQGKst0i7QReylrg6659PhtFKwrpzDHYsSN4QZW9rHy%2Byt8UHPgkn9M389uIopdyhaU8FKRtAxRfJPKdO607g80GrfaZmlKIks0E%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=AVxigLJzUsvo4HxHdFi30ef5SePA55hBo%2Bwqd6ryZ4q8WsFrIJBork7O9ybXl%2Fg4gc4nn0Iyn9C5HhalSeRQTCyFsnLOIUzDHxdL58%2BYEUrFU3IYGDAoy%2BS1BHjFM3tzTiOcWdEanfStTrb9vQHDe5A3AWbqMchcgxueNwi6mU8AQhioNZPSpq5f8vRfEA5E4D5SLJc6eZDXklvFjL6HzIRY98VNnpV2UdhweCg%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=AVxigLLOfDbkhB1Kx%2FOq0ck9zarezzIE5csEJCgiPzFOKRDAvvqwJnMuB8RtsApBzGhdmRoEust9uOwgfzesvR1ifW02chHfRauKt2Nhs6ZRNi9DbVtTwFik6kv1%2F5blL3zX7bTVQ8uHNxSgTYJ1k44VBrvgUvjEVPalcARKqyHHkL6NIc0b4tYlCGOqMMpb3IcxSN54W6zlBlMgXhzj3M6%2FkF0gzdBgM%2FE%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=AVxigLJVLx6Hb4NAKr%2BeCn%2FX%2F1VJfNq0%2BAFu3EcxZn8tUGRPl8YpaPd3hW%2BEJfEcHpHhKo6X5scRNENKRG3MpWoAWtfOESEWjJIM4CDIx%2F17TaaNJAPqnZwx3lFkn%2BU5M%2BqO419d%2B5kUFYarz9ZmEqyIpEBXlmbEjA15L%2FCGl7yYzYAa4fMEE0ajk8RUh7fDd2pUU5oYF%2BRIFUQAFg%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=AVxigLLneGr6j5nXyU7BXTkgNb1We3W9SfMcxe6YfqyHEzV7G%2BWK34uUwnk8HjDyp6XwUw8bk9pNFRyFUsTJ02%2BN9nYNsmtta7Dr1KtEj%2BN9mUvUWsuasFonfd6olL1lSfrQeTSjvVQmkBAy%2FYSgeUp2VnNl%2BdsEOBHjawc97hWDF%2FksG0ISHxUmSEak%2BYYrwgzWNZ3bPrnaqxxGF4j83j0%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=AVxigLLhcpsNKQqYzmauWlzE95gaXp3FqRaUSmDfA0xK7kWEycFsfwrDvYlmhd5mvAKkbyXCZiEFUUInRygpW8GG54sjNok7XInlyVw5fvVFhVzQ%2BShXS1wa%2B63U8HiG3UKJ%2ByjlzyatBSJ8g5bArZjnXiZ8xT0gGrUO25sFUPBQHEI2SQ%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=AVxigLItj1ikJRgBezrsSlZg2KQpKWPra8rysq8C92PAfMQdahSJADT3V4U1mUcOF8ObEumEv2cpbYdIgx6epluVt387TeneIVvFImwi%2B3kwVfS32jmevlsc8fSqfrzc5TIvy6G8XuaciJ6wRktjUkzPqsJv%2FA6PgUgnl3pJpKpXznabywZ0dlfFPbT3sOoxag%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=AVxigLIVqFfubQNAI8DP1KsPr%2F5Rd7fABlbuiFoRY88%2FfTr5TSXawarOdP2R0T%2F63KCer0V9wq4pU%2FZmvklKbihZRZEVTMX6I5CUWYx3sQTCbMB0CeKTFMPkdTruGmq24L6wLLETZjbjRIuV0nOczN2uE1htn1xFbPbtmTOhM6ZI&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=AVxigLISIVermu1CncZXknCuDl%2B39ERcHg6kbJp5NXv%2Bi%2FYkwdnUbhANYXrrsgR%2B%2FxLhO3Um%2F%2FowevWh1Dimt8xSIkZtGyEuoZLcCvz3U7nZnS%2BvVwb%2FTiEUNd1ShEPiNc0vu8K6mbDJqR092KeIhfy0w270Q%2FnMYlByam5UwJKRq0%2FcyIr0rrCXz7G7dA%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=AVxigLIuYYm8akUEXhV7SxRi3bVdWOvLL3lmhTDUvmotsIR5yhwRwRq2%2B0D6LZnjutW9c3Twej4BUF0NnMiSyGge%2By%2FGgaAiS84KzCFHKS2cr0Ao8c4z8Dn0EcePj6u8E5t4W8BpDqhH%2FZsLL0FqMvwRMLHPmzJb%2BO622Rqd5%2B1j1beFcmn1z0bdGKaGU5ZDjsWmGMBUfn0xXA%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=AVxigLJrWoTxNpEudJnfqXNp2DPzCcZ4WwtlghEvBITO91jh6uVYHVK82Be%2BCWKH9ZVdveUd8T%2BWSPzwTrc4ALyRV7sTLuCpNfCls%2FGBSylMMuPbox5dqnMWk22nxR%2Fs3b9rPpJUjWHccQ8L7%2Bqulv9z%2BvpwvCeOEVi8ryk7niiqPnLGNmIM8W6Ep9EUGw%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=AVxigLLQ0rIGTcYDyTESUzuzLVGxYaCMG8Gde0dn8nPzWDz%2BHhJ3%2FS6fhe3kgwgzhWlXzySvs%2BqtbtryiUmVo66xid2UvXHG7Fqv5bRK5NqlWNbvl0YCBRBohmN344TpwBODh5D1htE4Nu%2BmfRrd%2Bzyn7yaIm0665Dz1DFsTfyuBmZnH&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=AVxigLLQ0rIGTcYDyTESUzuzLVGxYaCMG8Gde0dn8nPzWDz%2BHhJ3%2FS6fhe3kgwgzhWlXzySvs%2BqtbtryiUmVo66xid2UvXHG7Fqv5bRK5NqlWNbvl0YCBRBohmN344TpwBODh5D1htE4Nu%2BmfRrd%2Bzyn7yaIm0665Dz1DFsTfyuBmZnH&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=AVxigLLQ0rIGTcYDyTESUzuzLVGxYaCMG8Gde0dn8nPzWDz%2BHhJ3%2FS6fhe3kgwgzhWlXzySvs%2BqtbtryiUmVo66xid2UvXHG7Fqv5bRK5NqlWNbvl0YCBRBohmN344TpwBODh5D1htE4Nu%2BmfRrd%2Bzyn7yaIm0665Dz1DFsTfyuBmZnH&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=AVxigLLQ0rIGTcYDyTESUzuzLVGxYaCMG8Gde0dn8nPzWDz%2BHhJ3%2FS6fhe3kgwgzhWlXzySvs%2BqtbtryiUmVo66xid2UvXHG7Fqv5bRK5NqlWNbvl0YCBRBohmN344TpwBODh5D1htE4Nu%2BmfRrd%2Bzyn7yaIm0665Dz1DFsTfyuBmZnH&webInteractiveContentId=185823046841&portalId=8302174)

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

**

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Blogs

# Transforming Data Management using GenAI

 Jared Oken, 22 March 2024

How to Transform Data Management with Generative AI | Rayven

7:36

The ability to access, interpret, and act on operational data in real-time is crucial for businesses if they're to maintain a competitive advantage now and, increasingly, in the future.

Therefore our development of a state-of-the-art[ Generative AI](https://www.rayven.io/iot-platform/generative-ai) module for our [all-in-one platform](https://www.rayven.io/rayven-platform)<https://www.rayven.io/rayven-platform> is a gamechanger. It enables application users to engage with real-time, historical and contextual data using natural language via custom GPTs trained to their business and its technologies, processes, and machinery; speeding decision-making and uncovering all-new optimisations and insights that humans simply couldn't, fast.

## Why is Generative AI a gamechanger for businesses?

Traditionally, accessing and analysing operational data required specialised knowledge of data querying languages and analytics platforms. This complexity often created bottlenecks in decision-making processes, as managers had to rely on data scientists or IT professionals to extract insights. Our [Rayven platform's](https://www.rayven.io/rayven-full-stack-platform) inbuilt Generative AI capabilities changes this paradigm by allowing managers and people in the field to query operational data using plain language, significantly reducing the barrier to accessing real-time insights.

[Generative AI](https://www.rayven.io/iot-platform/generative-ai) LLMs (Large Language Model) can be trained on vast amounts of industry- and business-specific data, enabling it to understand and process natural language queries with full operational context. So, when a someone asks a question or requests a report, the LLM interprets the query, accesses the relevant operational data, and presents the information in an easily understandable format. This process enables a conversational interface (GPT) with operational data, where users can ask follow-up questions, refine their queries, ask for suggested optimisations, and make informed decisions in the moment.

### The benefits to operations of employing real-time Generative AI in applications:

- **Real-time decision-making: **Immediate access to operational data allows people to make informed decisions quickly, responding to changes in the operational environment with agility.
- **Increased accessibility: **By eliminating the need for specialised knowledge in data querying and analysis, the LLM opens up data-driven decision-making to a broader range of staff, democratising data access.
- **Enhanced productivity: **Conversational access to data reduces the time spent on data extraction and analysis, allowing managers and their teams to focus on strategic actions rather than data processing.
- **Improved accuracy: **The LLM's ability to interpret natural language reduces the risk of errors associated with manual data querying, leading to more accurate insights and forecasts.
- **New optimisations: **The LLM can utilise vast data sets, external knowledge, and Deep Learning to uncover optimisations and inefficiencies that aren't readily surfaceable.
- **Scalability:** As the business grows and generates more data, Rayven's LLM can scale accordingly, maintaining its efficiency and accuracy without the need for additional resources.

### AI-driven recommendations for enhanced performance.

One of the most impactful features of [Rayven's](https://www.rayven.io/) new Generative AI capabilities is that it's not only able interpret and present data, but also to provide actionable recommendations to managers at the start of a shift.

Leveraging the insights gleaned from previous shifts' performance data, Rayven applications with [Generative AI](https://www.rayven.io/iot-platform/generative-ai) functionality built-in can proactively suggest adjustments or improvements that could be made to enhance productivity, safety, or efficiency for the upcoming shift. This could range from recommending changes in team allocation, adjusting process workflows, to highlighting potential bottlenecks or safety concerns that need immediate attention. Such predictive and prescriptive capabilities enable managers to not just react to operational realities but to anticipate and mitigate challenges before they impact performance.

By starting each shift with tailored recommendations, managers can also make informed decisions that directly contribute to the continuous improvement of operational outcomes, driving forward not only the performance of individual shifts but also the long-term success of the organisation. This proactive approach facilitates a culture of constant improvement and innovation, where data-driven strategies lead to tangible improvements in operational efficiency and effectiveness, as well as self-optimising process loops.

### Generative AI a implementation considerations:

- **Ease-of-use:** Rayven has meticulously designed its platform to ensure that the implementation of Generative AI into an organisation's operations is straightforward and accessible. Industry experts with no technical background can easily integrate this system with existing data infrastructure, thanks to intuitive, easy-to-use tools that deliver total interoperability via [custom integrations](https://www.rayven.io/custom-integrations). This approach ensures that the focus remains on leveraging the AI's capabilities rather than navigating technical complexities.
- **Self-service configuration: **The platform is equipped with a suite of user-friendly configuration tools that empower any non-technical staff to customise the AI's operations to their specific needs using drag-and-drop. This self-service model ensures that experts in the field can tailor the system's functionalities without needing specialised IT support, making the setup process not only efficient but also highly adaptable to different operational contexts.
- **Automated technical management:** Behind the scenes, Rayven takes care of the 'smart technical stuff', ensuring that the LLM's integration and ongoing operation are seamless and require minimal intervention. This includes automatic updates, data security, and performance optimisation, allowing industry professionals to focus on deriving value from their operational data without worrying about the underlying technology.
- **Guided onboarding + support:** Despite the ease of setup, Rayven provides comprehensive onboarding and continuous support to ensure that users can maximise the platform's potential. This includes educational resources, tutorials, and customer service, designed to enhance the user experience and ensure that every organisation can leverage the full power of [Generative AI](https://www.rayven.io/iot-platform/generative-ai) from day one.
- **Data privacy + security:** Rayven ensures that all interactions with the LLM are compliant with the latest data protection regulations in your country/region. The platform incorporates robust security measures to safeguard sensitive operational data, providing peace of mind for users as they interact with the system.

Rayven's development of a conversational interface for real-time operational data through its advanced [Generative AI](https://www.rayven.io/iot-platform/generative-ai) capabilities is a significant innovation in real-time data management in industry. By enabling people to interact with real-time operational data through natural language, organisations can enjoy enhanced decision-making capabilities, increased efficiency, and greater accessibility to data insights.

As businesses continue to navigate the complexities of the digital landscape, adopting technologies like Rayven's [Generative AI](https://www.rayven.io/iot-platform/generative-ai) can provide a critical competitive edge.

[Speak to us today ](https://www.rayven.io/contact)to find out more and discover how you can use it for you business, fast and affordably.

#### Tags

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

#### Author

Jared Oken

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### Explore further related content:

<https://www.rayven.io/blog/why-langchain-users-need-rayven>

Blogs

## [Why LangChain users need the Rayven Platform](https://www.rayven.io/blog/why-langchain-users-need-rayven)

 In the landscape of Generative AI development, orchestrating Large Language Models (LLMs) efficiently and integrating quality, up-to-date data sources is paramount in...[Read More](https://www.rayven.io/blog/why-langchain-users-need-rayven)

<https://www.rayven.io/blog/why-rayven-the-pitch>

Blogs

## [Why Rayven? The pitch.](https://www.rayven.io/blog/why-rayven-the-pitch)

 For many companies, off-the-self software doesn't always fit, SaaS and other technology costs are spiralling, and data sets are a long-way from united and...[Read More](https://www.rayven.io/blog/why-rayven-the-pitch)

<https://www.rayven.io/blog/different-roles-use-generative-ai-rayven>

Blogs

## [How Different Teams Use Rayven To Thrive](https://www.rayven.io/blog/different-roles-use-generative-ai-rayven)

 There's already huge potential for industrial Generative AI use across many facets of industrial operations; assisting you to open new avenues for efficiency,...[Read More](https://www.rayven.io/blog/different-roles-use-generative-ai-rayven)

## See Rayven in action

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

<https://www.rayven.io>

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