---
title: What is an AI data fabric?
description: An AI data fabric is a connected, real-time, unified data layer that lets AI use data from across an organisation without weeks of preparation.
image: https://www.rayven.io/hubfs/agent-fleet/blog-heroes/what-is-ai-data-fabric-hero.jpg
---

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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=AVxigLL9jYDa3%2BLJ9cbrrpGG39cWL2kkXaMQj4IoaCYRomxMtj2peHXpPN%2FQdF8pAQZ1UJ%2B6eSlyLdmL8mBPKJT4nEAMOw7CB%2Fr1n0xVMhCAgPmrYGcAqCer%2Bbfnqwd50R0dMkGhcgyaetUL5Ygk%2BOfEL1yXWlSwdad36k1wlfXhtK1Zz7GITsLRRyAnZxXCyEvKNWKW2U6RjWNtrA%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=AVxigLLPqBYg9hXKdZ2XeVDXKoPKyaORpFCT8aB%2FtPiUEUSd7dsdrr7GKx5KRvHkc6Ij3t8sMCP7BKAOGFm8CmykxVPZbqllNl%2Bz6PjOPjg8ekoaQAi5e6X6IPmmn0lEAeNNhLDMHEoJNLzp6HYZpaTvLq7zkDB6dvMl3Spe4QtP5uZFm0UDFw4S02LGjlJL1Wfxb0QnEYUck4lhBA%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=AVxigLImkwq8b5ukdLLNJGmu12odJ9CcavAVxflqgRBldd%2BKXn1njkyj5KBDq6ZRxC6HSr24FFOH0HkWRwaLBTGAAH%2FPXmaQ6naNParLJusIr2BZSQMYbcHamChMq2w%2BXf2AZe9NysFOE%2FSMEe%2FzQO2lOLWOL8rhGnMNLS4LlwRX0V%2BKLBZ6QoaRu%2BXgHaVZLe1oxyJzwMu%2B0nC94DFyE8Z6X9U%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=AVxigLLdloG3uhocBCOT7zEd9t9KItFfkaMXXL9RFx%2BxHoHlMnJVZYnKfkFaPXJPMtLjmiVkjYruYDupmXrC1cob4soKxS24425sMdJqCavekjokFUsMtRT7CMRHuR5L8zDO%2B2EpMugzEQyHMeu1ijPolBUaoR6HSXowYL7o8wfBx2InYvGGJsIHZ5Ei4ZP5CT6Gwwf5WGoUaKQiUP%2BAVfg%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=AVxigLKFp9t8%2BvNT0v%2BPz36fJQSz1vxvZ9juKmxj95xmDvulX3AQwf9d9cI1Fhg7bi7OkvyOrmWuQv%2BGmjkfYsShf%2Fs0XwC0ywkB%2BlyG%2BZZxoHxo3AT1eZ0xwcAvcDIRSl%2FJAZIwu6FXFhbnElvA1BDyb2DxHxe03KtYL3l9x7F3DmGuniy7C2R3iKmonXVRS0Tan9aRzv8fMGNr%2FldaXHZ0SgxlQA%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=AVxigLLtVu%2F1pnFdI47kOpQgfAxBsBIxIsfcNF3Oa6A61vE%2BOTIa%2BHn%2FGoTMFKpLtsMMdYuy1BUtjqtvVivszeTovbpUnUElSh6oVknmJf9urhY0Ne2hu2XWNfTFY5ORQS%2Bqr0m80sqR4MXxDoal3E53GSkcZfEK8tI8dHRWTOXNqixyVEbtrIXaq7IV6ap6D%2FtXf8twuz6V%2FfQH8MuS2r5n9koUvRI%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=AVxigLL7VZHAgnuuLB0LPKQwJhRm9SP%2FPogCpI%2BE5bfwkrqmlw%2FKKE8SjNhK%2BivoUdNYE2MwGrxjutaAvODFMjU7PofoPQ8t4WemU97stDbQUJHbabImMmCevXgqk%2FFr%2Fsa2N3hlU68knaNOTLgPT0iXmstoDKWyp9ZFaiX8KDuT4QcC5h37DKXJ50ox6gB7jgc1yhY14Oi4Iej7aF6DGRBST8E%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=AVxigLJkPeisS8Wtp0%2F6Kk3YEKIfmO7lKuhHFlZD7sT6%2F3oOU69rI4oJLY0%2FSUZDL97Ktx3NS8YpAJRXE9wugd%2B6eZwjjGGnAlfiwrUKSPhP58kYJbB9qbwt97gh66q3liYBc2%2FpVUqLNgrewAxNvQvfWvilOa%2Fta7lN6AZmSyI%2B2rrbLPGYVknTZMwfKu%2FUK1ASC%2B%2FkGtBE9aVGXq9BXshNLA%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=AVxigLKAemmGq8Rity77Rlg6qpD2y1duTZn6PbHFKv41ZNyS1jTk8otvWklpT3rC%2BVSq4%2FPfXk1SHsL8QJ9ycdfrfioAzU%2BCY8tgGbUf16fXtghbewp4pv9BWwut8pRcAskbgRA3evL6eZvyhVS%2F77XjdSPw5ouuiDAz4SfG%2BCR190OaRiriG1hEZ5E2spb8cOv4JqG3umNJhE%2F8HhzE8M26SttjZrhIfdcDQuS6vvXW3j5h%2Bg%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=AVxigLJlpf2DIiHMHL6KCXuebQEI0uhw0yHXXOZ8lktz0KXaF52ZtyGs0QnWTWTSgUfML73UpVl%2Bc2ECti2Oq47TrVU%2BFkvYWG6UOVsI1M3lsBr6%2FPHJhgI9goRVaketXhwXmYZuANwxgGOyhOaA141yKvFwwSzPCoVbTD1BaFnlg1ebTK2sNH%2BJoo7%2FWtFw9I8bRrV%2BhT9ik%2FNE22o6m2v3IVH9&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=AVxigLKv%2FYzYLDJ6Oib3qUBxsTsJ1yW5fHGcb95QjcmsI44FJ6JaRxgJ8v5hIzytfdi3C8QiWMjwSn4ZQl8D9KXjQkr1elhGZdtGmo7Vzc%2FSPNdluShzj5Vyf%2BB1%2B1UKZZIAUNUHOjY3%2Bjjl9l95XojO0baNI%2Bj8S864J%2FQ%2BxBt0GjU1AKYNFmL32KHPhXDXFqApMjxa5RH7V30y01pRl5bzNqy%2FYQ%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=AVxigLKJgXiB7MqLJc3nw7POFJxh4VtHSbzejcg0lOpw6vn9TtoC8v2DwiJnW4yX0kG6tI40vbWQBxeXvM3r%2BYaZEeZD%2FtUdZsfkSvT2izBKQZd2OjfPwrza4L8GtyQxP1wonXW19cSCVx%2FrDYSQTcdVbcu2lcplp%2B9V6%2BI65nXqqYmuce5wJL%2BZJfE8g9UDktuT1RrJ6xEXZdaj9ARhMskyFBfWIxl9Uao%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=AVxigLI5usZL3upN2bHDFpPZX0%2BjlJ8QiYn1TL4kJuF8GI9NGlAQhBOwnxesnx%2Fs6xvld4ngNSTNAnlQ2y6QOfz8%2FVZU5vg%2Fq8LClelzoVcZQnHbh6QV3MQCZ9wbBDTiHQuekW%2B1FbytoizmPyAxc%2FTXQzclyzrPgEgSQ71zlE2pXGevOgBJhu6cJjzJie8SX3%2BKg9Ag8QQqXYp%2F%2FDYCHfVgTK0%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=AVxigLLKlOFyCt28GtEt3W4A5DdjylTOzA9672PnCDs%2BtYxuKcK9ICj0tYKo4hV4f0QNjHV409qhPLPL16zXw%2BOhIQmEpZkYQtZr44UykcHPzinbDjGmRbuL4mPkzcXFigurmouchW8%2BpVOKB8DOQZDGMcScWC1Eti4MW8w8vTEYYRxz1uGyefDt6irZfqmwoXZVJe0uvkNGoO1AvRc%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=AVxigLKJcu2X%2FyuYs8fcPF7RO9uCHvZS7djo%2BfH6JRWveQzetPmWsSZklkMe%2F3BXS0iIvp3ma7jNM9wZeH9TsNcLOTuIWsY%2FJOZOJn9KyO4gf3bNYzSKxDE4feAUZcvItYfZghaR%2BCFwjmaQ24xpGsKOHPCEbKRMz2Oy7EuJsvTU7OMZacdZKpHQoj176yF2v5vlm61SOg%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=AVxigLL0ou22YjMZi%2FarL7z7nQYaEdNDWnnc1KSbEMcVtKy%2FH5IOjVJvBFj38Ve3UlcyzBT0Tfgk42Ibov%2B2lOavw6XW8xw4GgGKCAge4EkkRpwBzoH%2BW8hP5XfaVuI4Wr8fo1V7svD13us23tWJ3PYndEkunwIn2uLnpufgg3PTXeWRnSVxBCCfdOxyLb9EX4zXN1LZ&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=AVxigLICKsyoiyODAWU7oJsSyNpjC5T1TsaRhAdbCexow%2FwWGmKPeazQH8oKtHXBK1kGC7hSB%2BBcUS77Q8DvmnElV2kQN3vnCxA%2FBtcxh7vzbbdsPAIbQ0DlWzlMZbmQfTGr5G3HkqxQPHOQndSf0g0DdUD9g4I0ipr9NA5p2HuhGLGReMMN3MOFbusfISuZ%2Fpx%2FhW6he5OZEZIXAw%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=AVxigLLLir4YWGohENB1D1XcD44xv68cGMS3bLuOwYNKmEcJ2AVSilxoKq3bcpzZHjPtEU3dbHoqsRz4RGREuxOGCrvLE9%2BIDO51uYq8rsWaitLhz3GLkZ8q6X8ZnRpwExaUZIp6cw5Az3cl5rSZYz8SyyEo69JIeHk%2FEpa%2F5%2FNk0wFq04AkF4Q1hMUuTQIy4sRaKAhsIdiHlCfE3HB1h%2F6dAPRhE3J1pf0%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=AVxigLL6eZBn6gG%2BqRaK4XFLp2rxkvz3ToTQK%2BfqJBB3m5SlFc0AO9KqieehbgIC6dnJQlAuUgrz50zHQmEP%2BBOGPFo8k%2BCd8BfHo4vsMQBzTciIzLvGIQGAIGg7LyfIkzPa6ixvb3RJIp%2BplGcO%2B6%2F1Yv7ZB0LVK4vG2fxABiIqB7W6NZGmJ4zV72nEuOJWEQ7ssc37IVXKDxSY6XAk5%2FurZFSwF1ZTfApgf8A%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=AVxigLI5cr3gMPJLohaOTPpwVSqUjUD5IiuQ4GHVd3o7MpnfFEkF%2B0CG%2Fq3xY1BbQ1GncTR1G4qNDg1t8Gf6rcLG%2B8yDbasmIc6d9RIGduYuFuj%2F8WozPiFojKoONQNF8Pem1u%2F%2BL3oLLlCKOnDjYRwveEkOKxkwrrsncup63sxx8bmPIaKu68MxRcssrHvANC4Wj8PrxCSb0NjpdHrJuvh83p2egZCYbSg%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=AVxigLICKsyoiyODAWU7oJsSyNpjC5T1TsaRhAdbCexow%2FwWGmKPeazQH8oKtHXBK1kGC7hSB%2BBcUS77Q8DvmnElV2kQN3vnCxA%2FBtcxh7vzbbdsPAIbQ0DlWzlMZbmQfTGr5G3HkqxQPHOQndSf0g0DdUD9g4I0ipr9NA5p2HuhGLGReMMN3MOFbusfISuZ%2Fpx%2FhW6he5OZEZIXAw%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=AVxigLJCclf2%2FfXg7bGB%2FoRk%2BBqvuvoib1oPGtO7GWkTfqJ%2FPFVnP5sbszOAkY57ZjR5WYp5O%2BYmMRgAsOPEQUh49B93ZNiWkzJU9JkTSJTUzuTShs6%2B8iyj%2FMnjIvU7fAav5xPcvrdBT%2FBhMFntUJ4mCbmAIzoPiwRS8AiAX86WzoeK5TsDqd7P2BVsF704%2BI7t5hRnLAZBmnMtTEELr5c%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=AVxigLLIP1FHbgcqOkTe%2BjflLVBRLuKQw0o32PCY75iFlgodxd9XVVJj4KNiDl2JcOWyONcxJ6xWliBPDC1ShS3%2F7yPySbCfK8cmT1gedv8Y3PbNdIJRKK%2FTXOx5TB2sw4ahA9puK5WGCCSut6G3iblsE8NXtZ7jbh8jjaMeC6G5I7laPg%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=AVxigLI%2FLR5QZjGu0cMYjgPPWmx0EFS5QUN8NCgUKrWSN3WKbuLxg9fIQSXE8vHR3DIkhUSXGCDJhrtxuE%2BpLyuelqfrMFBWz0tLQeB2p7RI2ynJztC%2BedNPteV4KFxgBvZ6Kglp0YxaFpD1QSSKrAgYvtiyLviZv0%2F7jhmTACm42DxYCTAYq1meBkjbKWtFVQ%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=AVxigLLQTJ5M%2FK0%2BWantMeJ9yJRtslR0%2F41zK27Kx1FUhEJMQsf0RZmt6Fgk%2Fexo02KPo%2FCWrKjkZYn%2Bm1v6c05juqG0o6a5l7SvAwa83A1IikA50mLZWF3vgLWYgEyJGq78IUYf2eYTRg%2BEAFv1mR2PdqmOFg%2FbmhQ2%2BB2IwIw4&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=AVxigLLPNzZK6BRFVC7cfY87n8rK2oZfsC6PUs9cmSflEsqH0Yz1Jna1JcYeOcjmMQ9QUi8mjhxJ2aCKY5YLM1NR34YbElLxNr3%2FQaFceLM%2BTKkSIYn4aWKvtRA256QG4BriqN7%2FPt9VioMiKYJqG%2FPm%2BocVB4dGxvf5XWut4cnY0xg%2B9WlKHmWrwTYPTA%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=AVxigLKcaJv91fq9CEJHPLjaMacyRxFAsYHoSoBV1CvCat9VnEv9NKanElauD9sRGTNOUlXUyv2WZZWwZqpstwHg%2BF73gTl3go82dwlW10Mvz%2BBYIBLN7JqSJp6pMioE%2F2Pe7%2FP9ChJ5mEpF16Rtb8aKMlw2hzSrmNvrbu91SrZfE44K%2FEKePiX9qoj3UJEwZN38eQ0RcwE%2FNw%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=AVxigLJe0nh8wvGS%2FiYs3AhrpT%2BMKgMdMtx9yuiUq2s%2Fa5VbX46jAvAxdWac46OLOCft6hV9hbaSDxrJE3DmFcfrmwIhL2cGFDaKVXL97SWB%2FAm4lpkmBq0AKvVS3YTo8UNUABl1pDFTpq9Ji4qnrPjjef%2B23AqHsG5GgQL6wZDAcZB820406tBF%2FQqdJw%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=AVxigLK3B%2FfkMUi5ELzfJhtfeviun51BjdR3vSkC6bw1lDX8WlRFFIvnoAOhBdWlQNylmw7In%2BjmNh4HjiqcAkiPDYhF6eu0obJsmQRvnqxsfySLp5rczoK7hyDqnkGTTY6t28CJFGnSf6Rg%2FbV8803rVnL62ThpKCWyrfppTLJRklW3&webInteractiveContentId=185823046841&portalId=8302174)

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Library

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Our Company

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

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

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

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[![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=AVxigLKTXd9m6uzOE3OnffQZ%2B8t%2BI%2BdUeNQ25%2FCVWFGyl%2BOqlU74VG9XlYA0tiuTQpNNpz6B4xbUx%2Bd5iWwNHdLdw8vu0GdXi2VO2wIvUzTKn9pNZCrAP8F%2FBqO1VLQtJiL7hlvvUOSORzfKt%2F%2F8GtbQuUOZ%2F1TQtgJdrYXuBUIG%2BxgWpHb2tfEbSIpy2%2FkCxsZnJQ%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=AVxigLJ2%2BjkBo2uF7ediyDIQCgtJd1nAVACVJdAUkwe5IAPbHsBVjlcsxpdmwKC8V5cd%2F9YVbYR63whYVArM%2F8eVP%2FvGjBM46xw384tNFxr4Ixp%2B%2BEhNLdfwTIPhnu2fRYlZx2Zr1A%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=AVxigLJ2%2BjkBo2uF7ediyDIQCgtJd1nAVACVJdAUkwe5IAPbHsBVjlcsxpdmwKC8V5cd%2F9YVbYR63whYVArM%2F8eVP%2FvGjBM46xw384tNFxr4Ixp%2B%2BEhNLdfwTIPhnu2fRYlZx2Zr1A%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=AVxigLL3tmDkjOU6PYtI8zcsjSRx40mu0Chdc%2FYRdb83doaSMqEvupAMBW6ALjYNqOVk3%2BksjspDbjgzNizb7u45Dyf79jwEtLQ6GKMVx1FJ%2Fd71OamXHEJJcr4QYl2Tt0eJmmlchYBjlu0myBjkRvFLpQXYi6%2BgOVhj5DeJWRlDzJlMU5poqhvR3uyR9hkKC1B3BfFAGq6lep9VX75aaVysFQ%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=AVxigLL9jYDa3%2BLJ9cbrrpGG39cWL2kkXaMQj4IoaCYRomxMtj2peHXpPN%2FQdF8pAQZ1UJ%2B6eSlyLdmL8mBPKJT4nEAMOw7CB%2Fr1n0xVMhCAgPmrYGcAqCer%2Bbfnqwd50R0dMkGhcgyaetUL5Ygk%2BOfEL1yXWlSwdad36k1wlfXhtK1Zz7GITsLRRyAnZxXCyEvKNWKW2U6RjWNtrA%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=AVxigLLPqBYg9hXKdZ2XeVDXKoPKyaORpFCT8aB%2FtPiUEUSd7dsdrr7GKx5KRvHkc6Ij3t8sMCP7BKAOGFm8CmykxVPZbqllNl%2Bz6PjOPjg8ekoaQAi5e6X6IPmmn0lEAeNNhLDMHEoJNLzp6HYZpaTvLq7zkDB6dvMl3Spe4QtP5uZFm0UDFw4S02LGjlJL1Wfxb0QnEYUck4lhBA%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=AVxigLImkwq8b5ukdLLNJGmu12odJ9CcavAVxflqgRBldd%2BKXn1njkyj5KBDq6ZRxC6HSr24FFOH0HkWRwaLBTGAAH%2FPXmaQ6naNParLJusIr2BZSQMYbcHamChMq2w%2BXf2AZe9NysFOE%2FSMEe%2FzQO2lOLWOL8rhGnMNLS4LlwRX0V%2BKLBZ6QoaRu%2BXgHaVZLe1oxyJzwMu%2B0nC94DFyE8Z6X9U%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=AVxigLLdloG3uhocBCOT7zEd9t9KItFfkaMXXL9RFx%2BxHoHlMnJVZYnKfkFaPXJPMtLjmiVkjYruYDupmXrC1cob4soKxS24425sMdJqCavekjokFUsMtRT7CMRHuR5L8zDO%2B2EpMugzEQyHMeu1ijPolBUaoR6HSXowYL7o8wfBx2InYvGGJsIHZ5Ei4ZP5CT6Gwwf5WGoUaKQiUP%2BAVfg%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=AVxigLKFp9t8%2BvNT0v%2BPz36fJQSz1vxvZ9juKmxj95xmDvulX3AQwf9d9cI1Fhg7bi7OkvyOrmWuQv%2BGmjkfYsShf%2Fs0XwC0ywkB%2BlyG%2BZZxoHxo3AT1eZ0xwcAvcDIRSl%2FJAZIwu6FXFhbnElvA1BDyb2DxHxe03KtYL3l9x7F3DmGuniy7C2R3iKmonXVRS0Tan9aRzv8fMGNr%2FldaXHZ0SgxlQA%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=AVxigLLtVu%2F1pnFdI47kOpQgfAxBsBIxIsfcNF3Oa6A61vE%2BOTIa%2BHn%2FGoTMFKpLtsMMdYuy1BUtjqtvVivszeTovbpUnUElSh6oVknmJf9urhY0Ne2hu2XWNfTFY5ORQS%2Bqr0m80sqR4MXxDoal3E53GSkcZfEK8tI8dHRWTOXNqixyVEbtrIXaq7IV6ap6D%2FtXf8twuz6V%2FfQH8MuS2r5n9koUvRI%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=AVxigLL7VZHAgnuuLB0LPKQwJhRm9SP%2FPogCpI%2BE5bfwkrqmlw%2FKKE8SjNhK%2BivoUdNYE2MwGrxjutaAvODFMjU7PofoPQ8t4WemU97stDbQUJHbabImMmCevXgqk%2FFr%2Fsa2N3hlU68knaNOTLgPT0iXmstoDKWyp9ZFaiX8KDuT4QcC5h37DKXJ50ox6gB7jgc1yhY14Oi4Iej7aF6DGRBST8E%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=AVxigLJkPeisS8Wtp0%2F6Kk3YEKIfmO7lKuhHFlZD7sT6%2F3oOU69rI4oJLY0%2FSUZDL97Ktx3NS8YpAJRXE9wugd%2B6eZwjjGGnAlfiwrUKSPhP58kYJbB9qbwt97gh66q3liYBc2%2FpVUqLNgrewAxNvQvfWvilOa%2Fta7lN6AZmSyI%2B2rrbLPGYVknTZMwfKu%2FUK1ASC%2B%2FkGtBE9aVGXq9BXshNLA%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=AVxigLKAemmGq8Rity77Rlg6qpD2y1duTZn6PbHFKv41ZNyS1jTk8otvWklpT3rC%2BVSq4%2FPfXk1SHsL8QJ9ycdfrfioAzU%2BCY8tgGbUf16fXtghbewp4pv9BWwut8pRcAskbgRA3evL6eZvyhVS%2F77XjdSPw5ouuiDAz4SfG%2BCR190OaRiriG1hEZ5E2spb8cOv4JqG3umNJhE%2F8HhzE8M26SttjZrhIfdcDQuS6vvXW3j5h%2Bg%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=AVxigLJlpf2DIiHMHL6KCXuebQEI0uhw0yHXXOZ8lktz0KXaF52ZtyGs0QnWTWTSgUfML73UpVl%2Bc2ECti2Oq47TrVU%2BFkvYWG6UOVsI1M3lsBr6%2FPHJhgI9goRVaketXhwXmYZuANwxgGOyhOaA141yKvFwwSzPCoVbTD1BaFnlg1ebTK2sNH%2BJoo7%2FWtFw9I8bRrV%2BhT9ik%2FNE22o6m2v3IVH9&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=AVxigLKv%2FYzYLDJ6Oib3qUBxsTsJ1yW5fHGcb95QjcmsI44FJ6JaRxgJ8v5hIzytfdi3C8QiWMjwSn4ZQl8D9KXjQkr1elhGZdtGmo7Vzc%2FSPNdluShzj5Vyf%2BB1%2B1UKZZIAUNUHOjY3%2Bjjl9l95XojO0baNI%2Bj8S864J%2FQ%2BxBt0GjU1AKYNFmL32KHPhXDXFqApMjxa5RH7V30y01pRl5bzNqy%2FYQ%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=AVxigLKJgXiB7MqLJc3nw7POFJxh4VtHSbzejcg0lOpw6vn9TtoC8v2DwiJnW4yX0kG6tI40vbWQBxeXvM3r%2BYaZEeZD%2FtUdZsfkSvT2izBKQZd2OjfPwrza4L8GtyQxP1wonXW19cSCVx%2FrDYSQTcdVbcu2lcplp%2B9V6%2BI65nXqqYmuce5wJL%2BZJfE8g9UDktuT1RrJ6xEXZdaj9ARhMskyFBfWIxl9Uao%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=AVxigLI5usZL3upN2bHDFpPZX0%2BjlJ8QiYn1TL4kJuF8GI9NGlAQhBOwnxesnx%2Fs6xvld4ngNSTNAnlQ2y6QOfz8%2FVZU5vg%2Fq8LClelzoVcZQnHbh6QV3MQCZ9wbBDTiHQuekW%2B1FbytoizmPyAxc%2FTXQzclyzrPgEgSQ71zlE2pXGevOgBJhu6cJjzJie8SX3%2BKg9Ag8QQqXYp%2F%2FDYCHfVgTK0%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=AVxigLLKlOFyCt28GtEt3W4A5DdjylTOzA9672PnCDs%2BtYxuKcK9ICj0tYKo4hV4f0QNjHV409qhPLPL16zXw%2BOhIQmEpZkYQtZr44UykcHPzinbDjGmRbuL4mPkzcXFigurmouchW8%2BpVOKB8DOQZDGMcScWC1Eti4MW8w8vTEYYRxz1uGyefDt6irZfqmwoXZVJe0uvkNGoO1AvRc%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=AVxigLKJcu2X%2FyuYs8fcPF7RO9uCHvZS7djo%2BfH6JRWveQzetPmWsSZklkMe%2F3BXS0iIvp3ma7jNM9wZeH9TsNcLOTuIWsY%2FJOZOJn9KyO4gf3bNYzSKxDE4feAUZcvItYfZghaR%2BCFwjmaQ24xpGsKOHPCEbKRMz2Oy7EuJsvTU7OMZacdZKpHQoj176yF2v5vlm61SOg%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=AVxigLL0ou22YjMZi%2FarL7z7nQYaEdNDWnnc1KSbEMcVtKy%2FH5IOjVJvBFj38Ve3UlcyzBT0Tfgk42Ibov%2B2lOavw6XW8xw4GgGKCAge4EkkRpwBzoH%2BW8hP5XfaVuI4Wr8fo1V7svD13us23tWJ3PYndEkunwIn2uLnpufgg3PTXeWRnSVxBCCfdOxyLb9EX4zXN1LZ&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=AVxigLICKsyoiyODAWU7oJsSyNpjC5T1TsaRhAdbCexow%2FwWGmKPeazQH8oKtHXBK1kGC7hSB%2BBcUS77Q8DvmnElV2kQN3vnCxA%2FBtcxh7vzbbdsPAIbQ0DlWzlMZbmQfTGr5G3HkqxQPHOQndSf0g0DdUD9g4I0ipr9NA5p2HuhGLGReMMN3MOFbusfISuZ%2Fpx%2FhW6he5OZEZIXAw%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=AVxigLLLir4YWGohENB1D1XcD44xv68cGMS3bLuOwYNKmEcJ2AVSilxoKq3bcpzZHjPtEU3dbHoqsRz4RGREuxOGCrvLE9%2BIDO51uYq8rsWaitLhz3GLkZ8q6X8ZnRpwExaUZIp6cw5Az3cl5rSZYz8SyyEo69JIeHk%2FEpa%2F5%2FNk0wFq04AkF4Q1hMUuTQIy4sRaKAhsIdiHlCfE3HB1h%2F6dAPRhE3J1pf0%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=AVxigLL6eZBn6gG%2BqRaK4XFLp2rxkvz3ToTQK%2BfqJBB3m5SlFc0AO9KqieehbgIC6dnJQlAuUgrz50zHQmEP%2BBOGPFo8k%2BCd8BfHo4vsMQBzTciIzLvGIQGAIGg7LyfIkzPa6ixvb3RJIp%2BplGcO%2B6%2F1Yv7ZB0LVK4vG2fxABiIqB7W6NZGmJ4zV72nEuOJWEQ7ssc37IVXKDxSY6XAk5%2FurZFSwF1ZTfApgf8A%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=AVxigLI5cr3gMPJLohaOTPpwVSqUjUD5IiuQ4GHVd3o7MpnfFEkF%2B0CG%2Fq3xY1BbQ1GncTR1G4qNDg1t8Gf6rcLG%2B8yDbasmIc6d9RIGduYuFuj%2F8WozPiFojKoONQNF8Pem1u%2F%2BL3oLLlCKOnDjYRwveEkOKxkwrrsncup63sxx8bmPIaKu68MxRcssrHvANC4Wj8PrxCSb0NjpdHrJuvh83p2egZCYbSg%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=AVxigLICKsyoiyODAWU7oJsSyNpjC5T1TsaRhAdbCexow%2FwWGmKPeazQH8oKtHXBK1kGC7hSB%2BBcUS77Q8DvmnElV2kQN3vnCxA%2FBtcxh7vzbbdsPAIbQ0DlWzlMZbmQfTGr5G3HkqxQPHOQndSf0g0DdUD9g4I0ipr9NA5p2HuhGLGReMMN3MOFbusfISuZ%2Fpx%2FhW6he5OZEZIXAw%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=AVxigLJCclf2%2FfXg7bGB%2FoRk%2BBqvuvoib1oPGtO7GWkTfqJ%2FPFVnP5sbszOAkY57ZjR5WYp5O%2BYmMRgAsOPEQUh49B93ZNiWkzJU9JkTSJTUzuTShs6%2B8iyj%2FMnjIvU7fAav5xPcvrdBT%2FBhMFntUJ4mCbmAIzoPiwRS8AiAX86WzoeK5TsDqd7P2BVsF704%2BI7t5hRnLAZBmnMtTEELr5c%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=AVxigLLIP1FHbgcqOkTe%2BjflLVBRLuKQw0o32PCY75iFlgodxd9XVVJj4KNiDl2JcOWyONcxJ6xWliBPDC1ShS3%2F7yPySbCfK8cmT1gedv8Y3PbNdIJRKK%2FTXOx5TB2sw4ahA9puK5WGCCSut6G3iblsE8NXtZ7jbh8jjaMeC6G5I7laPg%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=AVxigLI%2FLR5QZjGu0cMYjgPPWmx0EFS5QUN8NCgUKrWSN3WKbuLxg9fIQSXE8vHR3DIkhUSXGCDJhrtxuE%2BpLyuelqfrMFBWz0tLQeB2p7RI2ynJztC%2BedNPteV4KFxgBvZ6Kglp0YxaFpD1QSSKrAgYvtiyLviZv0%2F7jhmTACm42DxYCTAYq1meBkjbKWtFVQ%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=AVxigLLQTJ5M%2FK0%2BWantMeJ9yJRtslR0%2F41zK27Kx1FUhEJMQsf0RZmt6Fgk%2Fexo02KPo%2FCWrKjkZYn%2Bm1v6c05juqG0o6a5l7SvAwa83A1IikA50mLZWF3vgLWYgEyJGq78IUYf2eYTRg%2BEAFv1mR2PdqmOFg%2FbmhQ2%2BB2IwIw4&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=AVxigLLPNzZK6BRFVC7cfY87n8rK2oZfsC6PUs9cmSflEsqH0Yz1Jna1JcYeOcjmMQ9QUi8mjhxJ2aCKY5YLM1NR34YbElLxNr3%2FQaFceLM%2BTKkSIYn4aWKvtRA256QG4BriqN7%2FPt9VioMiKYJqG%2FPm%2BocVB4dGxvf5XWut4cnY0xg%2B9WlKHmWrwTYPTA%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=AVxigLKcaJv91fq9CEJHPLjaMacyRxFAsYHoSoBV1CvCat9VnEv9NKanElauD9sRGTNOUlXUyv2WZZWwZqpstwHg%2BF73gTl3go82dwlW10Mvz%2BBYIBLN7JqSJp6pMioE%2F2Pe7%2FP9ChJ5mEpF16Rtb8aKMlw2hzSrmNvrbu91SrZfE44K%2FEKePiX9qoj3UJEwZN38eQ0RcwE%2FNw%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=AVxigLJe0nh8wvGS%2FiYs3AhrpT%2BMKgMdMtx9yuiUq2s%2Fa5VbX46jAvAxdWac46OLOCft6hV9hbaSDxrJE3DmFcfrmwIhL2cGFDaKVXL97SWB%2FAm4lpkmBq0AKvVS3YTo8UNUABl1pDFTpq9Ji4qnrPjjef%2B23AqHsG5GgQL6wZDAcZB820406tBF%2FQqdJw%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=AVxigLK3B%2FfkMUi5ELzfJhtfeviun51BjdR3vSkC6bw1lDX8WlRFFIvnoAOhBdWlQNylmw7In%2BjmNh4HjiqcAkiPDYhF6eu0obJsmQRvnqxsfySLp5rczoK7hyDqnkGTTY6t28CJFGnSf6Rg%2FbV8803rVnL62ThpKCWyrfppTLJRklW3&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=AVxigLK3B%2FfkMUi5ELzfJhtfeviun51BjdR3vSkC6bw1lDX8WlRFFIvnoAOhBdWlQNylmw7In%2BjmNh4HjiqcAkiPDYhF6eu0obJsmQRvnqxsfySLp5rczoK7hyDqnkGTTY6t28CJFGnSf6Rg%2FbV8803rVnL62ThpKCWyrfppTLJRklW3&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=AVxigLK3B%2FfkMUi5ELzfJhtfeviun51BjdR3vSkC6bw1lDX8WlRFFIvnoAOhBdWlQNylmw7In%2BjmNh4HjiqcAkiPDYhF6eu0obJsmQRvnqxsfySLp5rczoK7hyDqnkGTTY6t28CJFGnSf6Rg%2FbV8803rVnL62ThpKCWyrfppTLJRklW3&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=AVxigLK3B%2FfkMUi5ELzfJhtfeviun51BjdR3vSkC6bw1lDX8WlRFFIvnoAOhBdWlQNylmw7In%2BjmNh4HjiqcAkiPDYhF6eu0obJsmQRvnqxsfySLp5rczoK7hyDqnkGTTY6t28CJFGnSf6Rg%2FbV8803rVnL62ThpKCWyrfppTLJRklW3&webInteractiveContentId=185823046841&portalId=8302174)

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

**

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

**

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

**

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

**

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

**

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

**

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

**

### Overview

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

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

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

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### We Partner With

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

**

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

**

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

**

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

**

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

**

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

**

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

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

**

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

**

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

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

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

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

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### Our Company

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

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Blogs

# What is an AI data fabric?

 Rayven, 09 June 2026

Rayven Insights

Thinking about an AI data fabric for your business?

Get a free 30-minute strategy session with Rayven's AI architects. We'll map your current data estate, the gaps an AI data fabric would close, and what 'good' looks like for your business.

[Book a free call →](https://www.rayven.io/book-demo)

An AI data fabric is a connected, real-time, unified data layer that structures information from across an organisation so AI can be deployed on top of it immediately, without weeks of data preparation. It pulls from databases, files, APIs, IoT streams, and operational systems, then presents them as one queryable, governed surface that AI agents, models, and applications can use safely. The fabric is the foundation; the agents, apps, and automations are built on top.

For most businesses, the gap between owning data and actually using it for AI is the bottleneck. Files sit in SharePoint, customers sit in HubSpot, machines emit telemetry to a historian, finance lives in NetSuite, and nobody can ask a single intelligent question that crosses those systems. [An AI data fabric](https://www.rayven.io/solutions/custom-ai-solutions/ai-data-fabric) removes that gap by giving AI a unified, governed view of everything the business already knows.

## What problems does an AI data fabric solve?

The biggest problem in enterprise AI is not the model; it is the data underneath it. **95% of AI projects never ship**, and the reason is almost always the same: the data is fragmented, ungoverned, and not in a shape an AI can use. Teams spend months wiring connectors, cleaning records, and stitching together pipelines before a single model can be trained.

An AI data fabric solves four specific problems at once:

- **Fragmentation:** [real-time integration](https://www.rayven.io/platform/integration) across IT, OT, IoT, files, and APIs - in one place, not seven.
- **Governance:** centralised access control, audit logging, and data residency, so AI runs inside the rules.
- **Readiness:** data structured for AI on arrival, not after a six-week prep project.
- **Scale:** one fabric, many models, many agents, many apps - without rebuilding the foundation every time.

When the fabric is in place, the next AI project starts from a working data layer, not from scratch. The [Rayven Platform](https://www.rayven.io/platform) delivers this layer through five interlocking layers - integration, data, execution, presentation, and security + hosting - configured per customer.

## How is an AI data fabric different from a data lake or data warehouse?

A data lake stores raw data cheaply. A data warehouse stores cleaned, modelled data for reporting. An AI data fabric does something different again: it connects, governs, and contextualises data across every system in real-time, so AI can consume it without further preparation. Lakes and warehouses are storage patterns; the fabric is an access and governance pattern that sits across all of them.

| Concern | Data lake | Data warehouse | AI data fabric |
| --- | --- | --- | --- |
| Primary purpose | Cheap raw storage | Structured reporting | Unified, AI-ready access across systems |
| Schema | On read | On write | Inferred + governed; on demand |
| Real-time? | Rarely | Sometimes | Yes - real-time is the default |
| Built for AI? | No | No | Yes |
| Governance | Light | Strong, narrow | Strong, across every connected source |
| Replaces existing stack? | Often | Often | No - sits on top of it |

The [Rayven Platform](https://www.rayven.io/platform) does not replace your lake or warehouse. It connects to them, alongside everything else, and makes the whole stack usable by AI.

## How is an AI data fabric different from a data mesh?

Data mesh is an organisational pattern: data is owned and published as products by the business domains that produce it. An AI data fabric is a technical pattern: it connects and governs data across all those domains so that AI can use it. The two are complementary. Mesh decides who owns what; the fabric makes everything queryable.

In practice, businesses with mature mesh practices still need a fabric on top, because AI agents and models do not call domain owners; they need a unified surface. Without one, every domain ships its own integration to every AI use case, and the wiring sprawl is back.

## How does an AI data fabric actually get built?

A useful AI data fabric is more than a metadata catalogue. It needs five capabilities working together:

1. **Integration:** real-time, bidirectional connections to every system the business already runs - IT, OT, IoT, files, APIs, streams. Rayven ships with [1,228+ fast-track connectors](https://www.rayven.io/platform/integration/prebuilt-connectors) so the integration layer is configured, not coded.
2. **Data:** real-time processing, storage, ETL, AI-ready structuring, and the ability to train models on the unified data without exporting it.
3. **Execution:** workflow automation, AI-led decisions, predictive analytics, and [agentic workflows](https://www.rayven.io/platform/execution) that act on the data.
4. **Presentation:** the [custom apps](https://www.rayven.io/solutions/custom-software), portals, dashboards, and conversational interfaces business users and AI agents both work through.
5. **Security, governance + hosting:** enterprise access control, encryption, audit logging, data residency, and the option of sovereign or white-label deployment.

This is the five-layer pattern the [Rayven Platform](https://www.rayven.io/platform) delivers. Customers build their AI agents, apps, and automations on top of it; Rayven's team handles the configuration, with **2-12 weeks to a working solution** and a **3-week average deployment time**.

## How long does it take to deploy an AI data fabric?

For most businesses, two to 12 weeks. The variation comes down to source-system count, data residency requirements, and how clean the existing pipelines are. The [fabric Rayven delivers](https://www.rayven.io/solutions/custom-ai-solutions/ai-data-fabric) averages three weeks because the platform is largely pre-built and only configured per customer, which is **66% faster than traditional development**.

The implication: the fabric is not a multi-quarter foundation project. It is a configured deployment, sized to the business, with [custom apps](https://www.rayven.io/solutions/custom-software) and AI sitting on top from week one. Once the fabric is live, every subsequent AI use case starts from a working data layer instead of a fresh integration project.

## What does an AI data fabric look like in practice?

Three patterns recur across Rayven's **240+ deployments** in **24+ industries**:

- **Operational AI in industrial settings:** real-time IoT, OT, and ERP data unified into one fabric; predictive maintenance, agentic alerting, and conversational queries on top. Glencore, Anglo American, and Viva Energy run on this pattern.
- **Customer + commercial AI in mid-market enterprises:** CRM, finance, billing, and product-usage data unified; [AI agents](https://www.rayven.io/solutions/custom-ai-solutions) and [custom apps](https://www.rayven.io/solutions/custom-software) embedded in the workflows that sales, finance, and operations teams already use. Telstra and Vodafone use this shape.
- **Public-sector + utilities:** asset, citizen, and field-services data unified; conversational interfaces and field apps built on top. Blue Mountains City Council, NSW Government, and Wattwatchers operate on this pattern.

Each shape sits on the same foundation: [the Rayven Platform](https://www.rayven.io/platform) delivers the fabric, and the customer builds on it.

## When does an AI data fabric not make sense?

If a business has a single source system and a single AI use case, a point integration is enough; the fabric is overkill. The fabric earns its keep when there are three or more systems that need to feed AI, when AI workloads are expected to grow, or when governance and residency requirements rule out scattered point integrations. For most mid-market and enterprise organisations, all three conditions are already true.

## How do you choose an AI data fabric vendor?

Three questions cut through the marketing:

- Does the fabric connect to your existing stack without forcing a replacement?
- Is governance, access control, and residency built into the fabric, not bolted on afterwards?
- Can the vendor's team deliver the working fabric in weeks, not quarters, and run it with you afterwards?

The third question is where most vendors break down. Software alone does not deploy itself in 12 weeks. The [delivery models](https://www.rayven.io/services/sme-services) that come with the platform - DIY, done-for-you, or hybrid - decide whether the fabric ships or stalls. [Talk to the Rayven team](https://www.rayven.io/book-demo) if you want to see how a fabric configured for your stack would look.

### Is an AI data fabric the same as a data platform?

No. A data platform usually means storage plus processing - a lake, warehouse, or lakehouse. An AI data fabric is broader: it adds real-time integration across every system, unified governance, and AI-ready structuring, so that any AI agent, model, or app can use the data without further preparation. The fabric can sit on top of an existing [data platform](https://www.rayven.io/solutions/unified-data-platform).

### Do you have to replace your existing systems to build an AI data fabric?

No - and you should not. A well-built AI data fabric connects to the systems you already run: ERP, CRM, OT historian, files, APIs, lakes, warehouses. [The Rayven Platform](https://www.rayven.io/platform) sits on top of the existing stack with no rip and replace, using [1,228+ fast-track connectors](https://www.rayven.io/platform/integration/prebuilt-connectors) to integrate everything in real-time.

### How much does an AI data fabric cost?

Costs vary with source-system count, data residency, and AI workload, but the bigger driver is delivery time. A fabric that takes two quarters to deploy costs many times more than the licence. Rayven's [done-for-you delivery](https://www.rayven.io/services/sme-services) runs **2-12 weeks at a fixed scope and fixed price**, which makes the total cost predictable up front.

### What is the difference between an AI data fabric and an AI agent?

The fabric is the foundation; the agent is what sits on it. The fabric unifies and governs the data; the agent uses that data to make decisions, run workflows, or answer questions. Build the fabric once, and every subsequent [AI agent or model](https://www.rayven.io/solutions/custom-ai-solutions) starts from a working data layer instead of a new integration project.

### How does an AI data fabric handle security and governance?

A real fabric has governance built in, not bolted on. That means centralised access control, encryption in transit and at rest, audit logging of every read and write, configurable data residency, and the option of sovereign deployment. [The Rayven Platform](https://www.rayven.io/platform) delivers this as part of the security, governance + hosting layer, with **99.9% platform uptime**.

### What is the fastest way to get an AI data fabric live?

Start with the systems that already hold the most operational data - usually ERP, CRM, the IoT historian, and the file stores. Connect them in real-time, apply governance, expose the unified surface to one AI use case, and prove the pattern. Rayven's average deployment time across **240+ live customers** is three weeks; that is the realistic benchmark. [Book a 30-minute call](https://www.rayven.io/book-demo) to scope what that looks like for your stack.

---

*Further reading: [MIT Technology Review: AI needs a strong data fabric to deliver business value](https://www.technologyreview.com/2026/04/22/1135295/ai-needs-a-strong-data-fabric-to-deliver-business-value/).*

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## [Channel Life: Industry leaders on what businesses, policymakers and technologists should be reflecting on this AI Month](https://www.rayven.io/blog/what-businesses-policymakers-and-technologists-should-be-reflecting-on-this-ai-month)

 Contributor: Paul Berkovic, Co-Founder and CCO, Rayven[Read More](https://www.rayven.io/blog/what-businesses-policymakers-and-technologists-should-be-reflecting-on-this-ai-month)

<https://www.rayven.io/blog/the-smoke-and-mirrors-of-ai>

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## [Technology Decisions: The smoke and mirrors of AI](https://www.rayven.io/blog/the-smoke-and-mirrors-of-ai)

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<https://www.rayven.io/blog/how-retailers-can-capitalise-on-real-time-data>

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