---
title: What is and isn't an IoT Problem | Rayven
description: Much has already been written about the revolution that AI + IoT is going to catalyse, but not everything will benefit from it - here's how to pick.
image: https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Website%20Images/Rayven%20Blogs%20Images/Blog-iot-change-world-415-2.png
---

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[ Healthcare ](https://www.rayven.io/industries-and-roles/custom-software-ai-healthcare)

[ Hospitality ](https://www.rayven.io/industries-and-roles/custom-hospitality-software-ai)

 

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[ 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)

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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=AVxigLL5i2HpJdyNdsm%2FrJ2H%2B6iACVwbSwduVd7zdkvhELwEzZRGnAKpfesmQv%2F7%2BCpP6Ydc%2FOZd01JXg%2B9ls1MfJt1mZKbOQxVDRqDnuGLvg39rhevbwuSjgxQhBPfHi6TZe0mfNVqRiolmm%2FzkzhpQ2WK3onNLFHFXbhIDnN6XzAGw0vTTbyk1bycfEMyNi50q33zetSdtlcMbUQ%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=AVxigLJnh5K7meXQZN77KTdoNKOJhKfquUK0iIsHpLyIdnMezpmcsF4d7b4%2BbJEnOPXK6ez2unZ5238r6cAtClt9%2FJcGapgYg%2BsQ1ULg0WCXo8cYkR7%2FSLLL35PC9zgxBGtubIqyOU99sDuRdOeq12ZjrhrSo2UcRSsQ9pL9yF0cRoE3I2D487NR2Hp6HCfFVeoFOkKZDpyICtYAtg%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=AVxigLJztv6bZ7eUjH7T6fXKQs%2FNhYklk7lV9k%2FFoONhFTQYi2VsFxe2oSG6OCtlkYlIfodyZmmwZoz%2BCusky7SOyUmtDk7KGnNx2gkkqzfTPknl0PaIKpExbVRFnU%2BwgbuMrICjqo%2BssxlwqDpbtB1WFlX2Y4ybOszz%2F%2FPetjBhUnJ4FxGqLFYFhnEY8fpqJfSydoviLAq0spbMnK%2BQKaD6fjE%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=AVxigLIRnLggs1AUplE%2FTzRuDvcCIB8ZPttM%2Fj9jwGsce5QDnLziJsL%2BFmdED2k%2BzS5GXxDSGFSPGB9%2B8eg%2BBkGRkCHjBHEeQWyBVGkhlLqeSJbbsIAcHrDi5opTndiKJfNnv3mDyfJ%2FopWzjQOVo0RV80YgRlWiwhJVceIPYaBa7yrqYqbLHUCKOWuoj0wNG2SJqg18vwor%2FfZg%2B8izBkQ%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=AVxigLKheL8A4ScOIFUYAEePUa2GKXD8Hl%2FSCpwybkokncQvgoY5iUzHHhfPkTgGRnKbVo2BuUDbMl9d278D209u%2BeWCROzUtyMxi530twKltWKpgg%2Fpg6oxtXEEwTZR1s6NUlfbJrF13dtByQ0m9HYEhqUUbrOqOFNQh2CG%2BedcsWiWkHJixiXg6nPC7alYt%2Fz%2FDFsrIDBU0DXslSAlrPgcCLoheg%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=AVxigLLytg4GjYgrBlG1Qn4l8HQ7Ia%2FbNkrncpMu%2ForGWl%2BWOjoUPqOduplcmfeahHoxoarEzj1I5QXYgBbkFw9z8Clf8aY5huZgCt8kD21MJXOi4G8rUYwHKLFdP0UK19hRqMYV4aPCvjpG9bdmZhOx03%2FFbVN4lkjZBvpEdIBmOfc92YzzmgrJzUwfOKezaZS1%2F%2FqTqi%2FjDWxaX%2FYX9Y8okRYjiIQ%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=AVxigLKkYqj2Up4dbob0PrAvJ7ajVzj9%2FNPKua47jR8rpRe9o125fHXpOsVLJiKORTLR%2F4G3biuBMrtIl2x5dyoV%2BgUPQNuPpBTBSdBRm9cIBKKJ%2B2fXt1FlLpqNHEm%2FXTXUlLMTLOagwgj%2BwGtS%2BO39f%2FdRsJ%2BW6n19slm7f8M9a0j9Qa0S9tqFNtBONXE3aYiCfW3rq%2BNs8HJ%2BreMT8ERGAF4%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=AVxigLILNqpWYSgF2HdVuOmZKR1XOD2sw%2F8kRghAoeo6MkbSxBInBE6bEHCIL7LG5KCt%2Fxk9lsBIJYh7Cq32LZY30uYpSwcH7%2BROUdyWNAGZr4fPs8pkLMw4X2rBYdLQ8%2BpeahKevg2pnxr%2FkiYLmOqHDzbf25BDQVicpRBm%2F7CuoY2bPO9Ty%2FUxNhN6009j%2FCPSCFk52buk9OKnkVsyMBEkUw%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=AVxigLIOqsVvHyuDVgQzxzU1vS9JnOljRD6nWPlhj5XMJ6srtNBjvLsS%2B2etI%2FTOSTc235zlCho9zQycydNWBLU0F7K10FB4vFqJvKvzXwAEyUt3oiCzcMg8gFDUS2Lb3ydqSzNbWs6xmw8vvB0PfLdJvbutBzdWtzamxccbaI10X893VZq5mW293K5P0q92QgFymP9I%2Fb4ldGC7DZv8NhoKe%2B%2FPqueYF7QIm%2BUH0DagSzmA0Q%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=AVxigLLa9rODQegZpiohZ%2BdGPeIjjq6yTh%2Fq8GrgBTwTbZ2Z5kttmp4XSG3f2reQG%2FuRRZmLBQGeuBKETMa5HF93tP6yfze3nIl9UxOFA%2BQXYSgvd0tQKoo69FOH6rsuNu6dQ4N2UKjmvLLbQkP%2FTEKw1WzCQY8Q8dy3mtaNAzm3mGQNjZ0HpeowuveaNg1f4Kfn%2FRK3%2Fd3YWMeVefAIJzjWmisp&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=AVxigLKzkRJ9cLcRz0GdL7UE0yqLGL%2BF3AXGw%2Fxm2M6syPIHvzaP%2FKCpgBu31I8AiKp6%2BfLpff7z7R8JLh6fuJpYvsYvoqjyFGAnl0n2pV4o8ShQ9h4qV2XyotDdFDUBK2fMJ2kohtHoNa1t9%2F%2FXzJ7KSv3EaZ2OY3rz5A1lVYIMfGynv7OFOM4GO%2BkXUdr5o3QNGQOPhjGEnQr6l7lqANp9v1F05Q%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=AVxigLIKXSPfPoWKdTj%2F8jMvL17xi0hgNNOi%2BCcOF9lnmmSj2zaL7zP%2B2hSOP3ruxdm1PiYSyTpAk0LHtY5A7p7cLpATUQGkmpfWv%2BRZEoF7Rb5lipqjt4XgknvJ6MihDUVDulWrpHE4g8hWm8lIUG%2FINGGGnsPSzGCK1LWIzYus3ph710eerFa4Fz0GmgHIoQ2Wq6pNOvECzk2kqCMv5XG4rkeBbw%2BDe9g%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=AVxigLL46rV6xVr1PxE4SbRguUuJZrbtB0v2hCwKVL7CtuMouaSrG09fLXNUmW4xRYbXTPjmUHB0xL6coipCpLKiDhqlRV5PPTGsgvSzD%2FNxdnqyYBrv7U6lTxQnRSqWn2tzNSAITxx8HAB9v%2BfqPy7FMNPeMhTliGRM7%2Bizvr5Irj3vdi61anGwllcpkIHFVhOo8XPivAOUU2UJgbxtef9utOY%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=AVxigLIaPKm7Zvv7TBKCn7DhlAkqsXRMcUobqcYsmpnGoKFmjj54OhO1vHk4VHsX%2FdtjaNYWI%2FkH7Zh2Kth3rNBZLdBz68DfhSUK%2BWFaOy6I9wwp%2BhJIqjTiua0gmsKAfkaXaA0rNAQi2Y98%2B9ecqtBLqMooTLvGqJvy2U9vDur2ASoOvhNwSlprL%2BCZzakkhDJ7m7B3eHRrGhZf3yI%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=AVxigLKBA3xmX0VGNWDpy0rmYPtIbcZjamAMzXgJLZ%2FA6wLLYeLJFZPQuPJJG%2FTiKAiwYrJB3LgZw7bvPYTkRiD3DFK6xyw7hgNo9WL7jOuXY8SabXT9PbFoa1DXk3D8gdoqKUK78tccNN%2FiVXoq1xafB89iEdbQLbdHVgeVkOWGnR4LNxyHV0ccXqAlBYqBloyATKP1hQ%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=AVxigLLspL5n7MtVDqMKEMRac56OQbALXuk%2F0MBEz7NTlqWyEZ2xMlLC%2FMD2ujd0jUW2OOMTriB6VOiWgVjUI9salfOwnFhECAKcAxZ9qIU6tR0e2rfozv5m3i2mgPMBIyau7tT%2FJW1PMKyubabxzpvQpp1p0NHK%2FjrmWyKF475HzbP10Y%2FcpMRAJcRJVfz8Tp3Hr1zP&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=AVxigLIWOIASbVSVDa6Gicr6HD537QqQqNlLevyN2TT2ulDQockTwmLbOzfjfXhDP240OI8%2FDw4crfhNOjTvXNybjzuirphC40a8jQ4f%2FW%2F8R4Mrw1XGlCrpSXHsp1ebTApFOWPRv1x7nV2VZwv73BJ4TxTafEMKpqSj9ZYWUUTT%2FS9fkotK9aLzVIBRC5QxbJ1oSep07hOQLMxIng%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=AVxigLJ9aSvLJuvKA8zoT9kwvkaf9L0TO9Y9megvInksUK7UQ5SaPH0YB9evaB9wh5wJwbnVHBCcScAw2Jbl2%2F31sa4TM1cIjcgc5KBppZd%2BPmOxYvZBlaOawA9bjSoSF8M%2B2utZB4bKeU2ic7OMUTAud1ZUVpReKceLAp8xbjgTm4%2F5njLICKqCuGa3mn0HUeslXr3syTYfw8rzQkWfMlXGSRovEt0FwSE%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=AVxigLKKQspFH2HIWZw6GM2iAiXG7crD7YSAgPx58Bk%2FEnGmfga0wRvKIuusB6nDX2EI9FWxApf4Rz6%2B%2BHilEZsEmzEjOsdYlo%2By69pIr2CuWzixP1wXN3%2B6cGidOTGRFb%2F2F6fThTGaA7XT64oKH%2BTPBOhagj%2BzccCR3Y3jkiA%2ByVwViG3dKzTZeaWFbcVqq%2B7o2equpyjtXkLppXBwuhHXXq5Du4gaqIOJlsk%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=AVxigLJ42IGFTLchsfNJbwRMoK6Ya75GZYQ8aGaxkG7m4YJuLvsZqhG7wvbAWZ%2FM51XzcSl5aKxehFPNmbqD3LqL8O4Zhsd7E%2Bllplpz4SsiXggUzysMDEEgf4%2BeNgumFCl7SSKBcG4XSvUBhyaFu%2Fy7DTbstrqFHH7jBaDYooPVqj%2BR%2FfGG6KE9WZFIpTyIXfckcWSp1HMIZT5%2FKSQRIxR%2F6vK4IBiA9LY%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=AVxigLIWOIASbVSVDa6Gicr6HD537QqQqNlLevyN2TT2ulDQockTwmLbOzfjfXhDP240OI8%2FDw4crfhNOjTvXNybjzuirphC40a8jQ4f%2FW%2F8R4Mrw1XGlCrpSXHsp1ebTApFOWPRv1x7nV2VZwv73BJ4TxTafEMKpqSj9ZYWUUTT%2FS9fkotK9aLzVIBRC5QxbJ1oSep07hOQLMxIng%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=AVxigLLVchQiDkDFLuI5RHjeG5qfa4lLth85JpC%2BVvN%2FvV6KQewvtmAR5B9WOnF5jtvCVpi%2BmO5e9kyYO74hUiF56Gjnpr2sl6wZ5QIo%2BuVf%2BCexehQG42A5pLDsdpaRBtXy3OlX56T6kxaAsNFB3RAvZ2mDGPhlolVR34s8VkF6ipkQzDKAWvGY8sOtgQoZturxlPDMmyoA9FWEEHk%2BCaQ%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=AVxigLK59seAhzklRsTvt9gbB42GiS3uSvsSfbD2EvDgJIfB6kaSPRKqd%2BoV4khN8pQ54QxBQl6bmkfD976FshCLdCBybimPiWxHXSFf3606%2B85mq7XH4lKNhDUXqi10H59P5D30zWEbnxXGrk%2FN6ounoEYKIwjSSo3Rxj%2FgalyWTSJJTQ%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=AVxigLLCXGf%2B98HkHWJV9K%2F4Bv1JtxoNoRtX52F2mDYHQvfmQUloSXCLR4mGEssuhu581G7XG465E2tcKWmy0WsIYJojQkg%2FO8SU%2BbEk7osvczg3GN79BtqylgqAbbJWs9KAl%2F2PhHyBtezE1gFIfDh0X75YJf854%2F3svnpyL7tQbVeyfKljQsQ35v1sSUgkmA%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=AVxigLJa2ar89j6Tkey9pAjvj3aZ8sW%2FhKj53gEAfEA5laN2MGIkGFMCjK4Mjukce7S3q3MgD2kwxIu6%2BMA8VbhvBpeaq08d5dIPX7U4Zg%2Bmoq%2FwoCjVgHU788W82V9xholXgLQA2W48RjXbr2PF5pSBs0ZQ%2BCKd0J7iqqWuy3Bx&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=AVxigLKrfO4kc%2B%2B3dNy2JpCJNEQvXwCllbu4gAVpLLe9jMRxZRGrzNEG9FE54ez98SjvdlMPVH9bYBuEgr7%2BD%2Bv58AmFkroZLV3Z0zy5%2FF2%2B%2B13AzraUyIy39iuZBVbyGt%2FU%2BZ1RiW70tBlTVpSW0suOy9L0DbR2vaT9KTlgVAg%2B7MAPgkKbcF%2BGfzjWOA%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=AVxigLIKHSnCGO8W%2BRC29HqdAUOdM5tYXZFku2e%2Bpf3Q5EAojkhkabWP%2F1IafgF0cllqyrkksPZGTxIi0FStFXOjGZplUuyEzPwO%2Fq3g7G9JttJpgHvTRmbOMdLlfy985IRXDEo7PC43k8ba1k3wBjBN9vZ3W18CbNocKV95dfav6BuQPQBhOwECxPSgQP7IUPupr4xosEa6Pw%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=AVxigLJzVjUZqMJB6RcyspkhEE9CORE3%2By7qQkd7zX%2Fwb3h9VM%2FBJS2YyBb%2F7Z6HfGgpcqH9eJ2uY8jfnb%2BQZ2OffpWrAJV1PkD%2BwcEZk8H%2FUFboWj8RZgzzMf%2BdbtLS4cr8UELHvJW7yAD%2BGbvWBk6cff7TDqlrNccy0FpP5p%2FSD5HWK9p869Mr%2FMQOqw%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)

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Overview

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

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

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

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

We Partner With

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

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

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

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

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

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

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

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

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

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Library

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

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

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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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[![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=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&webInteractiveContentId=185823046841&portalId=8302174)

[![See where Rayven's been in the media recently.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046770.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIMu4gan73ixGvzmC4uc72txBSJrBsou5SLkeum5bLhwCzht%2Fao813HWOtTdphPxnduE3zA0y7fchB5opRCeUCgjHUqYy1Tt0vvZ7gmXvBzJ1SiG611ZZVQItJH629aFLKLdysy1AmHWXukggKfMlw1FUQTxvtPWFQTSzbc4z7kOeCy9ztH7gDvTmsZf%2BRRLg%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=AVxigLI4dJB73%2F6q3J8n%2BXslJS4EhSiHsqjEDKVKJZSAJoaAsf1QRsZAapEa4JBjynQ%2BRLSIVm%2BjiMjachNXw3kptWKXaS38Vs7mP6O%2Fd75sszW6Eevww3v%2BTRnD%2BMnYMZs%2ByLlgRg%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=AVxigLI4dJB73%2F6q3J8n%2BXslJS4EhSiHsqjEDKVKJZSAJoaAsf1QRsZAapEa4JBjynQ%2BRLSIVm%2BjiMjachNXw3kptWKXaS38Vs7mP6O%2Fd75sszW6Eevww3v%2BTRnD%2BMnYMZs%2ByLlgRg%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=AVxigLJH07ov1uAfaZg89gPbl3o4qjGkGdCTnuow4gqxGlrLhLkOZocwDRS1TIBEndSfNnKn9We4WJiE%2FUAjc6DAzB5piFH6eiyTSzcjQbyimuJDn5sKQRw4BVof9ijJc2dq004OWstT9QJpZ0Rk%2B%2FQWJtuNlTT%2BgRe5rg01GTi5vpYSF7J4cD%2BTnpROk0nfBsB2gS3HDNAh2xONypd6O%2Fcsfg%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=AVxigLL5i2HpJdyNdsm%2FrJ2H%2B6iACVwbSwduVd7zdkvhELwEzZRGnAKpfesmQv%2F7%2BCpP6Ydc%2FOZd01JXg%2B9ls1MfJt1mZKbOQxVDRqDnuGLvg39rhevbwuSjgxQhBPfHi6TZe0mfNVqRiolmm%2FzkzhpQ2WK3onNLFHFXbhIDnN6XzAGw0vTTbyk1bycfEMyNi50q33zetSdtlcMbUQ%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=AVxigLJnh5K7meXQZN77KTdoNKOJhKfquUK0iIsHpLyIdnMezpmcsF4d7b4%2BbJEnOPXK6ez2unZ5238r6cAtClt9%2FJcGapgYg%2BsQ1ULg0WCXo8cYkR7%2FSLLL35PC9zgxBGtubIqyOU99sDuRdOeq12ZjrhrSo2UcRSsQ9pL9yF0cRoE3I2D487NR2Hp6HCfFVeoFOkKZDpyICtYAtg%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=AVxigLJztv6bZ7eUjH7T6fXKQs%2FNhYklk7lV9k%2FFoONhFTQYi2VsFxe2oSG6OCtlkYlIfodyZmmwZoz%2BCusky7SOyUmtDk7KGnNx2gkkqzfTPknl0PaIKpExbVRFnU%2BwgbuMrICjqo%2BssxlwqDpbtB1WFlX2Y4ybOszz%2F%2FPetjBhUnJ4FxGqLFYFhnEY8fpqJfSydoviLAq0spbMnK%2BQKaD6fjE%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=AVxigLIRnLggs1AUplE%2FTzRuDvcCIB8ZPttM%2Fj9jwGsce5QDnLziJsL%2BFmdED2k%2BzS5GXxDSGFSPGB9%2B8eg%2BBkGRkCHjBHEeQWyBVGkhlLqeSJbbsIAcHrDi5opTndiKJfNnv3mDyfJ%2FopWzjQOVo0RV80YgRlWiwhJVceIPYaBa7yrqYqbLHUCKOWuoj0wNG2SJqg18vwor%2FfZg%2B8izBkQ%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=AVxigLKheL8A4ScOIFUYAEePUa2GKXD8Hl%2FSCpwybkokncQvgoY5iUzHHhfPkTgGRnKbVo2BuUDbMl9d278D209u%2BeWCROzUtyMxi530twKltWKpgg%2Fpg6oxtXEEwTZR1s6NUlfbJrF13dtByQ0m9HYEhqUUbrOqOFNQh2CG%2BedcsWiWkHJixiXg6nPC7alYt%2Fz%2FDFsrIDBU0DXslSAlrPgcCLoheg%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=AVxigLLytg4GjYgrBlG1Qn4l8HQ7Ia%2FbNkrncpMu%2ForGWl%2BWOjoUPqOduplcmfeahHoxoarEzj1I5QXYgBbkFw9z8Clf8aY5huZgCt8kD21MJXOi4G8rUYwHKLFdP0UK19hRqMYV4aPCvjpG9bdmZhOx03%2FFbVN4lkjZBvpEdIBmOfc92YzzmgrJzUwfOKezaZS1%2F%2FqTqi%2FjDWxaX%2FYX9Y8okRYjiIQ%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=AVxigLKkYqj2Up4dbob0PrAvJ7ajVzj9%2FNPKua47jR8rpRe9o125fHXpOsVLJiKORTLR%2F4G3biuBMrtIl2x5dyoV%2BgUPQNuPpBTBSdBRm9cIBKKJ%2B2fXt1FlLpqNHEm%2FXTXUlLMTLOagwgj%2BwGtS%2BO39f%2FdRsJ%2BW6n19slm7f8M9a0j9Qa0S9tqFNtBONXE3aYiCfW3rq%2BNs8HJ%2BreMT8ERGAF4%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=AVxigLILNqpWYSgF2HdVuOmZKR1XOD2sw%2F8kRghAoeo6MkbSxBInBE6bEHCIL7LG5KCt%2Fxk9lsBIJYh7Cq32LZY30uYpSwcH7%2BROUdyWNAGZr4fPs8pkLMw4X2rBYdLQ8%2BpeahKevg2pnxr%2FkiYLmOqHDzbf25BDQVicpRBm%2F7CuoY2bPO9Ty%2FUxNhN6009j%2FCPSCFk52buk9OKnkVsyMBEkUw%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=AVxigLIOqsVvHyuDVgQzxzU1vS9JnOljRD6nWPlhj5XMJ6srtNBjvLsS%2B2etI%2FTOSTc235zlCho9zQycydNWBLU0F7K10FB4vFqJvKvzXwAEyUt3oiCzcMg8gFDUS2Lb3ydqSzNbWs6xmw8vvB0PfLdJvbutBzdWtzamxccbaI10X893VZq5mW293K5P0q92QgFymP9I%2Fb4ldGC7DZv8NhoKe%2B%2FPqueYF7QIm%2BUH0DagSzmA0Q%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=AVxigLLa9rODQegZpiohZ%2BdGPeIjjq6yTh%2Fq8GrgBTwTbZ2Z5kttmp4XSG3f2reQG%2FuRRZmLBQGeuBKETMa5HF93tP6yfze3nIl9UxOFA%2BQXYSgvd0tQKoo69FOH6rsuNu6dQ4N2UKjmvLLbQkP%2FTEKw1WzCQY8Q8dy3mtaNAzm3mGQNjZ0HpeowuveaNg1f4Kfn%2FRK3%2Fd3YWMeVefAIJzjWmisp&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=AVxigLKzkRJ9cLcRz0GdL7UE0yqLGL%2BF3AXGw%2Fxm2M6syPIHvzaP%2FKCpgBu31I8AiKp6%2BfLpff7z7R8JLh6fuJpYvsYvoqjyFGAnl0n2pV4o8ShQ9h4qV2XyotDdFDUBK2fMJ2kohtHoNa1t9%2F%2FXzJ7KSv3EaZ2OY3rz5A1lVYIMfGynv7OFOM4GO%2BkXUdr5o3QNGQOPhjGEnQr6l7lqANp9v1F05Q%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=AVxigLIKXSPfPoWKdTj%2F8jMvL17xi0hgNNOi%2BCcOF9lnmmSj2zaL7zP%2B2hSOP3ruxdm1PiYSyTpAk0LHtY5A7p7cLpATUQGkmpfWv%2BRZEoF7Rb5lipqjt4XgknvJ6MihDUVDulWrpHE4g8hWm8lIUG%2FINGGGnsPSzGCK1LWIzYus3ph710eerFa4Fz0GmgHIoQ2Wq6pNOvECzk2kqCMv5XG4rkeBbw%2BDe9g%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=AVxigLL46rV6xVr1PxE4SbRguUuJZrbtB0v2hCwKVL7CtuMouaSrG09fLXNUmW4xRYbXTPjmUHB0xL6coipCpLKiDhqlRV5PPTGsgvSzD%2FNxdnqyYBrv7U6lTxQnRSqWn2tzNSAITxx8HAB9v%2BfqPy7FMNPeMhTliGRM7%2Bizvr5Irj3vdi61anGwllcpkIHFVhOo8XPivAOUU2UJgbxtef9utOY%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=AVxigLIaPKm7Zvv7TBKCn7DhlAkqsXRMcUobqcYsmpnGoKFmjj54OhO1vHk4VHsX%2FdtjaNYWI%2FkH7Zh2Kth3rNBZLdBz68DfhSUK%2BWFaOy6I9wwp%2BhJIqjTiua0gmsKAfkaXaA0rNAQi2Y98%2B9ecqtBLqMooTLvGqJvy2U9vDur2ASoOvhNwSlprL%2BCZzakkhDJ7m7B3eHRrGhZf3yI%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=AVxigLKBA3xmX0VGNWDpy0rmYPtIbcZjamAMzXgJLZ%2FA6wLLYeLJFZPQuPJJG%2FTiKAiwYrJB3LgZw7bvPYTkRiD3DFK6xyw7hgNo9WL7jOuXY8SabXT9PbFoa1DXk3D8gdoqKUK78tccNN%2FiVXoq1xafB89iEdbQLbdHVgeVkOWGnR4LNxyHV0ccXqAlBYqBloyATKP1hQ%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=AVxigLLspL5n7MtVDqMKEMRac56OQbALXuk%2F0MBEz7NTlqWyEZ2xMlLC%2FMD2ujd0jUW2OOMTriB6VOiWgVjUI9salfOwnFhECAKcAxZ9qIU6tR0e2rfozv5m3i2mgPMBIyau7tT%2FJW1PMKyubabxzpvQpp1p0NHK%2FjrmWyKF475HzbP10Y%2FcpMRAJcRJVfz8Tp3Hr1zP&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=AVxigLIWOIASbVSVDa6Gicr6HD537QqQqNlLevyN2TT2ulDQockTwmLbOzfjfXhDP240OI8%2FDw4crfhNOjTvXNybjzuirphC40a8jQ4f%2FW%2F8R4Mrw1XGlCrpSXHsp1ebTApFOWPRv1x7nV2VZwv73BJ4TxTafEMKpqSj9ZYWUUTT%2FS9fkotK9aLzVIBRC5QxbJ1oSep07hOQLMxIng%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=AVxigLJ9aSvLJuvKA8zoT9kwvkaf9L0TO9Y9megvInksUK7UQ5SaPH0YB9evaB9wh5wJwbnVHBCcScAw2Jbl2%2F31sa4TM1cIjcgc5KBppZd%2BPmOxYvZBlaOawA9bjSoSF8M%2B2utZB4bKeU2ic7OMUTAud1ZUVpReKceLAp8xbjgTm4%2F5njLICKqCuGa3mn0HUeslXr3syTYfw8rzQkWfMlXGSRovEt0FwSE%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=AVxigLKKQspFH2HIWZw6GM2iAiXG7crD7YSAgPx58Bk%2FEnGmfga0wRvKIuusB6nDX2EI9FWxApf4Rz6%2B%2BHilEZsEmzEjOsdYlo%2By69pIr2CuWzixP1wXN3%2B6cGidOTGRFb%2F2F6fThTGaA7XT64oKH%2BTPBOhagj%2BzccCR3Y3jkiA%2ByVwViG3dKzTZeaWFbcVqq%2B7o2equpyjtXkLppXBwuhHXXq5Du4gaqIOJlsk%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=AVxigLJ42IGFTLchsfNJbwRMoK6Ya75GZYQ8aGaxkG7m4YJuLvsZqhG7wvbAWZ%2FM51XzcSl5aKxehFPNmbqD3LqL8O4Zhsd7E%2Bllplpz4SsiXggUzysMDEEgf4%2BeNgumFCl7SSKBcG4XSvUBhyaFu%2Fy7DTbstrqFHH7jBaDYooPVqj%2BR%2FfGG6KE9WZFIpTyIXfckcWSp1HMIZT5%2FKSQRIxR%2F6vK4IBiA9LY%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=AVxigLIWOIASbVSVDa6Gicr6HD537QqQqNlLevyN2TT2ulDQockTwmLbOzfjfXhDP240OI8%2FDw4crfhNOjTvXNybjzuirphC40a8jQ4f%2FW%2F8R4Mrw1XGlCrpSXHsp1ebTApFOWPRv1x7nV2VZwv73BJ4TxTafEMKpqSj9ZYWUUTT%2FS9fkotK9aLzVIBRC5QxbJ1oSep07hOQLMxIng%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=AVxigLLVchQiDkDFLuI5RHjeG5qfa4lLth85JpC%2BVvN%2FvV6KQewvtmAR5B9WOnF5jtvCVpi%2BmO5e9kyYO74hUiF56Gjnpr2sl6wZ5QIo%2BuVf%2BCexehQG42A5pLDsdpaRBtXy3OlX56T6kxaAsNFB3RAvZ2mDGPhlolVR34s8VkF6ipkQzDKAWvGY8sOtgQoZturxlPDMmyoA9FWEEHk%2BCaQ%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=AVxigLK59seAhzklRsTvt9gbB42GiS3uSvsSfbD2EvDgJIfB6kaSPRKqd%2BoV4khN8pQ54QxBQl6bmkfD976FshCLdCBybimPiWxHXSFf3606%2B85mq7XH4lKNhDUXqi10H59P5D30zWEbnxXGrk%2FN6ounoEYKIwjSSo3Rxj%2FgalyWTSJJTQ%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=AVxigLLCXGf%2B98HkHWJV9K%2F4Bv1JtxoNoRtX52F2mDYHQvfmQUloSXCLR4mGEssuhu581G7XG465E2tcKWmy0WsIYJojQkg%2FO8SU%2BbEk7osvczg3GN79BtqylgqAbbJWs9KAl%2F2PhHyBtezE1gFIfDh0X75YJf854%2F3svnpyL7tQbVeyfKljQsQ35v1sSUgkmA%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=AVxigLJa2ar89j6Tkey9pAjvj3aZ8sW%2FhKj53gEAfEA5laN2MGIkGFMCjK4Mjukce7S3q3MgD2kwxIu6%2BMA8VbhvBpeaq08d5dIPX7U4Zg%2Bmoq%2FwoCjVgHU788W82V9xholXgLQA2W48RjXbr2PF5pSBs0ZQ%2BCKd0J7iqqWuy3Bx&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=AVxigLKrfO4kc%2B%2B3dNy2JpCJNEQvXwCllbu4gAVpLLe9jMRxZRGrzNEG9FE54ez98SjvdlMPVH9bYBuEgr7%2BD%2Bv58AmFkroZLV3Z0zy5%2FF2%2B%2B13AzraUyIy39iuZBVbyGt%2FU%2BZ1RiW70tBlTVpSW0suOy9L0DbR2vaT9KTlgVAg%2B7MAPgkKbcF%2BGfzjWOA%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=AVxigLIKHSnCGO8W%2BRC29HqdAUOdM5tYXZFku2e%2Bpf3Q5EAojkhkabWP%2F1IafgF0cllqyrkksPZGTxIi0FStFXOjGZplUuyEzPwO%2Fq3g7G9JttJpgHvTRmbOMdLlfy985IRXDEo7PC43k8ba1k3wBjBN9vZ3W18CbNocKV95dfav6BuQPQBhOwECxPSgQP7IUPupr4xosEa6Pw%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=AVxigLJzVjUZqMJB6RcyspkhEE9CORE3%2By7qQkd7zX%2Fwb3h9VM%2FBJS2YyBb%2F7Z6HfGgpcqH9eJ2uY8jfnb%2BQZ2OffpWrAJV1PkD%2BwcEZk8H%2FUFboWj8RZgzzMf%2BdbtLS4cr8UELHvJW7yAD%2BGbvWBk6cff7TDqlrNccy0FpP5p%2FSD5HWK9p869Mr%2FMQOqw%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=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&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=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&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=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&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=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&webInteractiveContentId=185823046841&portalId=8302174)

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

**

### Overview

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

**

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

**

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&webInteractiveContentId=185823046841&portalId=8302174)

### We Partner With

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&webInteractiveContentId=185823046841&portalId=8302174)

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

**

### Library

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&webInteractiveContentId=185823046841&portalId=8302174)

### Our Company

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

**

[![Learn more about Rayven, our mission + history.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183792126777.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLK%2FFKaSRY28VqbLMzosOMrKcNDxK1QXs7sR%2BY4uoc8noi8snfRAy%2Bwg7ql68oqtsCOVPyBRc5rSF5%2F9RtopJldyoHyVDj5R8r%2BEyJzln6W7jNtQNSFvQLDm2W8hjRlVm4txsrHXxdk%2FWW8CCxTUtOc%2F1dtbZL9qSZztgB0VIU3%2Fxw%3D%3D&webInteractiveContentId=183792126777&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJFdSX4NG%2BF9P5VX9Tzhp0pZPowo4etaj37jRnaMwRNZr6dgz3rMo1snKreaR1DAXBbK%2F%2Fr80CZX61t7Yj2U%2BZIwJG5BiiHPULDcXvUufsmAX7vMmaeFtJeGli9WbyDOofwSaks7oBserx9deTm3PbSUmd2ffI5AIGZZlERp9g3&webInteractiveContentId=185823046841&portalId=8302174)

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

**

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# AI + IoT will change the world, but not everything is an AI + IoT problem

 Paul Berkovic, 25 September 2020

Much has already been written about the revolution that AI + IoT is going to catalyse.

The fact that we’re in the midst of the 4th industrial revolution doesn’t mean we’re going to wake up one day and a tsunami will have occurred that’s destroyed many of the industries that we’ve relied upon and made swathes of businesses obsolete or uncompetitive. 

The truth is change is a constant, but disruption is rare, and integrated data, AI + IoT technologies are one of those that will drive real, permanent change for lots of industries. However, that doesn’t mean it's the solution to all of your business issues, or even all of your data-related problems. There are two very simple reasons as to why this is the case for IoT:

1. IoT, real-time data integration and analysis is complicated (and potentially costly) to implement; and
2. Not everything yet has a use case or has been proven to be of business benefit - they're nice-to-haves.

There is absolutely no doubt that [hybrid iPaaS, Data, ETL, IoT, ETL, BI, App Development + PaaS platform](https://www.rayven.io/rayven-platform) will transform industries, create new ways of operating, and that done well will provide businesses with a competitive advantage. However, for that to happen, the technology - or more specifically collection of 5 things that make an AI + IoT solution - needs to be able to demonstrate bottom-line benefits to an organisation or they simply won’t be implemented.

## How hybrid platforms will drive change.

The only way to do that is to test the solution in-situ with particular use cases designed to fix a specific problem. Yes, there may well be established use cases and productised solutions that exist within your industry designed to manage a specific function or process, but until you’ve implemented IoT and applied it to a particular problem in ***your ***environment, you will never know the true potential for it to impact your specific business.

The reason for this is that every field, production line, building, or retail site is different. It’s used in different ways, by different people, in different places. Your raw ingredients, tools and technologies are different. You run at different speeds, temperatures and times. Your business, sector, and space is unique; and for IoT to make a difference to you, it - or, more specifically, the people implementing it - needs to know that.

It’s also really important to note, too, that data, AI + IoT platforms aren’t likely to take people out of the formula and digitise or automate everything. What it enables you to do is create a method for standardising the way you collect and combine data, analyse it in real-time, and make smarter operational decisions that save you time and money.

### The IoT decision tree: what is and isn’t a project.

Integrated data, AI + IoT platforms have thousands (if not millions) of different potential applications to your business and sector. It’s likely that, at this stage, only a handful of them are worth worrying about.

To help you determine whether the problem you’re assessing might be an IoT one, you can use Rayven’s IoT decision tree:

![IoT-decision-tree](https://www.rayven.io/hs-fs/hubfs/Imported_Blog_Media/IoT-decision-tree-1024x576-1.jpg?width=1024&height=576&name=IoT-decision-tree-1024x576-1.jpg)

Taking this a step further, Rayven believes that integrated [IoT platform](https://www.rayven.io/iot-platform) technology makes sense only when:

1. You’re collecting data from a sufficient number of sources that can be combined, ETL and analysed to identify areas for improvement (Data Science);
2. The platforms that you’re putting in are able to 'learn' from what they’re doing, and can affect change i.e. have machine learning, automation + direct machine control capabilities; and 
3. When the people that are building the front-end solution that your people will actually use understand you, your sector, and are able to create a solution that meets your precise needs (Industry and Business Knowledge).

To deliver meaningful change to a business, integrated data, AI + IoT platforms (like [Rayven's](https://www.rayven.io/rayven-platform)) need to fit it like a glove. When engineered, your end solution needs to be created for a defined purpose and be comprehensive - the inputs be wholly known and the outputs readily measurable.

To successfully adopt novel technologies like ours, you need to find its true value, closely examine each use case, determine whether hybrid platforms are the right way of solving them, and start small (whilst thinking big) before proving its efficacy and scaling.

If you need help or would like to explore potential use cases within your business or for you customers, [reach out to us today](https://www.rayven.io/contact) and let's set-up a time to talk - we'd love to help.

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#### Author

Paul Berkovic

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### Explore further related content:

<https://www.rayven.io/blog/what-does-ai-have-to-do-with-iot-and-iot-solutions>

Blogs

## [What does AI have to do with IoT and IoT solutions?](https://www.rayven.io/blog/what-does-ai-have-to-do-with-iot-and-iot-solutions)

 Artificial Intelligence (AI) and the Internet of Things (IoT) are two of the most rapidly growing technologies of our time. Both are changing the way we live, work,...[Read More](https://www.rayven.io/blog/what-does-ai-have-to-do-with-iot-and-iot-solutions)

<https://www.rayven.io/blog/end-to-end-iot-platform>

Blogs

## [What an IoT platform is, the main types + how to pick an IoT platform](https://www.rayven.io/blog/end-to-end-iot-platform)

 There are thousands of IoT platforms on the market, but they are not all created equal - in fact, far from it.[Read More](https://www.rayven.io/blog/end-to-end-iot-platform)

<https://www.rayven.io/blog/difference-reactive-preventative-condition-based-predictive-maintenance>

Blogs

## [What’s the difference between Reactive, Preventative, Condition-based and Predictive Maintenance?](https://www.rayven.io/blog/difference-reactive-preventative-condition-based-predictive-maintenance)

 There are numerous different maintenance strategies, but what are they all? Where are they best applied in an industrial or business context? And what are the...[Read More](https://www.rayven.io/blog/difference-reactive-preventative-condition-based-predictive-maintenance)

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<https://www.rayven.io/blog/not-iot-problem#body> 

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