---
title: "AI Data Fabric vs Data Warehouse: What's the Difference and Which Do You Actually Need?"
description: An AI data fabric is an architecture that connects, harmonises, and activates data across distributed systems in real-time - without requiring everything...
image: https://www.rayven.io/hubfs/agent-fleet/blog-heroes/ai-data-fabric-vs-data-warehouse-hero.jpg
---

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

 

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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=AVxigLLpl%2Bt2WwrF7Gf6%2FonIg%2B3Rt2dnO2p4M9nrvbb7vjVIktRL5n3BnFxAxYsaKandPtU0uhZHtYIJ4SAQ9%2B2JMfBkQMyHbQPzMes4BuTZP9sHPgXrfJHbaH6h%2Bs073trzEZHoYJU7j2cIHs%2FfxIqUAglp63MiwtjGarDqirFPz0FHc4jaVbjX%2BetJQkQZ4W%2FAkbUfm5ZsJfMILA%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=AVxigLKFFkMJyiV4cw5yoxEQX7vvnutuf%2BrNttPwN4ne7WCI9whs0qKMxGcvR%2B6vVU%2FUGshBHSgivMdeXuYHTy3e4QpEyC%2FtIcAaT18BOhvCD57opFdT6Sd814KovGwayIEtuN6P0A55JbuGG6B16TsEy8hXIjrvfV9WeKcbKCeps%2BJwa3fJ2kPm1Eg87qmUv9zWAjlTe4e5Ic4aBw%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=AVxigLLPpGM8QQrdwIbpr0CJVebBtiHl6NecgmP49LbYOl8dZE4CdDmDEPcDe%2Bdc%2FZjQ0IAsehbml%2FwZrFWh4BryZL%2BrxfIIlAlh38XmWSMoTp4RAPqTkCp1Poak8JB5qVdhw1hQ63%2F6fl01AqFTAvmumkbJSmPsInTJIJAcUbhQMB6LZsacmiWRLdilIDMqTl70op3oGOqIYeCy79ZNMCkxlAs%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=AVxigLKFmE%2BtCUxaT7J9mrZij2HEESpxjjX295zemrMd7QN6rBG2kZ%2F2Gh8CqDfEjt5BwBtCabbhUlK8ESnnuHt8zicrQyWgTkSpncLCPsmzU%2FFDoYcdG8bBBu8aSU%2BhpvT22ZmWMVsyhewUqpTrOvwLBI6q4%2FT7dycIwyeHBlIOkASmc%2BBoKsCIf%2Bx0IqMilzsLHKLchhu3sQTVGL3LO0o%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=AVxigLKDpMi4S1wIqGt2YOylnjQFAzMaHGc3d6aStkdii00ghkG7V4Se0yO0IRxS8cKk0yBzNOfyIddyxulMIPv8DOe7pyBkHJrd2ZpUbSLbcmwPADyzyxEzCsu51HQqKKpKsZRkfYvzaud7XLcCOnyyQsawk7sX7HfltT%2FlOACpC9xrtW6IPIfayIhMtAfRpk%2BmN99VftU%2Bm1X5%2F%2FDsYttMJLd1bA%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=AVxigLK5e1eKm2eWuDqj4YpGguUMl3Dh8QUrcSJAJCLW1FaW2DDjnV4SyHtO5JdCxnZlsFPZQiBrOGpur4ZoLM1LDo4IPDiesOfmtJuJUg0aP12vBMVeE%2BJX%2BSgRjhw3dVnNsdPb7bvLoLrjyvipbTmRnyHnApGnJh%2Bo6tW3n71cqyvUwxxBC4E6oOoyFkR6iLBWMCduBXr6FpgiMy%2Bu48QT13OcG8U%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=AVxigLKj59v6b2hQ48s8%2Fc1Rl1AaQQvpUhC%2Bj2hACm%2F9lnmOZm3PtKkkdpc%2FtI%2FM36jfOw%2BA51CC3pDcfVcLXxEcw1zCz7F4E9i8hFZZJBL9aBVn7rp%2BaEJ7vdMRJ4pPghW6fJUDTpaRzEqxoMrMVfjsRxJzu1q%2FDYt0HhM7vPnT0sRsfaoWdgPIxLI6tSpkXVb9DYiN70VU7S6NRtBir4IYcoI%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=AVxigLKnwSJ2qJkbo1UcUQOPdOHlGrmQYlIF2go2BNOny2i6vUfQ6SFAU3bRsduelPXEWvPnvjr7f2rFxCq8%2F1NVxq9AEZexskr%2Fc3Z7j9NXMDtbmJTrJrOsh4SeVBW08jIdW3FdXKQbyJJGy5C41Iv%2BZKcAtP%2BouioUOjbO1poHz5vzGcpPRfYE33VJ9GBEaQ7w3Q%2Bh2xJLzO%2FZxumu3%2FOtDA%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=AVxigLIBqGpjJSvxInprou3wYvxI3tGyZgVj6Pmw%2F41YaU%2BAlqb3dtP6xDZKn2j2CR3M0%2B4uxTjHGsPPfMOLJ7iwRGuIkawCDk9VE1jFy6Gb3sUkk%2BDdQKiyNnlLyokbJQEDQWzcLBzp2tXffiZ8Zf9Sm2bawiywPG5319ZZYALEVNJZUdf%2B%2B3BAxC2Uu8ZPn4ZbcpYVADtevbzUVj1W8zqVd0Y9jy2GwNL1yjLvuk8xnwRVSg%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=AVxigLLlJRg98KMZCeIDKrjwrMiAa%2BvLPoPsQUgtFYsN%2F0FFqX2NP1MDXFhzT9pBosGyfdol2I8fHGZjqHzY2X%2B6tGjjYrWs4mfvqAryL6IKpBzAjzFTj1YaQJYmhzZdpRzkOfyCTglL2d8HphIPpDqwnh831zVKuZghAFdgmtamdwR9QBzvbuixfs9Sw3aiJnM31pakenHanU7hTrf43J8asTD6&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=AVxigLI84Se5%2B5aIP6ndvsUGE0mDq%2Fw%2Fcp6tQU9ke2ePuXyuB8PbtCVT7MH7%2BlriQdsby1WZtPcvgmmN7s01I8nN8NiUpyu5sCUStAN1ZxYQKLQz%2FIstNGP1sBFrwXPelVPSl3Jg0s%2BxcXoVk2oRzrEZxoAZZx2S6dYHBBwzX%2BeUTYojMeoLstbfCeRmUzsJbvEuRYT4IC9mETU5%2BDXqujzsYCtmyg%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=AVxigLLumAEgUtcwFsfBUvuXyTgZK2kqMgloo9KJ0IA7IbjO36s0SaGbxAp%2FL16PAuoDTcQ9T2HiT5OyIyj%2FvxaK6zlYkRjQz1LCJR6ij9Ys%2FmC7bHZXGiMZ0LadsljXmMyh0%2B4TXTVKBVittW5Z8X7HAnENVMGFCSc7vH%2FFnuK4B2zEHOh9BIFbqxL48EcUgeEm5BNgRCBPRRdwVQ2UxM9cgeEOSoYy21k%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=AVxigLIPyd%2F3A9P3rip4Xf9v%2FS45isKVFq%2FuCwurjVJwGeECW3v9BI%2FQQjkZOnj%2F1ivDpdHaedal%2B5tixgBN6886kr5j%2BmgORMsyfa0U5Kpm08RS1iezTTfb%2B%2FuFDeH5D5TQZ7xk9KTZCfXH2P04Dy%2B3PuPyP4tJgwRhpfjJfOUyXB1%2FTbjpk8v5tG7YT%2BNQy4y1Q6K3Qx3x3EoijkqqcIewwPI%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=AVxigLK2Fcu%2B%2B6hLvdQVu%2B%2BR5OX5l6%2BCxtN%2FyiE86MJpqsv8uPAqjnGyGOkEQGCxtpUUe7%2FdtZc2C1Fvm4FohnBRRoEN5imT5FJV7%2BfRQViJvr8JqBHF3V8l8hoandZFIUhKGGyvIG0kaBFdE0Z9S2Hje4x6x7JY2G3m9ea9z8Eiof7TGiBS0Xz0Bx4lNrA%2B467c0lL0Ecin5Y9s2Gg%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=AVxigLKZiYO90m3ckJsSlhe3DaqsFSlc0yWPkIxUFDyyRF04yb%2FxWQjb2edN6o2Vset%2BlElpkwyXR79LVGHLc6Y3jJ4WNWE1cqczoYPd3B6cs8xZSiER8M8o7RbLh9UIamm1JrBtt9kNk1OFkY1OAgaLIYZ7DsLoE88ptdacd4LshY2Tt0oN5i1Ch%2Fjb7VA611DTFxEyVg%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=AVxigLKrRj4gm9k2XMLmJ1mKnlxHK6A4YbTQQXXfMLKc5DR4e28zItpqWNokwRKX5BJn33KuDxShN8modxle%2BN5r3szHe4DMVG7RjP3KnIG8ao5dZhCT41KjAv6bN%2F6W6CzNNAsCmhjNVCATl5DlSvoppcF12Sq4cOz5N0FovEj%2F4aF%2BWQl%2B6pNZpUIs8WyiC%2BI2rY7n&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=AVxigLL3kOmQv%2FmrR2wM%2B2kfAP5UQ%2Bn7OIX5jPowtnOaC%2FhXKpF3cNS735kUEypN6%2FJFCml51Il8ScHvPx5mTnikYUDuRXaUyHDkTeDk0I2paQas932QK9bTUxYAP1Tp9EcaGRiJv4GLmW4dnIKepYOpj96%2BDrBOZmZl93UWqt5dNdhejFy6uthoEJDG9FbH4VukMDjbnmbFxgHTOw%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=AVxigLJemPvskQNZ5kicGHZBLGUvG86CKuXh0YiIqnbzVIlivUFqVE6FEK8sOj2EMuzm8R429abXHBe5briXJI0QzgpgwQsua%2BHGlE1ZLOs6HL3bHOAB7%2B7W4mN2jb9iV1ANRFuuhhE%2FYDpBwIta17WjcLlb%2B05YpKQEe22hIoLWiP8rcL1nucrL81ZePopVJ5gfmxAmqeMD77TYlGmoyXe6EYapUI0iC3g%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=AVxigLLQXl7R1kqvxacfAfSk1tQjSFM%2B8tTc2AX3v5RCnw51PiBtLdpnfEb3Cx4HHsIQXEJjQ1tvEznTYWaYGg2eRvPpSArqVeVSMrTNImqFKXG1K%2FQoH39ndFi8bX2quDSSf23ecegZSK5oAdHBo6sRsOxG41KM8Vodz1qGO%2F8EiU3onmisYc%2FRYbRKHlUlHJaGuhjymxC%2F9LcdsJWNu6UvDebnhMD%2BKYVivrw%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=AVxigLIMUGAfHSfZ%2FCkZOzPtxCa0b%2FpxOuYdcUIOb0bysW6Dtjh%2BoHgaEgYSXEHeXRmi02%2FPZCoKCi9MHAcqT9CBr0gVQgaiwLDVSLdmKy9rZeBh7dwyCmN4Z0UoR3QpPswEiiW1XuegesU3dsiLsf7CoTqy4Q8q7DrmlQshDPIm9areuQX7FTDYRJRijjEFNK4SOLDLMqZCiZWvpxfS06QqBZDB8sjbnYA%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=AVxigLL3kOmQv%2FmrR2wM%2B2kfAP5UQ%2Bn7OIX5jPowtnOaC%2FhXKpF3cNS735kUEypN6%2FJFCml51Il8ScHvPx5mTnikYUDuRXaUyHDkTeDk0I2paQas932QK9bTUxYAP1Tp9EcaGRiJv4GLmW4dnIKepYOpj96%2BDrBOZmZl93UWqt5dNdhejFy6uthoEJDG9FbH4VukMDjbnmbFxgHTOw%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=AVxigLIq1KoaZBA9EBMjk%2BfK28X2LY1SDgzzHLOjbdbgPwFi01Z7P8fzFFKK%2BOkyDOjA2yXPCff6NU5SxXk3DrGhYxvPCsa4zP5C7I28FuSNs8974xWb3QEbthB8yNq%2FXqiq2yIQ3N3ZbYIxprPW%2FBYnQ%2BHrpbfRiaS8CyBhYjJmuBJUxMXHKTLVr2k84ykx0v3Zute3sSqs%2B9skIOgxfG8%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=AVxigLIqmt3VnHF1sxdXi1vVCPux2w8dXNx8ZH86%2FPq5hK2GKHp%2FTA%2FLSyIT3Vb2rnd3C2WJ0nG0f%2Bk2O5%2FSpkNvDHVASlLMAsRdwZDncJdBXASGfWgkkujnIXlyCWPeNP2eyeOrrqL7lEQM9Meuq7g2fXOdz1wD%2FDsotxY0Ugfs%2Fm9Dbg%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=AVxigLKlThP36iERDuzv9O1Ng%2FrRVqOWjs%2BBZtQJLsWeunK%2FnYvktJGGxmPXE1BgKHLEtIOqhhbfMZUtf8Aqud0wNwLj22rojVtN3rnM552bbwUQkuMcLIefDMrnVlL4gk0YIjVusxkLoy26nxjfNojLB7ruaGG4vmr%2FcvrYVCv8%2FQ8QiLqIHHMJy05nC%2BiamQ%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=AVxigLIGTTYYA%2FFi5K2LAEiCVDjy00mSR6B59H8HTfw7ccploQl6kJ3CN8Q5pYlF2125Z3AV3HV8esX%2BV0wPVshnksc%2Fqb%2B%2BHWC7ktx4Kd69oiQum%2BSNGdGtJdTFmVxo6OA51w1wrSNxuxPLY0j8geSmbB2X%2FhkukXtP2QmEwdWW&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=AVxigLJ%2FNM3WPJqmyVmRuqXLR%2FDratPahyW3Thhj%2FDaFcrOpj6EVhGx1v4Ou3JdsyBVkymOZHOrGAxZDLQeXCs9NmQZm2LkcRP9uStnUA2XKLd2ST2Hzb9pSDn%2FDQL3fN%2FTjlc3XXoKR3Et%2Fe3qJto1L72Pkpd8MW76mGxZ9ZTZvzFL1tEjVW8MCDGt8vw%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=AVxigLLi6RNIWK1s00caENUIRC77yFEiuV%2BGG6L6yyxE2gH9%2FbTetjsK5rs4SzgLqag6rdMe%2BGt%2FuqfHQKzcz8BaXqUqe5NI9kOFnWrZzernf1cOltkdcmhYn2NYfGz9NPCWHO67Z4Wi9MFquVOiUE0VKKDM%2FGXpYXqYvOoCbteL8DUP1za7DQjYh1PG3ecy3NAW4VYagd%2Bl2A%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=AVxigLLItBxjVnzlGjcRVClTURHxioWDqVN7CCCrqs%2F1K5tWaqd2KWdMAzEXsLa%2BdC6j0ZU1GyVUcLGWcMcPMfOCMPGWkyU7Wguesh4vtrNQgRQACGSCS2yUW%2FSa8sqMsu%2B8ce0RZZubSv1a%2Blfqb%2F%2Bua3dqb5av1BhMDhotcXr3AU3pQubHQbrDQ1mJow%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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&webInteractiveContentId=185823046841&portalId=8302174)

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Overview

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

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We Partner With

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

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Library

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

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Our Company

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

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

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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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&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=AVxigLKWMLX4oJiKAx1B5bpbyXl7GJU02VosWVOVlzZxvUHcEnvRWgeb46fokA4APGfNaiOrkmVPdqYjWf0MU9TO8Z3yyDPRUgU3raeYO4BVZtybol8jL6h95HojB4F13cgBXIzchOG9Y8J1K0XovHCiJ6SC45KyShfx6ulQm%2FsUzzwfB4VwgcmXpgF4FAZ1OLIqGQ%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=AVxigLKAuTKlkHIroLmcreuwgM1BGZupiPiuM8oiupZuP%2FUjvgRHXorbdXOKMHC%2BLeai3jQFKfyJWvpGRSCPROR6Y1P3eRUKxpM%2BuccpjBg%2BR0ZNq5p65pSGAuBp5sa1z7ZsQEJyuA%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=AVxigLKAuTKlkHIroLmcreuwgM1BGZupiPiuM8oiupZuP%2FUjvgRHXorbdXOKMHC%2BLeai3jQFKfyJWvpGRSCPROR6Y1P3eRUKxpM%2BuccpjBg%2BR0ZNq5p65pSGAuBp5sa1z7ZsQEJyuA%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=AVxigLKtJcYq1wZEB26tXnRqp6pgiLRTmBhQRnv1jG8FfsYQ3XMCK1KEZztxKoLGzwRCQkAJHfimk7Rplz1bVYEh6yTlox7Vv8tsb6WGzF7Qxn%2FgIu%2B6CiKXSxLT9j9ikQkNibGDH%2Bhh9MlucXunbdj3GTZFZa3xBQUJekBB6lzkP%2BWL5PcaZn7yjsuy3IvMMxx2XjF%2FgkE0ErK97Cn%2FPz6%2BPA%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=AVxigLLpl%2Bt2WwrF7Gf6%2FonIg%2B3Rt2dnO2p4M9nrvbb7vjVIktRL5n3BnFxAxYsaKandPtU0uhZHtYIJ4SAQ9%2B2JMfBkQMyHbQPzMes4BuTZP9sHPgXrfJHbaH6h%2Bs073trzEZHoYJU7j2cIHs%2FfxIqUAglp63MiwtjGarDqirFPz0FHc4jaVbjX%2BetJQkQZ4W%2FAkbUfm5ZsJfMILA%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=AVxigLKFFkMJyiV4cw5yoxEQX7vvnutuf%2BrNttPwN4ne7WCI9whs0qKMxGcvR%2B6vVU%2FUGshBHSgivMdeXuYHTy3e4QpEyC%2FtIcAaT18BOhvCD57opFdT6Sd814KovGwayIEtuN6P0A55JbuGG6B16TsEy8hXIjrvfV9WeKcbKCeps%2BJwa3fJ2kPm1Eg87qmUv9zWAjlTe4e5Ic4aBw%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=AVxigLLPpGM8QQrdwIbpr0CJVebBtiHl6NecgmP49LbYOl8dZE4CdDmDEPcDe%2Bdc%2FZjQ0IAsehbml%2FwZrFWh4BryZL%2BrxfIIlAlh38XmWSMoTp4RAPqTkCp1Poak8JB5qVdhw1hQ63%2F6fl01AqFTAvmumkbJSmPsInTJIJAcUbhQMB6LZsacmiWRLdilIDMqTl70op3oGOqIYeCy79ZNMCkxlAs%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=AVxigLKFmE%2BtCUxaT7J9mrZij2HEESpxjjX295zemrMd7QN6rBG2kZ%2F2Gh8CqDfEjt5BwBtCabbhUlK8ESnnuHt8zicrQyWgTkSpncLCPsmzU%2FFDoYcdG8bBBu8aSU%2BhpvT22ZmWMVsyhewUqpTrOvwLBI6q4%2FT7dycIwyeHBlIOkASmc%2BBoKsCIf%2Bx0IqMilzsLHKLchhu3sQTVGL3LO0o%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=AVxigLKDpMi4S1wIqGt2YOylnjQFAzMaHGc3d6aStkdii00ghkG7V4Se0yO0IRxS8cKk0yBzNOfyIddyxulMIPv8DOe7pyBkHJrd2ZpUbSLbcmwPADyzyxEzCsu51HQqKKpKsZRkfYvzaud7XLcCOnyyQsawk7sX7HfltT%2FlOACpC9xrtW6IPIfayIhMtAfRpk%2BmN99VftU%2Bm1X5%2F%2FDsYttMJLd1bA%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=AVxigLK5e1eKm2eWuDqj4YpGguUMl3Dh8QUrcSJAJCLW1FaW2DDjnV4SyHtO5JdCxnZlsFPZQiBrOGpur4ZoLM1LDo4IPDiesOfmtJuJUg0aP12vBMVeE%2BJX%2BSgRjhw3dVnNsdPb7bvLoLrjyvipbTmRnyHnApGnJh%2Bo6tW3n71cqyvUwxxBC4E6oOoyFkR6iLBWMCduBXr6FpgiMy%2Bu48QT13OcG8U%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=AVxigLKj59v6b2hQ48s8%2Fc1Rl1AaQQvpUhC%2Bj2hACm%2F9lnmOZm3PtKkkdpc%2FtI%2FM36jfOw%2BA51CC3pDcfVcLXxEcw1zCz7F4E9i8hFZZJBL9aBVn7rp%2BaEJ7vdMRJ4pPghW6fJUDTpaRzEqxoMrMVfjsRxJzu1q%2FDYt0HhM7vPnT0sRsfaoWdgPIxLI6tSpkXVb9DYiN70VU7S6NRtBir4IYcoI%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=AVxigLKnwSJ2qJkbo1UcUQOPdOHlGrmQYlIF2go2BNOny2i6vUfQ6SFAU3bRsduelPXEWvPnvjr7f2rFxCq8%2F1NVxq9AEZexskr%2Fc3Z7j9NXMDtbmJTrJrOsh4SeVBW08jIdW3FdXKQbyJJGy5C41Iv%2BZKcAtP%2BouioUOjbO1poHz5vzGcpPRfYE33VJ9GBEaQ7w3Q%2Bh2xJLzO%2FZxumu3%2FOtDA%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=AVxigLIBqGpjJSvxInprou3wYvxI3tGyZgVj6Pmw%2F41YaU%2BAlqb3dtP6xDZKn2j2CR3M0%2B4uxTjHGsPPfMOLJ7iwRGuIkawCDk9VE1jFy6Gb3sUkk%2BDdQKiyNnlLyokbJQEDQWzcLBzp2tXffiZ8Zf9Sm2bawiywPG5319ZZYALEVNJZUdf%2B%2B3BAxC2Uu8ZPn4ZbcpYVADtevbzUVj1W8zqVd0Y9jy2GwNL1yjLvuk8xnwRVSg%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=AVxigLLlJRg98KMZCeIDKrjwrMiAa%2BvLPoPsQUgtFYsN%2F0FFqX2NP1MDXFhzT9pBosGyfdol2I8fHGZjqHzY2X%2B6tGjjYrWs4mfvqAryL6IKpBzAjzFTj1YaQJYmhzZdpRzkOfyCTglL2d8HphIPpDqwnh831zVKuZghAFdgmtamdwR9QBzvbuixfs9Sw3aiJnM31pakenHanU7hTrf43J8asTD6&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=AVxigLI84Se5%2B5aIP6ndvsUGE0mDq%2Fw%2Fcp6tQU9ke2ePuXyuB8PbtCVT7MH7%2BlriQdsby1WZtPcvgmmN7s01I8nN8NiUpyu5sCUStAN1ZxYQKLQz%2FIstNGP1sBFrwXPelVPSl3Jg0s%2BxcXoVk2oRzrEZxoAZZx2S6dYHBBwzX%2BeUTYojMeoLstbfCeRmUzsJbvEuRYT4IC9mETU5%2BDXqujzsYCtmyg%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=AVxigLLumAEgUtcwFsfBUvuXyTgZK2kqMgloo9KJ0IA7IbjO36s0SaGbxAp%2FL16PAuoDTcQ9T2HiT5OyIyj%2FvxaK6zlYkRjQz1LCJR6ij9Ys%2FmC7bHZXGiMZ0LadsljXmMyh0%2B4TXTVKBVittW5Z8X7HAnENVMGFCSc7vH%2FFnuK4B2zEHOh9BIFbqxL48EcUgeEm5BNgRCBPRRdwVQ2UxM9cgeEOSoYy21k%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=AVxigLIPyd%2F3A9P3rip4Xf9v%2FS45isKVFq%2FuCwurjVJwGeECW3v9BI%2FQQjkZOnj%2F1ivDpdHaedal%2B5tixgBN6886kr5j%2BmgORMsyfa0U5Kpm08RS1iezTTfb%2B%2FuFDeH5D5TQZ7xk9KTZCfXH2P04Dy%2B3PuPyP4tJgwRhpfjJfOUyXB1%2FTbjpk8v5tG7YT%2BNQy4y1Q6K3Qx3x3EoijkqqcIewwPI%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=AVxigLK2Fcu%2B%2B6hLvdQVu%2B%2BR5OX5l6%2BCxtN%2FyiE86MJpqsv8uPAqjnGyGOkEQGCxtpUUe7%2FdtZc2C1Fvm4FohnBRRoEN5imT5FJV7%2BfRQViJvr8JqBHF3V8l8hoandZFIUhKGGyvIG0kaBFdE0Z9S2Hje4x6x7JY2G3m9ea9z8Eiof7TGiBS0Xz0Bx4lNrA%2B467c0lL0Ecin5Y9s2Gg%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=AVxigLKZiYO90m3ckJsSlhe3DaqsFSlc0yWPkIxUFDyyRF04yb%2FxWQjb2edN6o2Vset%2BlElpkwyXR79LVGHLc6Y3jJ4WNWE1cqczoYPd3B6cs8xZSiER8M8o7RbLh9UIamm1JrBtt9kNk1OFkY1OAgaLIYZ7DsLoE88ptdacd4LshY2Tt0oN5i1Ch%2Fjb7VA611DTFxEyVg%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=AVxigLKrRj4gm9k2XMLmJ1mKnlxHK6A4YbTQQXXfMLKc5DR4e28zItpqWNokwRKX5BJn33KuDxShN8modxle%2BN5r3szHe4DMVG7RjP3KnIG8ao5dZhCT41KjAv6bN%2F6W6CzNNAsCmhjNVCATl5DlSvoppcF12Sq4cOz5N0FovEj%2F4aF%2BWQl%2B6pNZpUIs8WyiC%2BI2rY7n&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=AVxigLL3kOmQv%2FmrR2wM%2B2kfAP5UQ%2Bn7OIX5jPowtnOaC%2FhXKpF3cNS735kUEypN6%2FJFCml51Il8ScHvPx5mTnikYUDuRXaUyHDkTeDk0I2paQas932QK9bTUxYAP1Tp9EcaGRiJv4GLmW4dnIKepYOpj96%2BDrBOZmZl93UWqt5dNdhejFy6uthoEJDG9FbH4VukMDjbnmbFxgHTOw%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=AVxigLJemPvskQNZ5kicGHZBLGUvG86CKuXh0YiIqnbzVIlivUFqVE6FEK8sOj2EMuzm8R429abXHBe5briXJI0QzgpgwQsua%2BHGlE1ZLOs6HL3bHOAB7%2B7W4mN2jb9iV1ANRFuuhhE%2FYDpBwIta17WjcLlb%2B05YpKQEe22hIoLWiP8rcL1nucrL81ZePopVJ5gfmxAmqeMD77TYlGmoyXe6EYapUI0iC3g%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=AVxigLLQXl7R1kqvxacfAfSk1tQjSFM%2B8tTc2AX3v5RCnw51PiBtLdpnfEb3Cx4HHsIQXEJjQ1tvEznTYWaYGg2eRvPpSArqVeVSMrTNImqFKXG1K%2FQoH39ndFi8bX2quDSSf23ecegZSK5oAdHBo6sRsOxG41KM8Vodz1qGO%2F8EiU3onmisYc%2FRYbRKHlUlHJaGuhjymxC%2F9LcdsJWNu6UvDebnhMD%2BKYVivrw%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=AVxigLIMUGAfHSfZ%2FCkZOzPtxCa0b%2FpxOuYdcUIOb0bysW6Dtjh%2BoHgaEgYSXEHeXRmi02%2FPZCoKCi9MHAcqT9CBr0gVQgaiwLDVSLdmKy9rZeBh7dwyCmN4Z0UoR3QpPswEiiW1XuegesU3dsiLsf7CoTqy4Q8q7DrmlQshDPIm9areuQX7FTDYRJRijjEFNK4SOLDLMqZCiZWvpxfS06QqBZDB8sjbnYA%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=AVxigLL3kOmQv%2FmrR2wM%2B2kfAP5UQ%2Bn7OIX5jPowtnOaC%2FhXKpF3cNS735kUEypN6%2FJFCml51Il8ScHvPx5mTnikYUDuRXaUyHDkTeDk0I2paQas932QK9bTUxYAP1Tp9EcaGRiJv4GLmW4dnIKepYOpj96%2BDrBOZmZl93UWqt5dNdhejFy6uthoEJDG9FbH4VukMDjbnmbFxgHTOw%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=AVxigLIq1KoaZBA9EBMjk%2BfK28X2LY1SDgzzHLOjbdbgPwFi01Z7P8fzFFKK%2BOkyDOjA2yXPCff6NU5SxXk3DrGhYxvPCsa4zP5C7I28FuSNs8974xWb3QEbthB8yNq%2FXqiq2yIQ3N3ZbYIxprPW%2FBYnQ%2BHrpbfRiaS8CyBhYjJmuBJUxMXHKTLVr2k84ykx0v3Zute3sSqs%2B9skIOgxfG8%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=AVxigLIqmt3VnHF1sxdXi1vVCPux2w8dXNx8ZH86%2FPq5hK2GKHp%2FTA%2FLSyIT3Vb2rnd3C2WJ0nG0f%2Bk2O5%2FSpkNvDHVASlLMAsRdwZDncJdBXASGfWgkkujnIXlyCWPeNP2eyeOrrqL7lEQM9Meuq7g2fXOdz1wD%2FDsotxY0Ugfs%2Fm9Dbg%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=AVxigLKlThP36iERDuzv9O1Ng%2FrRVqOWjs%2BBZtQJLsWeunK%2FnYvktJGGxmPXE1BgKHLEtIOqhhbfMZUtf8Aqud0wNwLj22rojVtN3rnM552bbwUQkuMcLIefDMrnVlL4gk0YIjVusxkLoy26nxjfNojLB7ruaGG4vmr%2FcvrYVCv8%2FQ8QiLqIHHMJy05nC%2BiamQ%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=AVxigLIGTTYYA%2FFi5K2LAEiCVDjy00mSR6B59H8HTfw7ccploQl6kJ3CN8Q5pYlF2125Z3AV3HV8esX%2BV0wPVshnksc%2Fqb%2B%2BHWC7ktx4Kd69oiQum%2BSNGdGtJdTFmVxo6OA51w1wrSNxuxPLY0j8geSmbB2X%2FhkukXtP2QmEwdWW&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=AVxigLJ%2FNM3WPJqmyVmRuqXLR%2FDratPahyW3Thhj%2FDaFcrOpj6EVhGx1v4Ou3JdsyBVkymOZHOrGAxZDLQeXCs9NmQZm2LkcRP9uStnUA2XKLd2ST2Hzb9pSDn%2FDQL3fN%2FTjlc3XXoKR3Et%2Fe3qJto1L72Pkpd8MW76mGxZ9ZTZvzFL1tEjVW8MCDGt8vw%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=AVxigLLi6RNIWK1s00caENUIRC77yFEiuV%2BGG6L6yyxE2gH9%2FbTetjsK5rs4SzgLqag6rdMe%2BGt%2FuqfHQKzcz8BaXqUqe5NI9kOFnWrZzernf1cOltkdcmhYn2NYfGz9NPCWHO67Z4Wi9MFquVOiUE0VKKDM%2FGXpYXqYvOoCbteL8DUP1za7DQjYh1PG3ecy3NAW4VYagd%2Bl2A%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=AVxigLLItBxjVnzlGjcRVClTURHxioWDqVN7CCCrqs%2F1K5tWaqd2KWdMAzEXsLa%2BdC6j0ZU1GyVUcLGWcMcPMfOCMPGWkyU7Wguesh4vtrNQgRQACGSCS2yUW%2FSa8sqMsu%2B8ce0RZZubSv1a%2Blfqb%2F%2Bua3dqb5av1BhMDhotcXr3AU3pQubHQbrDQ1mJow%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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&webInteractiveContentId=185823046841&portalId=8302174)

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

**

### Overview

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&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=AVxigLJ5wGY9x%2B90JL4X1sTlRJw6C1oG482MCRbGJ5btVTdlzNm69ApelbcdQeD9q2AKMaZYSMSWwYpCW6U1sp7i2Yo%2BIjwK1rtWguKDJ%2BgrYt0Gekw34qFgcnvea9RUYRm%2Fqty0A39CdxHJofEwXhSEETS1X7VsadY3ZpMvcK93F2w%2Fbw%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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&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=AVxigLLgWF8sHcp0Zl7jtzMFP%2BGu3QpeYFu0sjjqd0ntGcn8sy1uOXZfnR%2F5O9Zyy3x%2FDPIArxW3ExBtGO0xCtRQ%2Bm9sNroL73J7mGGWPiMoOz7X5BGXTkpSzi74WAgIq8JznMiS7omcDkQ7iz%2FBYz95l4n73p%2Bs7GE0jK%2Fw8dcxi4LD&webInteractiveContentId=185823046841&portalId=8302174)

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

**

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# AI Data Fabric vs Data Warehouse: What's the Difference and Which Do You Actually Need?

 Rayven, 04 July 2026

AI Data Fabric vs Data Warehouse: What's the Difference and Which Do You Actually Need?

13:07

Rayven Insights

An [AI data fabric](https://www.rayven.io/solutions/custom-ai-solutions/ai-data-fabric) is an architecture that connects, harmonises, and activates data across distributed systems in real-time - without requiring everything to be moved into a single repository first.

A traditional data warehouse, by contrast, centralises structured historical data in one location for batch analysis. The practical consequence is that a data warehouse tells you what happened; an AI data fabric tells you what is happening, and can act on it automatically.

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)

---

## What is an [AI data fabric](https://www.rayven.io/solutions/custom-ai-solutions/ai-data-fabric)?

An AI data fabric - a unified data architecture that uses metadata, automation, and AI to connect data across siloed systems without necessarily centralising it - is designed to solve the fragmentation problem that most organisations face when their data lives across dozens of tools, sensors, databases, and cloud services.

Rather than pulling all data into one place, an AI data fabric creates a connected layer across existing systems. It applies AI to discover, catalogue, and enrich data automatically, then makes that data available for analytics, automation, and AI applications wherever it is needed.

The key properties are:

- Real-time data access and processing across distributed sources
- Automated metadata management and data lineage tracking
- AI-assisted data integration, quality checking, and enrichment
- Support for multiple data types - structured, unstructured, streaming, and IoT

The Rayven Platform delivers an [AI data fabric](https://www.rayven.io/solutions/custom-ai-solutions/ai-data-fabric) built for operational environments, connecting IT, OT, IoT, and cloud data into a single activated layer.

---

## What is a data warehouse, and what is it good for?

A data warehouse is a centralised repository that stores structured, processed historical data, optimised for complex analytical queries and reporting. It has been the backbone of business intelligence for decades and remains genuinely valuable for specific use cases.

Data warehouses excel when:

- Your primary need is retrospective reporting and business intelligence
- Data arrives in predictable, structured batches
- Queries are analytical rather than operational
- You have a dedicated data engineering team managing ETL pipelines (Extract, Transform, Load - the process of moving and reshaping data between systems)

The challenge is that data warehouses were not designed for real-time operational use. Ingesting data typically involves scheduled batch processes, meaning insights are always slightly out of date. Connecting to live operational systems - machinery sensors, field applications, streaming APIs - requires significant custom engineering on top of the warehouse itself.

---

## How does an AI data fabric differ from a data warehouse?

The differences are architectural and functional, not just cosmetic.

| Dimension | Data Warehouse | AI Data Fabric |
| --- | --- | --- |
| Data movement | Centralises data into one repository | Connects data across distributed sources |
| Latency | Batch-based; hours to days | Real-time or near real-time |
| Data types supported | Primarily structured, relational | Structured, unstructured, streaming, IoT |
| Primary output | Historical reports and dashboards | Decisions, automations, and AI applications |
| AI integration | Requires separate ML tooling layered on top | AI is embedded across the architecture |
| Integration complexity | High; custom ETL per source | Managed via pre-built connectors and metadata |
| Best for | Retrospective analytics, finance, compliance reporting | Operational intelligence, automation, real-time AI |

A data warehouse answers analytical questions after the fact. An AI data fabric supports decisions and actions as events unfold.

---

## What problems does an AI data fabric solve that a data warehouse cannot?

The core limitation of a data warehouse is that it is designed for analysis, not action. When operational data lives across a dozen disconnected systems - enterprise resource planning platforms, sensor networks, field applications, external APIs - a data warehouse requires everything to be extracted, cleaned, and loaded before it can be queried. By the time that process completes, the operational moment has passed.

An AI data fabric addresses several problems that data warehouses were not built to handle:

**Siloed operational systems.** Manufacturing equipment, logistics platforms, environmental sensors, and CRM tools rarely speak to one another natively. [Real-time integration](https://www.rayven.io/platform/integration) across these systems requires a fabric-style architecture, not a batch pipeline.

**AI that never ships.** **95% of AI projects never ship** - largely because the data infrastructure required to support them is too fragmented to build on reliably. An AI data fabric provides the connected, AI-ready data layer that gives AI models something coherent to work with.

**Operational latency.** When a pump shows early failure indicators, waiting 24 hours for a warehouse refresh is not operationally viable. Real-time data activation - where alerts, automations, and AI agents respond to live data - requires a fabric approach.

**Scale and flexibility.** As new data sources are added, a data warehouse requires new ETL pipelines. An AI data fabric extends more gracefully through [pre-built connectors](https://www.rayven.io/platform/integration/prebuilt-connectors) and metadata-driven integration.

---

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

The Rayven Platform delivers an AI data fabric through five integrated layers - Integration, Data, Execution, Presentation, and Security, Governance + Hosting - rather than as a standalone architectural concept.

In practice, this means an organisation can:

1. Connect operational data sources - sensors, ERP systems, spreadsheets, APIs, live data streams - through [unified data integration](https://www.rayven.io/solutions/data-integration-platform) without writing bespoke ETL code for each
2. Process and structure that data in real-time through the [data layer](https://www.rayven.io/platform/data), making it AI-ready without manual transformation
3. Trigger automations, alerts, and AI-led workflows through the [execution layer](https://www.rayven.io/platform/execution) the moment conditions are met
4. Surface insights and controls through custom applications, dashboards, and portals via the [presentation layer](https://www.rayven.io/platform/presentation)
5. Maintain enterprise-grade access control, audit logging, and data residency requirements through the [security and governance layer](https://www.rayven.io/platform/security)

**The Rayven Platform has delivered 240+ live deployments across 24+ industries**, with solutions typically running within two to 12 weeks through a done-for-you model. **66% faster than traditional development** is the consistent outcome compared to building the equivalent architecture from scratch.

Organisations like NSW Ports, Viva Energy, and Telstra have used the platform to build operational intelligence and automation on top of data that was previously siloed and inaccessible.

---

## When does an AI data fabric make sense - and when does a data warehouse still work?

Neither approach is universally superior. The right architecture depends on the operational question you are trying to answer.

**A data warehouse is likely sufficient when:**

- Your primary deliverable is financial, compliance, or strategic reporting
- Data arrives in structured batches on predictable schedules
- Analytical latency of hours or days does not affect decisions
- You have existing data engineering investment you do not want to replace

**An AI data fabric is the better fit when:**

- Operational decisions need to happen in real-time or near real-time
- Data sources include IoT devices, streaming systems, or unstructured inputs
- You want to build AI applications, agents, or automations - not just reports
- Your data estate is distributed across many systems with no clean central store
- Speed to deployment matters; **the average deployment time on the Rayven Platform is three weeks**

Many mature organisations run both: a data warehouse for historical analytics and governance, and an AI data fabric for operational intelligence and execution. These architectures are complementary, not mutually exclusive.

---

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

Not all vendors use the term consistently. Some use 'AI data fabric' to describe a metadata management tool; others apply it to a data virtualisation layer; others use it as a marketing label for a data warehouse with an AI feature bolted on.

When evaluating solutions, look for:

- **Native real-time integration** - not batch pipelines dressed up as real-time
- **Breadth of connectors** - covering IT, OT, IoT, and cloud systems without custom development for each; the Rayven Platform includes **1,228+ pre-built connectors**
- **Embedded AI capability** - AI that operates across the full data lifecycle, not just at the query layer; [custom AI solutions](https://www.rayven.io/solutions/custom-ai-solutions) built on a fabric foundation behave differently to AI tools grafted onto a warehouse
- **Delivery model** - who builds and maintains the infrastructure; a done-for-you model removes the dependency on scarce internal data engineering talent
- **Security and governance** - data residency, access control, and audit logging should be native, not afterthoughts; the [Rayven Platform](https://www.rayven.io/platform) maintains 99.9% uptime with enterprise security built in

For teams evaluating [AI data fabric solutions](https://www.rayven.io/solutions/custom-ai-solutions/ai-data-fabric) specifically, the right question is not 'which tool integrates with our warehouse' but 'what architecture lets us act on data at the speed of our operations'.

---

### Is an AI data fabric a replacement for a data warehouse?

Not necessarily. An AI data fabric and a data warehouse serve different primary purposes. A data warehouse is optimised for structured historical analysis; an AI data fabric is optimised for real-time data connectivity, AI activation, and operational execution. Many organisations run both in parallel, using the fabric for live operational intelligence and the warehouse for retrospective reporting and compliance. The choice depends on what decisions you need to support and at what speed.

### Can a small or mid-sized business benefit from an AI data fabric?

Yes - the barrier is lower than most people expect. Done-for-you delivery models, like those offered through the Rayven Platform, remove the need for large internal data engineering teams. With a fixed-scope, fixed-price engagement and a deployment window of two to 12 weeks, mid-sized organisations in sectors like logistics, energy, agriculture, and [local government](https://www.rayven.io/industries-and-roles/ai-for-government-services-software-solutions) have built functional AI data fabrics without enterprise-scale IT budgets.

### What data sources can an AI data fabric connect to?

A well-built AI data fabric should connect to virtually any data source - ERP and CRM systems, IoT sensors and industrial equipment, cloud APIs, flat files and spreadsheets, streaming data feeds, third-party platforms, and legacy databases. [The Rayven AI data fabric](https://www.rayven.io/solutions/custom-ai-solutions/ai-data-fabric) connects across IT, OT, and IoT environments through 600+ pre-built connectors, with custom integration options for sources not covered natively.

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

A data lake - a centralised repository that stores raw, unprocessed data in its native format until needed - shares some characteristics with a data warehouse in that it still centralises data. An AI data fabric does not require centralisation; it connects and activates data where it lives. A data lake also typically lacks the automation, real-time processing, and AI-led execution layers that define a fabric architecture. Data lakes are often a component within a broader fabric, not a substitute for one.

### What is the risk of getting the architecture wrong?

The principal risk is building analytical capability instead of operational capability - or vice versa. Organisations that invest heavily in a data warehouse expecting real-time operational intelligence are consistently disappointed. Those that deploy a fabric architecture without governance structures end up with ungoverned data sprawl. The most durable approach combines clear use-case definition before architectural selection with a platform that enforces security and governance natively, rather than as an overlay.

### How do AI agents connect to a data fabric?

AI agents - autonomous software programmes that perceive data, reason about it, and take actions without continuous human instruction - require a live, structured data environment to function reliably. An AI data fabric provides exactly that: a connected, real-time, AI-ready data layer that agents can query, monitor, and act on. The Rayven Platform supports agentic AI through its execution layer, and is also extending this capability through [Rayven MCP](https://www.rayven.io/solutions/custom-ai-solutions/rayven-mcp) - enabling AI assistants to connect directly to live business systems.

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Rayven Rayven is a world-leading integrated data, AI + IoT technology company, providing industrial businesses with the IoT platform and prebuilt Industry 4.0 solutions that they need to increase productivity, efficiency, and improve decision-making.

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### Explore further related content:

<https://www.rayven.io/blog/why-your-ai-projects-need-an-ai-data-fabric>

Blogs

## [Why Your AI Projects Need an AI Data Fabric](https://www.rayven.io/blog/why-your-ai-projects-need-an-ai-data-fabric)

 Rayven Insights An AI data fabric is a unified architecture that connects, governs, and continuously makes available all the data an AI system needs - across sources,...[Read More](https://www.rayven.io/blog/why-your-ai-projects-need-an-ai-data-fabric)

<https://www.rayven.io/blog/ai-data-fabric-for-financial-services>

Blogs

## [What Is an AI Data Fabric for Financial Services - and Do You Actually Need One?](https://www.rayven.io/blog/ai-data-fabric-for-financial-services)

 An AI data fabric is an architecture layer that connects siloed data sources, systems, and processes into a unified, AI-ready environment - without requiring...[Read More](https://www.rayven.io/blog/ai-data-fabric-for-financial-services)

<https://www.rayven.io/blog/ai-data-fabric-for-manufacturing>

Blogs

## [What Is an Industrial AI Data Fabric - and How Does It Work in Manufacturing?](https://www.rayven.io/blog/ai-data-fabric-for-manufacturing)

 An industrial AI data fabric is an architectural layer that connects, organises, and activates data across a manufacturer's systems - OT, IT, and IoT - in real-time,...[Read More](https://www.rayven.io/blog/ai-data-fabric-for-manufacturing)

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