---
title: Why Industrial IoT Data Is Wasted Without AI
description: Industrial IoT data - sensor readings, equipment telemetry, process measurements - becomes waste the moment it is collected without a system capable of...
image: https://www.rayven.io/hubfs/agent-fleet/blog-heroes/why-industrial-iot-data-is-wasted-without-ai-hero.jpg
---

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[![AGRIBUSINESS](https://no-cache.hubspot.com/cta/default/8302174/interactive-212411106062.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLILa8SJkV7KqF1BQMdRIvipOSOMOg378R%2Bwxj6dQPvV8f0kFPSQxRLs3ugQAmM4DZtqZA4Yvgseb1HWaUKwuJ%2BTO%2FaoiABjvNGdnepocMPnvf3w3RMRpv4sYobZTvuKJ2wc6YpWHrTVQDvCf3YWuOLXKHaYXHqaQfmqh1D7WSaTR0utW%2FrUrd3jl02HwHOBPs%2Fm7dGniWx0jg%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=AVxigLJQbD7SPlBccjJJIU2G%2Bl%2B%2FuaaCaZBVicImEEKygysIoapiQidjRWZ%2FJxF6qEs%2F9sDS3tGZt31SjEkmBR0tlWUF3G1ttPr07OFpfcz76q2AahCSX9GUeb%2FndqHBwCYRVEVjcdwedRP%2F7ZxNz55fjJD0PpIVVDK4qg0dvKvst68DGeVWQ6UdpdVcRvLPLa4nKZDPTCb3cZcc0Q%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=AVxigLKLYz3822skRKptYn%2B6UHe%2BQCksbv9T%2BiG7l9M2KW47y2og%2FZWeAetrDS0PkHLA6yPnbvHKaoasTbJswUnQzV%2FMplTH5wQNWbFHzQUDByUMpo7vC6H0vtTVglJGWv5jI8PMITWDVsEKNYZ1YI7dToWO9x6eCIQo8T%2BplqRuHA9BK0gEHjybLHPjOWPN41jkxt8gXjshiofVP%2FVUK%2FwoRDM%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=AVxigLKUDLSl9%2BHbImGct%2FHaSI9OoykXTMeV9C8V1aA3WbkRQPdJY1vz%2FLLIF7z6ZAiBmXkDgslAK69O1wFwWJU1qwLSSWc3K09c6HkEzFCQ1DwFykT1r3vkLgbnzhcnMl2fN1a5rw19vbcchBqN4qXELcIvBN5w83%2Bl9hWItVh2wSM%2BdgQ59crp%2Bb7mD9%2FsMJehAZKDfdHmiWWmWrQQCbY%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=AVxigLJYJpbTfmif%2FvMzGxUtGry8zJgrfqUE47dR9l%2BVOwhTVeLX0P9HWj1F%2FQLlQUsFQM9zHI0Ok8%2F6ozV1kBlirahV3i93zh%2FmGkW%2FVVIHZSIGp6nWnhsakghGlVg1hLUbssuuQCExr3Ibh%2BRCyLGfZP46aweDV0zA9F%2BTUvBhrHcsNTNlatOCoLOUEyb83SVmpprPmPsCCw0A2JG1esbYugtVKw%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=AVxigLJsjsqw8R6pyqeyrxS%2By0x1n0TmQyxW9lvbkHnPMpuvx54kHLUE25FhVySXXKSGw7e5SBBIruZ2%2FkDiaPzzN%2BLkOru%2BOR84S9vYSPVYDm3MDGZnkxpXomPvX8cn3PfWOoon%2FcxAEdh8gfXYVMVNcOQFOkdusog2bxVckeWPFFalgNbhMpRL3gaIONQcONwQKgU1kB2cc5K0oeb8ujms4x3PQGo%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=AVxigLIK5XLeqxJzlwBQiA5EyCKlxpSeJ2l1tb7GRQ24lM3wyAVu85pRMdCQnaXSwB9Q%2FYb55AMUW2xQPzUzSS4V%2FmMAtmCcHYH92KehaOeBgFCUdEVKEfZTRSy%2BAlceAiJyChhCZa3EA8mRwOUAHiSuPaUgKtV6cDhY5gmDFftNo568Zc7jY75cwcqsA5A9UfCI5pzbwb0TI0VMkBjJy8OLh%2F4%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=AVxigLL4nsZsxsju8fyayMovaisbI3rSeNn9bXU9wxF%2Bzc9kSjXV%2BAT08pBtWx5AR7UjndCkBGdLHpqFH2x0x4JLA5%2FxmMmT0%2BWRbB0%2F8H0E%2FvryAifu6ZFbYq4bdQ70mnZXUpIm0FWgVDogaSHf4YdVfnwow3BZZk7GLbFd0QVD6AhjiPdVt3TSl0xytOUyzi7kFZvm0F11RmrmROTA8wu4kg%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=AVxigLKIRZOUms%2BVBWUTG9iXp%2Bpw1DrvGM%2BbpW4Az3iSFCVa%2FAir4qhYljXITZiBh6svJ2BJ2kY1WYktAr8ZHVSWiIriDwGp5Jai7GAxKGikgi76dwgyU7AtFqKR855s3eusSjeRhEUUDZn2wV0G2BPcrDf4Qm676XHY1yVVxNkMImeZdEm9d28VzfaY0jIRsvM0CjLDeM78UGaz8xwZdZLVsA82g2gFeV6N0mRHgSTpRSfScA%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=AVxigLJqUMBLlxwrQb1Sdbt%2FnoSIp9BAiBO%2BXWgXxDrbyLXZul6BGFulypDPtIegK3g4aRXvOtK1yl3G9wvjgbCZ4gtIS%2BPU4OPzo1smyma%2BpsEvKu8SbNY%2FoF4nRx8awBK68JY%2BV5o2oJr6NxaW4vYo5Qzn3QfGqslLOauYoMJbX1Skdh8XK%2F5nLbgJq2Uu1pfm4eaZfVAZUEsGq6tbeTms5E2i&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=AVxigLJh0SCJq9G0hhdB2VQLU3zNYHHRyIRTX7tHbVrefG8CdFx4Pj6TiOGigMA2atuqLbPwmkc05OvUKZ0NvE81SMDVYUly%2Fm5Tg%2FvWOy4DRd4ZZr%2Fu0cnqXfjkfVcBYB58i2eUtsHR0luugA4L8DlK4O%2FqmjedtZMO4RiLWbCSrrMc4%2FfMBlOehwWSeufhfvtdRu%2FMZ%2FwLwjsN9OL4ncbJTiRYhQ%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=AVxigLKnLpwUVZs0zXgknZymqCT%2FM5n%2FgtI08S4p4wrZPlirES4uyELYLPGoNz0MevtIo60ZYcSlV9nX1WfwGvrt9isBcz7tFsjrn9GFSuf8blNCw1UHv3Vf61Ieqc%2FcBLKemzBhtIP50doVt7XG2kmVNlVN62evaPW9G8tOZlJkdhQOp5ULa%2FJflsWv68ZOa%2FnhZlveTJYSCkbrcFhx%2Fa3cw%2FIxIkCEwtE%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=AVxigLIrphfmx9QEL46nO3LyGYO7oSMT7PDOq%2F6IEvnH9Mrkd8WmTrb7%2Bg%2BPO4DK9UudKBl7YVm5cTwx8zWcgTDaplhQXPRVQhtGnUYpDASjhJrtfd1BgOBhUx9H92qZVFMXd%2Bjyw4SVDt6RnjsN02wrGnWHGMrfL%2BYOws%2Bs5JR6%2BwMCYfS91VYE73OfMEnpT%2Bt5QQWlIZZskU5rXtSDaa0YwoY%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=AVxigLJNdP%2F5xOdgiNJG1HZNaG0o7gJcB61hdJ2eY5oTWRPu4p%2F38YwrTNc%2BAsYbP3nCogjBHH3XHtEQ8lZIKjG9u%2BbvX7i4ZhfVGPLwodb%2FUCA5lfZfrrN4lJ7YIGrppr9zr%2BlB2KzAJtpNL5TrbiyTJ0h4STsUxUJE0I%2BoLviQlbsUhTqJsV3FrqbO0rz4r%2BXFreps5v3%2FzsENIlM%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=AVxigLLXR229GmKU%2Fvi7DVobYwjqK9Tk0%2Frpegeyk8%2FjFbwUQcLVIvtoJ85Y4I8IN%2F4sgzlQAjTFv4GbCe4sn1%2FYbxmZuV%2FQc2hYj9LjLzhPqvZzrFZ960byCmIVP0f%2FLR%2F%2FiBcBBmut4xkT37sp%2By0kQmvEWtSCzmI3QeTOoYvqgkrSetKfkkkVc1nXcSnEtn9wFYaUjQ%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=AVxigLL8%2B6sr4Jxwd2O9r4UdOvh1X3ziwpksBTNwjoZuobwnLw0uC5ou1Gvpp29FGki7iuwL5Yp4S1wjaEm%2FRwQyGvGLGE6n2ob%2BjNWSjeBo%2FE84O5UanFKMddWwWgXBtVKVVJa8kS0PDog%2B7m87Vf59G4xeG1V03PMNyJ4%2Fk0eTaQlLmrvrg7HWG%2F5D5QMLYZPkdyRM&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=AVxigLJ7IHXhmb1bMDI4rmNxzkp3cfoDiTfQYvIAPw4YvHUacNvbQQ8Ho2aZmngH0d%2BloyePH5QX2V7D3CiQiZVQ9LEYphyf9jVzkuAtw%2F6tLRI%2BWI1uc6IgyVaCS%2FzY8GQbM%2Fpv83J2KscCQcQMVmJQ8zoWhF8u8vboNbFQ9tCCT2frzLFf5zfTPIPFVBpVk7LTF0N34p7oGymARw%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=AVxigLJYgNhp6qlxxeAr%2Fl8knDSwDAGXsMy0wxqm9lBOUaLDPr4Vopo7TDz%2FW%2F9Qt%2FisBhUAORgBokZXk117%2BMnXJKHwaGt6i1Sx6DUV3ggGsLNFbVD4AIdf1SLEfKAwdRMZJ%2BtACb%2BOf%2BS549EIuDaCRez4YCUv7iBK9kMwZ2X8TBQMqxIrQDhgO2gTaRNquIVLRgjPeOgmSYEj9%2BDW2d0Vf0tXSuuYI6g%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=AVxigLLGmWozbTLHUoTWN0pK53%2BMJhSVp3KM32whN7GgcDjZFa45PGFjPLkglwnh61XZjRKbYpmmo8AXqlwQHHqwlA0n5EFk9osLAhyTvAz54zzvpOX8%2F4572Z1gB5txLH2z3g61UAJNWkJ8DyHMp4dioOoy1P00VnFmMN30rpDV58%2B5IxYqkxdk7ga%2FYkRAKW%2BAvcxy3pAyqBgYy4kyyHU8Q8E1%2B9yiAqdDHqU%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=AVxigLI%2FCfj2zNAoD%2BwpX8iZZjfxd7ctdgtZHRDV3WBE0%2BBJeStVt7q2fN4qQ%2BOe9896HrAQ54oKlXhJeRVlmajKmuW1wp5bFsRKJl88gogjurUItE9WlHB%2BMORuz0w0azspHdlG8uVVLG%2BMnNxofySLuFT%2B60OmSAi2zMCAJPDpVsu%2BGxSeg3%2B8W3I5iZp8v7uWMnv7YwnKE9fYWoMXl8ZbTvjpDUFaphk%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=AVxigLJ7IHXhmb1bMDI4rmNxzkp3cfoDiTfQYvIAPw4YvHUacNvbQQ8Ho2aZmngH0d%2BloyePH5QX2V7D3CiQiZVQ9LEYphyf9jVzkuAtw%2F6tLRI%2BWI1uc6IgyVaCS%2FzY8GQbM%2Fpv83J2KscCQcQMVmJQ8zoWhF8u8vboNbFQ9tCCT2frzLFf5zfTPIPFVBpVk7LTF0N34p7oGymARw%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=AVxigLJXi3vzkFouvB3JHT5%2Bx46xZ5C76krZI5Is0gVj6QzrcEjPLD8yAv%2BgljJ53AUYAEcgdMs3J%2Fj73D2hLyl%2F6Mrmw2gbU0hgtSeBusdejQK67gLSI8bZrs%2FD1MlamdmPnfu9mTFRHJvfNnszuqNbcGy2jwdijVumY0SDXo3PvMMMOI7LQ1rvVpV8c%2BFq10L5RfW7hC4jMZmC%2BkNvc5Q%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=AVxigLKtf%2BqCrdFNKsyEOxkLHy2A%2Fgf0WnSwSHbydyeEidVQ90q%2FwYWP%2FFMk5OygmS%2FL%2FvDUF9zF0HGzcDr%2BLKpK6o33dPKAtgj9mABQzMEquV4b5sQ7NFAugBpIl7P6rl3MGtFnr0cQ%2BO2Fao0PV4fjEljHvVlQ6TuOle0Q9E2YNrE%2BuA%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=AVxigLK5jBT3Dg20FkGXCVisYUs6icCR9a0U2eoC7eR8lHQ%2FcDf4aKIqgEF10jX0yptxN%2FKEVvpZSsFdPgO46yAOJ7dvwDMh6ID9diz8XP%2BttRhEHl67utznNEVt6OD4YG11bfzKi1U%2Bix5FsiaxwllVNBaWBPGFvRHL8vXl2c20iOVBx9m1RX9fY3G5juPDSg%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=AVxigLKBQbYAc8hfVvpovJEU3b03%2Bl6iIWwy0%2F0dz0esq2qLM7xM5Ff0n9BNiHG3F54F3FrACU9f1xu2UhQeEsY9bfPahuUy98K%2FBIZfGQh6jfpXl%2Ba2CbEn2pYc2lkuhis%2FLGHmEaTL13z8OdTYc84x%2Bz46DBBVaESPfM4k%2BZbj&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=AVxigLJM9ETJNqmzWCt9SCMy1%2F4v3JogjmGCLgAT%2Bmpe2lD0TLbycbhVPQotxoR3equQN9SwewvzAvZyyIECR%2B0kt6wjab5NAPwydPTKsW%2BbbAzKqfYwg4hPoaLmAenwb%2BJFW2EreMxuh7Sm9FwFriE8dI%2BWRaEXjIdYKR82C5ay267CX5HYvZbx3W5zig%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=AVxigLISSfdhaAzUzUywE7jrSuzbLflGUyW9Mhx9eWsu%2FNAE%2FgRdjAIy6omt5UWC5ozBdkEtXRIErgWwq9gDjYau5zXEfiY7XbxDFOciuAGCTukM3OPih8ngkcupaF1mPjW%2Flp8Mie7QQc1pQRC5RnKAeFksp%2BRKbsVf7RN%2BFtrwgtY8GR%2BIGe%2FNPNaahLNFXOYuaRlWCNoQbw%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=AVxigLJxToSPSRkBBw%2Fx%2BhlZrRJz9KiSONkSwBJ84315LvVIVjPbe8nhRkhKds5vTBZ%2BUBIeTlvb9P8DEvoFwKrDjjfbL78Pgi%2Bh1xT%2BnR1E4%2BhAtJjJCN59txHIOU3PnpwJKprF2nIblkOQ6GocOIc9VeIBKYKG4tQBknHoerwb8Bfm5psOZ2Eu8qqusw%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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&webInteractiveContentId=185823046841&portalId=8302174)

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Overview

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

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

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

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

We Partner With

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

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

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

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

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

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

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

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

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

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Library

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

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

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

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

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

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

Our Company

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

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

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

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

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[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLI%2B2dgE1qoPESQChMK5CThH7NPQ%2F3TY0L9QNJSxoyn03UQDZqkgYyV78L0oJvLQ3deRq%2BIxiRiQHkjeHiX1aFnpw5WmJ7qKxWUUlcymEha%2FLK7LiI%2FAE%2FTgI4GZ%2B0GYbvs5d2r0RmwlbRVX9plBk7i%2BNnvn9LFrAUMXOKW7d4uQ8YpknqHxOoNpXzJzDNOxjQ%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=AVxigLJ%2BNHuODXOPETo5mWFKzHnvHWM7DhuQfBvNdN0WecuJMYs9M3zRECF8OYiipF14DggA3pDR7JW2AkRCIlzxTQdZfCYsXfd8Ewz%2FH3WdBaibMhBMZ2d6wzPbOocUMTcmqD7eKw%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=AVxigLJ%2BNHuODXOPETo5mWFKzHnvHWM7DhuQfBvNdN0WecuJMYs9M3zRECF8OYiipF14DggA3pDR7JW2AkRCIlzxTQdZfCYsXfd8Ewz%2FH3WdBaibMhBMZ2d6wzPbOocUMTcmqD7eKw%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=AVxigLK9GwkHhdpGCDxChAqj%2BmRUOxMEfQGCPGUbpedz5qcWuRocFuqiATiwmab38N9Slw3TDPSHEX2YEuOt02bgdBCR%2FeFez9xDuzxPwYFZmRJYTkqn8JQ1H9Dj2%2BnLAlTQTAM7TMB3mrXIg%2Famht%2FyCZilaE57nDFTMmc%2B9PACNc1HaYFfs1wbFBhGIdX5Thaaip3S9H469OAVLuWVVki7Pw%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=AVxigLILa8SJkV7KqF1BQMdRIvipOSOMOg378R%2Bwxj6dQPvV8f0kFPSQxRLs3ugQAmM4DZtqZA4Yvgseb1HWaUKwuJ%2BTO%2FaoiABjvNGdnepocMPnvf3w3RMRpv4sYobZTvuKJ2wc6YpWHrTVQDvCf3YWuOLXKHaYXHqaQfmqh1D7WSaTR0utW%2FrUrd3jl02HwHOBPs%2Fm7dGniWx0jg%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=AVxigLJQbD7SPlBccjJJIU2G%2Bl%2B%2FuaaCaZBVicImEEKygysIoapiQidjRWZ%2FJxF6qEs%2F9sDS3tGZt31SjEkmBR0tlWUF3G1ttPr07OFpfcz76q2AahCSX9GUeb%2FndqHBwCYRVEVjcdwedRP%2F7ZxNz55fjJD0PpIVVDK4qg0dvKvst68DGeVWQ6UdpdVcRvLPLa4nKZDPTCb3cZcc0Q%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=AVxigLKLYz3822skRKptYn%2B6UHe%2BQCksbv9T%2BiG7l9M2KW47y2og%2FZWeAetrDS0PkHLA6yPnbvHKaoasTbJswUnQzV%2FMplTH5wQNWbFHzQUDByUMpo7vC6H0vtTVglJGWv5jI8PMITWDVsEKNYZ1YI7dToWO9x6eCIQo8T%2BplqRuHA9BK0gEHjybLHPjOWPN41jkxt8gXjshiofVP%2FVUK%2FwoRDM%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=AVxigLKUDLSl9%2BHbImGct%2FHaSI9OoykXTMeV9C8V1aA3WbkRQPdJY1vz%2FLLIF7z6ZAiBmXkDgslAK69O1wFwWJU1qwLSSWc3K09c6HkEzFCQ1DwFykT1r3vkLgbnzhcnMl2fN1a5rw19vbcchBqN4qXELcIvBN5w83%2Bl9hWItVh2wSM%2BdgQ59crp%2Bb7mD9%2FsMJehAZKDfdHmiWWmWrQQCbY%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=AVxigLJYJpbTfmif%2FvMzGxUtGry8zJgrfqUE47dR9l%2BVOwhTVeLX0P9HWj1F%2FQLlQUsFQM9zHI0Ok8%2F6ozV1kBlirahV3i93zh%2FmGkW%2FVVIHZSIGp6nWnhsakghGlVg1hLUbssuuQCExr3Ibh%2BRCyLGfZP46aweDV0zA9F%2BTUvBhrHcsNTNlatOCoLOUEyb83SVmpprPmPsCCw0A2JG1esbYugtVKw%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=AVxigLJsjsqw8R6pyqeyrxS%2By0x1n0TmQyxW9lvbkHnPMpuvx54kHLUE25FhVySXXKSGw7e5SBBIruZ2%2FkDiaPzzN%2BLkOru%2BOR84S9vYSPVYDm3MDGZnkxpXomPvX8cn3PfWOoon%2FcxAEdh8gfXYVMVNcOQFOkdusog2bxVckeWPFFalgNbhMpRL3gaIONQcONwQKgU1kB2cc5K0oeb8ujms4x3PQGo%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=AVxigLIK5XLeqxJzlwBQiA5EyCKlxpSeJ2l1tb7GRQ24lM3wyAVu85pRMdCQnaXSwB9Q%2FYb55AMUW2xQPzUzSS4V%2FmMAtmCcHYH92KehaOeBgFCUdEVKEfZTRSy%2BAlceAiJyChhCZa3EA8mRwOUAHiSuPaUgKtV6cDhY5gmDFftNo568Zc7jY75cwcqsA5A9UfCI5pzbwb0TI0VMkBjJy8OLh%2F4%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=AVxigLL4nsZsxsju8fyayMovaisbI3rSeNn9bXU9wxF%2Bzc9kSjXV%2BAT08pBtWx5AR7UjndCkBGdLHpqFH2x0x4JLA5%2FxmMmT0%2BWRbB0%2F8H0E%2FvryAifu6ZFbYq4bdQ70mnZXUpIm0FWgVDogaSHf4YdVfnwow3BZZk7GLbFd0QVD6AhjiPdVt3TSl0xytOUyzi7kFZvm0F11RmrmROTA8wu4kg%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=AVxigLKIRZOUms%2BVBWUTG9iXp%2Bpw1DrvGM%2BbpW4Az3iSFCVa%2FAir4qhYljXITZiBh6svJ2BJ2kY1WYktAr8ZHVSWiIriDwGp5Jai7GAxKGikgi76dwgyU7AtFqKR855s3eusSjeRhEUUDZn2wV0G2BPcrDf4Qm676XHY1yVVxNkMImeZdEm9d28VzfaY0jIRsvM0CjLDeM78UGaz8xwZdZLVsA82g2gFeV6N0mRHgSTpRSfScA%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=AVxigLJqUMBLlxwrQb1Sdbt%2FnoSIp9BAiBO%2BXWgXxDrbyLXZul6BGFulypDPtIegK3g4aRXvOtK1yl3G9wvjgbCZ4gtIS%2BPU4OPzo1smyma%2BpsEvKu8SbNY%2FoF4nRx8awBK68JY%2BV5o2oJr6NxaW4vYo5Qzn3QfGqslLOauYoMJbX1Skdh8XK%2F5nLbgJq2Uu1pfm4eaZfVAZUEsGq6tbeTms5E2i&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=AVxigLJh0SCJq9G0hhdB2VQLU3zNYHHRyIRTX7tHbVrefG8CdFx4Pj6TiOGigMA2atuqLbPwmkc05OvUKZ0NvE81SMDVYUly%2Fm5Tg%2FvWOy4DRd4ZZr%2Fu0cnqXfjkfVcBYB58i2eUtsHR0luugA4L8DlK4O%2FqmjedtZMO4RiLWbCSrrMc4%2FfMBlOehwWSeufhfvtdRu%2FMZ%2FwLwjsN9OL4ncbJTiRYhQ%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=AVxigLKnLpwUVZs0zXgknZymqCT%2FM5n%2FgtI08S4p4wrZPlirES4uyELYLPGoNz0MevtIo60ZYcSlV9nX1WfwGvrt9isBcz7tFsjrn9GFSuf8blNCw1UHv3Vf61Ieqc%2FcBLKemzBhtIP50doVt7XG2kmVNlVN62evaPW9G8tOZlJkdhQOp5ULa%2FJflsWv68ZOa%2FnhZlveTJYSCkbrcFhx%2Fa3cw%2FIxIkCEwtE%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=AVxigLIrphfmx9QEL46nO3LyGYO7oSMT7PDOq%2F6IEvnH9Mrkd8WmTrb7%2Bg%2BPO4DK9UudKBl7YVm5cTwx8zWcgTDaplhQXPRVQhtGnUYpDASjhJrtfd1BgOBhUx9H92qZVFMXd%2Bjyw4SVDt6RnjsN02wrGnWHGMrfL%2BYOws%2Bs5JR6%2BwMCYfS91VYE73OfMEnpT%2Bt5QQWlIZZskU5rXtSDaa0YwoY%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=AVxigLJNdP%2F5xOdgiNJG1HZNaG0o7gJcB61hdJ2eY5oTWRPu4p%2F38YwrTNc%2BAsYbP3nCogjBHH3XHtEQ8lZIKjG9u%2BbvX7i4ZhfVGPLwodb%2FUCA5lfZfrrN4lJ7YIGrppr9zr%2BlB2KzAJtpNL5TrbiyTJ0h4STsUxUJE0I%2BoLviQlbsUhTqJsV3FrqbO0rz4r%2BXFreps5v3%2FzsENIlM%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=AVxigLLXR229GmKU%2Fvi7DVobYwjqK9Tk0%2Frpegeyk8%2FjFbwUQcLVIvtoJ85Y4I8IN%2F4sgzlQAjTFv4GbCe4sn1%2FYbxmZuV%2FQc2hYj9LjLzhPqvZzrFZ960byCmIVP0f%2FLR%2F%2FiBcBBmut4xkT37sp%2By0kQmvEWtSCzmI3QeTOoYvqgkrSetKfkkkVc1nXcSnEtn9wFYaUjQ%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=AVxigLL8%2B6sr4Jxwd2O9r4UdOvh1X3ziwpksBTNwjoZuobwnLw0uC5ou1Gvpp29FGki7iuwL5Yp4S1wjaEm%2FRwQyGvGLGE6n2ob%2BjNWSjeBo%2FE84O5UanFKMddWwWgXBtVKVVJa8kS0PDog%2B7m87Vf59G4xeG1V03PMNyJ4%2Fk0eTaQlLmrvrg7HWG%2F5D5QMLYZPkdyRM&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=AVxigLJ7IHXhmb1bMDI4rmNxzkp3cfoDiTfQYvIAPw4YvHUacNvbQQ8Ho2aZmngH0d%2BloyePH5QX2V7D3CiQiZVQ9LEYphyf9jVzkuAtw%2F6tLRI%2BWI1uc6IgyVaCS%2FzY8GQbM%2Fpv83J2KscCQcQMVmJQ8zoWhF8u8vboNbFQ9tCCT2frzLFf5zfTPIPFVBpVk7LTF0N34p7oGymARw%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=AVxigLJYgNhp6qlxxeAr%2Fl8knDSwDAGXsMy0wxqm9lBOUaLDPr4Vopo7TDz%2FW%2F9Qt%2FisBhUAORgBokZXk117%2BMnXJKHwaGt6i1Sx6DUV3ggGsLNFbVD4AIdf1SLEfKAwdRMZJ%2BtACb%2BOf%2BS549EIuDaCRez4YCUv7iBK9kMwZ2X8TBQMqxIrQDhgO2gTaRNquIVLRgjPeOgmSYEj9%2BDW2d0Vf0tXSuuYI6g%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=AVxigLLGmWozbTLHUoTWN0pK53%2BMJhSVp3KM32whN7GgcDjZFa45PGFjPLkglwnh61XZjRKbYpmmo8AXqlwQHHqwlA0n5EFk9osLAhyTvAz54zzvpOX8%2F4572Z1gB5txLH2z3g61UAJNWkJ8DyHMp4dioOoy1P00VnFmMN30rpDV58%2B5IxYqkxdk7ga%2FYkRAKW%2BAvcxy3pAyqBgYy4kyyHU8Q8E1%2B9yiAqdDHqU%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=AVxigLI%2FCfj2zNAoD%2BwpX8iZZjfxd7ctdgtZHRDV3WBE0%2BBJeStVt7q2fN4qQ%2BOe9896HrAQ54oKlXhJeRVlmajKmuW1wp5bFsRKJl88gogjurUItE9WlHB%2BMORuz0w0azspHdlG8uVVLG%2BMnNxofySLuFT%2B60OmSAi2zMCAJPDpVsu%2BGxSeg3%2B8W3I5iZp8v7uWMnv7YwnKE9fYWoMXl8ZbTvjpDUFaphk%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=AVxigLJ7IHXhmb1bMDI4rmNxzkp3cfoDiTfQYvIAPw4YvHUacNvbQQ8Ho2aZmngH0d%2BloyePH5QX2V7D3CiQiZVQ9LEYphyf9jVzkuAtw%2F6tLRI%2BWI1uc6IgyVaCS%2FzY8GQbM%2Fpv83J2KscCQcQMVmJQ8zoWhF8u8vboNbFQ9tCCT2frzLFf5zfTPIPFVBpVk7LTF0N34p7oGymARw%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=AVxigLJXi3vzkFouvB3JHT5%2Bx46xZ5C76krZI5Is0gVj6QzrcEjPLD8yAv%2BgljJ53AUYAEcgdMs3J%2Fj73D2hLyl%2F6Mrmw2gbU0hgtSeBusdejQK67gLSI8bZrs%2FD1MlamdmPnfu9mTFRHJvfNnszuqNbcGy2jwdijVumY0SDXo3PvMMMOI7LQ1rvVpV8c%2BFq10L5RfW7hC4jMZmC%2BkNvc5Q%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=AVxigLKtf%2BqCrdFNKsyEOxkLHy2A%2Fgf0WnSwSHbydyeEidVQ90q%2FwYWP%2FFMk5OygmS%2FL%2FvDUF9zF0HGzcDr%2BLKpK6o33dPKAtgj9mABQzMEquV4b5sQ7NFAugBpIl7P6rl3MGtFnr0cQ%2BO2Fao0PV4fjEljHvVlQ6TuOle0Q9E2YNrE%2BuA%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=AVxigLK5jBT3Dg20FkGXCVisYUs6icCR9a0U2eoC7eR8lHQ%2FcDf4aKIqgEF10jX0yptxN%2FKEVvpZSsFdPgO46yAOJ7dvwDMh6ID9diz8XP%2BttRhEHl67utznNEVt6OD4YG11bfzKi1U%2Bix5FsiaxwllVNBaWBPGFvRHL8vXl2c20iOVBx9m1RX9fY3G5juPDSg%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=AVxigLKBQbYAc8hfVvpovJEU3b03%2Bl6iIWwy0%2F0dz0esq2qLM7xM5Ff0n9BNiHG3F54F3FrACU9f1xu2UhQeEsY9bfPahuUy98K%2FBIZfGQh6jfpXl%2Ba2CbEn2pYc2lkuhis%2FLGHmEaTL13z8OdTYc84x%2Bz46DBBVaESPfM4k%2BZbj&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=AVxigLJM9ETJNqmzWCt9SCMy1%2F4v3JogjmGCLgAT%2Bmpe2lD0TLbycbhVPQotxoR3equQN9SwewvzAvZyyIECR%2B0kt6wjab5NAPwydPTKsW%2BbbAzKqfYwg4hPoaLmAenwb%2BJFW2EreMxuh7Sm9FwFriE8dI%2BWRaEXjIdYKR82C5ay267CX5HYvZbx3W5zig%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=AVxigLISSfdhaAzUzUywE7jrSuzbLflGUyW9Mhx9eWsu%2FNAE%2FgRdjAIy6omt5UWC5ozBdkEtXRIErgWwq9gDjYau5zXEfiY7XbxDFOciuAGCTukM3OPih8ngkcupaF1mPjW%2Flp8Mie7QQc1pQRC5RnKAeFksp%2BRKbsVf7RN%2BFtrwgtY8GR%2BIGe%2FNPNaahLNFXOYuaRlWCNoQbw%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=AVxigLJxToSPSRkBBw%2Fx%2BhlZrRJz9KiSONkSwBJ84315LvVIVjPbe8nhRkhKds5vTBZ%2BUBIeTlvb9P8DEvoFwKrDjjfbL78Pgi%2Bh1xT%2BnR1E4%2BhAtJjJCN59txHIOU3PnpwJKprF2nIblkOQ6GocOIc9VeIBKYKG4tQBknHoerwb8Bfm5psOZ2Eu8qqusw%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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLKGptAXdtlASIKD1liKlD9BlCo7ZcMLr%2BlsvHzyYLmROJR9U5oXBVJ5BR9XCzhKXEsJ5KvORRxmUZbCU5ZJ4w0iVYWA2VTrygT54ezLnVWhWfgUfrjdswb%2FnUp6obW7fVsLIE%2Fz9Lh88I4Zof5MflA6L7vh%2B0uKRHq%2FJzesEIA%2F0A%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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&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=AVxigLJbRX5WhFwz2ZWB4nYinlAj7l%2BJ7XP1Zn4KWpO7Q4DizhKXxZuhj14Kj7N69C8jYKSKN7m%2FcO680fDoF3yjRnjnGReGFmW95MhZRYOsOgEM%2Fcc02jUTiRW6GZPiRCbijwxKdqo%2Ffx2iL2A3VEE6ewVF2P3PsGW6y62n3EcpLLPe&webInteractiveContentId=185823046841&portalId=8302174)

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

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# Why Industrial IoT Data Is Wasted Without AI

 Rayven, 04 July 2026

Why Industrial IoT Data Is Wasted Without AI

13:16

Rayven Insights

Industrial IoT data - sensor readings, equipment telemetry, process measurements - becomes waste the moment it is collected without a system capable of acting on it. Operational teams end up with dashboards full of numbers and no mechanism to turn those numbers into decisions at machine speed. The sections below explain why that gap exists, what closes it, and what industrial organisations can do about it right now.

Sitting on industrial data you can't turn into action?

Get a free 30-minute AI-readiness review with Rayven. We'll map your IT/OT/IoT estate, the friction stopping AI from working today, and what a realistic first deployment looks like.

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

---

## What does "wasted IoT data" actually mean in an industrial context?

Industrial IoT (IIoT) - the network of sensors, controllers, and connected assets deployed across plant floors, mine sites, ports, and pipelines - generates data continuously. Wasted IoT data is not data that disappears; it is data that is collected, stored, and then ignored or viewed too late to act on.

A temperature sensor on a compressor may log a reading every five seconds. If that reading only reaches a maintenance engineer during a weekly report review, the value of the signal is already gone. The compressor may have failed, or the opportunity to schedule preventive maintenance at a low-cost window may have passed.

**95% of AI projects never ship** - which means most organisations investing in IIoT infrastructure are still relying on human review cycles rather than automated intelligence to interpret their data. The result is capital expenditure on sensors and connectivity that delivers far less operational return than it should.

---

## How is IoT data different from AI, and why do both matter?

IoT and AI are frequently conflated, but they perform distinct functions. IoT is the collection layer - it captures physical-world signals from machines, environments, and processes and transmits them as raw data (see [IoT Platform](https://www.rayven.io/iot-platform)). AI - specifically machine learning (ML) and predictive analytics - is the interpretation layer; it finds patterns in that raw data and generates recommendations, predictions, or autonomous actions.

Neither layer is sufficient alone. IoT without AI produces data volumes that exceed human capacity to review. AI without IoT lacks the real-time, high-frequency signal data needed to produce operationally relevant outputs.

| Capability | IoT Alone | IoT + AI |
| --- | --- | --- |
| Data collection | Yes | Yes |
| Real-time alerting | Threshold-based only | Pattern-based, predictive |
| Failure prediction | No | Yes |
| Autonomous response | No | Yes, via agentic workflows |
| Improvement over time | No | Yes, as models retrain on new data |
| Human review required | Always | Reduced to exception handling |

The combination - often described as Industrial AI - is where the operational value actually lives.

---

## What problems does unused IoT data cause for industrial operations?

The consequences of disconnected IIoT data are practical and costly. Four patterns emerge consistently across industrial environments:

- **Reactive maintenance cycles.** Without AI interpreting sensor trends, equipment failure is discovered after it occurs rather than before. Unplanned downtime in heavy industry carries significant cost per hour.
- **Manual data reconciliation.** Operators pull data from multiple systems - SCADA, historians, ERP, spreadsheets - and reconcile them manually. This takes time, introduces error, and delays decisions.
- **Alert fatigue.** Simple threshold-based alerts generate high volumes of notifications. Without AI to filter and prioritise, operators begin ignoring alerts, which defeats the purpose of monitoring entirely.
- **Compliance and reporting gaps.** Environmental and safety reporting increasingly requires auditable, real-time data trails. Manual data handling creates gaps that expose organisations to regulatory risk.

[The data processing layer](https://www.rayven.io/platform/data) of any industrial platform must bridge raw sensor output and decision-ready information; without it, every other investment in connected infrastructure underperforms.

---

## What does an industrial AI and IoT system look like in practice?

A mature Industrial AI Data Fabric - the architecture that connects, processes, and acts on IIoT data across an organisation - typically comprises five functional layers working in sequence.

First, an [real-time integration layer](https://www.rayven.io/platform/integration) ingests data from OT systems (PLCs, SCADA, historians), IT systems (ERP, CMMS), IoT sensors, and external data streams simultaneously. **The Rayven Platform ships with 1,228+ pre-built connectors**, which means industrial organisations rarely need to build custom integrations from scratch.

Second, a data layer structures and stores incoming data in AI-ready formats, running ETL (Extract, Transform, Load) processes and enabling model training directly within the platform.

Third, an execution layer applies AI - predictive analytics, workflow automation, agentic AI - to the structured data. This is where anomaly detection, maintenance scheduling, and automated responses are triggered.

Fourth, a presentation layer delivers outputs to the right people in the right format: operator dashboards, mobile field apps, management portals, or conversational AI interfaces.

Fifth, security and governance controls ensure that data residency, access control, and audit logging meet enterprise and regulatory requirements across the full stack.

---

## How long does it take to move from raw IoT data to a working AI system?

The most common reason industrial organisations stall on IIoT-plus-AI initiatives is perceived implementation complexity. Traditional custom development - building integrations, data pipelines, ML models, and applications from scratch - is slow and expensive. **Rayven delivers working solutions in 2-12 weeks**, using a done-for-you delivery model with fixed scope and fixed pricing.

**The average deployment time across Rayven's 240+ live deployments is three weeks.** That timeline includes data integration, model configuration, application build, and handover.

For context on why speed matters: [custom AI development](https://www.rayven.io/solutions/custom-ai-solutions) through traditional software delivery often takes six to 18 months before a system reaches production. By that point, operational conditions have changed, stakeholder confidence has eroded, and the business case has to be rebuilt. Faster deployment is not just a convenience - it is a prerequisite for AI actually reaching operations.

Viva Energy and NSW Ports are among the industrial organisations that have moved from fragmented data environments to working AI-powered operational systems using this approach.

---

## When does investing in IIoT plus AI make sense - and when does it not?

IIoT-plus-AI investment makes clear sense when:

- Equipment failure has a known and measurable cost per incident
- Data is already being collected but not acted on at speed
- Compliance reporting requires auditable real-time data trails
- Manual data reconciliation is consuming significant engineer or operator time
- Multiple disconnected systems are creating information silos

It makes less sense - or requires a different sequencing - when:

- Basic connectivity does not yet exist (sensors, network infrastructure)
- Data quality from existing systems is too poor to train reliable models
- There is no internal owner for operational AI outputs

The latter scenarios are not reasons to avoid AI permanently; they are reasons to begin with the [data collection and structuring foundation](https://www.rayven.io/solutions/data-collection-software) before layering predictive capability on top.

---

## How do you choose a platform to connect IoT data and AI for industrial operations?

Five criteria separate platforms that deliver from platforms that pilot forever:

**One: native integration depth.** The platform must connect to OT systems - PLCs, SCADA, historians - not just IT or cloud APIs. Industrial data lives in OT environments first.

**Two: AI capability within the platform.** Exporting data to a separate AI tool adds latency and complexity. **The Rayven Platform includes 11 native AI capabilities**, covering predictive analytics, anomaly detection, and agentic workflow execution.

**Three: deployment model.** Platforms that require large internal data science teams to operate exclude most industrial organisations. Done-for-you delivery, with the vendor taking responsibility for the build, removes that barrier.

**Four: track record in your industry.** Platform experience in mining, energy, logistics, or water differs from generic enterprise software experience. Glencore, Anglo American, Fulton Hogan, and Wattwatchers are examples of industrial organisations operating on [the Rayven Platform](https://www.rayven.io/platform).

**Five: total time to value.** A platform rated 5/5 across 140+ reviews earns that rating by delivering outcomes, not by selling licences. **Rayven is rated 5/5 across 140+ reviews.** Verify delivery timelines and reference availability before committing.

External reference: [IDC FutureScape: Worldwide Internet of Things 2024 Predictions](https://www.idc.com/getdoc.jsp?containerId=US51730824) - IDC - 2024

External reference: [The Internet of Things: How to Capture the Value of IoT](https://www.mckinsey.com/capabilities/mckinsey-digital/our-insights/the-internet-of-things-how-to-capture-the-value-of-iot) - McKinsey Global Institute - 2023

[Explore the full platform](https://www.rayven.io/platform) to see how each layer connects in practice, or [book a demo](https://www.rayven.io/book-demo) to walk through a deployment scenario relevant to your operations.

---

### Is AI replacing IoT, or do the two technologies work together?

AI is not replacing IoT - the two are complementary. IoT provides the physical-world signal data that AI requires to produce operationally relevant outputs. Without real-time sensor data, AI models in industrial settings have nothing meaningful to act on. Without AI, IoT generates data volumes that exceed human capacity to review. The combination - connecting, processing, and acting on data in a single system - is where industrial operational value is realised.

### Why do so many industrial IoT projects fail to deliver ROI?

Most IIoT projects fail to deliver ROI because they stop at data collection. Sensors are installed, connectivity is established, and dashboards are built - but no mechanism exists to interpret the data at speed and trigger a response. **95% of AI projects never ship**, which reflects a similar pattern: investment in capability without a path to production. The gap between data and decision is where most programmes stall, and it is closed by combining AI execution with a structured data pipeline.

### What types of industrial data can be connected to an AI system?

Industrial AI systems can ingest sensor telemetry, equipment health data, SCADA and historian outputs, ERP and CMMS records, environmental monitoring data, video feeds, and third-party data streams including weather and commodity pricing. [Pre-built connectors](https://www.rayven.io/platform/integration/prebuilt-connectors) remove most of the custom integration work. The data layer then structures and normalises inputs from all these sources so AI models can operate across the combined dataset rather than within individual silos.

### How is an Industrial AI Data Fabric different from a standard data warehouse?

A data warehouse is a storage and query system; it holds structured historical data for reporting and analysis. An Industrial AI Data Fabric - the architecture delivered by [the Rayven Platform](https://www.rayven.io/platform) - is an active, real-time system. It ingests live OT and IT data, processes it continuously, runs AI models against it, and triggers automated responses or alerts without human intervention. The key distinction is speed and action: a warehouse answers questions retrospectively; an Industrial AI Data Fabric acts in the moment.

### Can smaller industrial operations benefit, or is this only for large enterprises?

Industrial AI and IoT integration scales to operations of any size. The economics change - smaller operations typically benefit from focused deployments addressing one high-value problem (predictive maintenance on a critical asset, for example) rather than organisation-wide programmes. **Rayven's 3-week average deployment time** and done-for-you delivery model make this accessible without large internal technology teams. The [delivery model options](https://www.rayven.io/services/sme-services) are structured to match different organisational sizes and internal capability levels.

### What security and compliance considerations apply to industrial IoT and AI systems?

Industrial environments carry specific requirements: data residency (data must stay in-country or on-site), OT network segmentation (IoT systems must not expose operational technology to external risk), audit logging (for environmental and safety compliance), and role-based access control (operators, engineers, and executives need different data access levels). [Security, governance, and hosting controls](https://www.rayven.io/platform/security) should be native to the platform - not bolted on - and should support both cloud and on-premise deployment depending on the organisation's requirements.

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### Explore further related content:

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

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