---
title: The role of Data in Industrial IoT | Rayven
description: Discover the critical role of data in industrial IoT. Learn how data is collected, processed, visualized & governed to drive operational efficiency.
image: https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Website%20Images/Rayven%20Blogs%20Images/Lights-1.jpg
---

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Custom Form Builder

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White Labelling

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Deployment + Architecture

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Users, Roles + Access

](https://www.rayven.io/platform/security/users-roles-access)

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Usage + Metrics

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Enterprise Security

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Governance + Controls

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Audit Trails + Logs

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Sectors

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[ Agribusiness ](https://www.rayven.io/industries-and-roles/agribusiness-software)

[ Construction ](https://www.rayven.io/industries-and-roles/construction-software)

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

[ Energy + Utilities ](https://www.rayven.io/industries-and-roles/energy-utilities-software)

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[ Environmental Services ](https://www.rayven.io/industries-and-roles/environmental-services-software)

[ Facility + Site Management                  ](https://www.rayven.io/industries-and-roles/facility-management-software)

[ Financial Services ](https://www.rayven.io/industries-and-roles/financial-services-software)

[ Government + Public Sector ](https://www.rayven.io/industries-and-roles/ai-for-government-services-software-solutions)

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

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

 

[ Infrastructure Management ](https://www.rayven.io/industries-and-roles/infrastructure-management-software)

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

[ Manufacturing ](https://www.rayven.io/industries-and-roles/manufacturing-software)

[ Mining + Quarrying ](https://www.rayven.io/industries-and-roles/mining-software)

[ Oil + Gas ](https://www.rayven.io/industries-and-roles/oil-and-gas-software)

[ Ports + Terminals ](https://www.rayven.io/industries-and-roles/port-management-software)

[ Real Estate + Property Services ](https://www.rayven.io/industries-and-roles/real-estate-software-automation-ai)

[ Retail ](https://www.rayven.io/industries-and-roles/retail-process-automation-ai-software)

[ Smart Communities + Local Government     ](https://www.rayven.io/industries-and-roles/smart-communities-local-government-software)

[ Supply Chain + Logistics ](https://www.rayven.io/industries-and-roles/supply-chain-software)

[ Water + Wastewater ](https://www.rayven.io/industries-and-roles/water-management-software)

[    → All Industries ](https://www.rayven.io/industries-and-roles)

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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=AVxigLJM1VeOcU6PcVFQUtyyBCOq2E6ziTaBVF7OErBpLGH9j3GueoQg2yuA3gPWKTBAbzgZmMEohQuQ%2FN9Mpm5bKeUHiP6KmjLC%2BR4OuCpeHja8Xa7aTeVBp0wabq2hQNLuWhDr0uB8w4zeU0iOP%2BWjt3qgr%2B0o1Xp57zYzJJt23ZaFD4BchN%2FAhofvBuRg5FHLSx%2FbAvATnchisw%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=AVxigLI%2B8Bt0IxV1ZrqgkfN4Osh6Y7dcUHfXwfXyxjaBaHk3lIZgoIL269DC2W8eaJDtME1BgPZJAzRj8FYf0JyegsOL8Mal3lFSxrzyCEmY%2F3IydmFraLJtIPCMqWItQzZGJ52OFZNyJuJXzg3GKqk8EDcEckl%2BOHSrlwp%2F4%2Fz1%2F5PUWLWVW%2BikBvez7YX1eeh092R%2BineHQhpJqA%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=AVxigLIiy8rUepKl%2FQlqHJY2e6QfTnfqa9go6ZFpc5a2GboEze2Fvw4S44ALIlQz9RWbkoSbCoq1uiazx%2BIQ%2BbiKZewBOsRZWp32Cc6IDKWYLLIMOq2mtYR1NSbL6iL8uI1iX91zAqmta4Zx5%2F5LL9051tiRpigRCZdaxifaGFxInofxIf6YUpLfp7CvbyD8KO6tE8yFhSeCZK%2BWqQJ8dZmeAtg%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=AVxigLJBGtCHx4NFozW4KisUgrbj97D7UG9A6c3P4hvEHH5DCKkzTAdTSf8Bd2s%2BpwEEgAutm1E%2B9fTn8sk74y1w9rlq8wOCx2W2L2y7T9E1iMONhxVlShO%2B95u%2B5MFElfNZNUiLX13Jy3YCuxuQ%2BUJ%2B2THuvrXmGDSPx7AMHzPZ69DSwtmh5QZfe%2FRZfRUeZcjTKW6JpT%2FFuMXU03zAecY%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=AVxigLLZWpu94mVgwN9eaoJVM683jTMhMzdteSQXk5zp2eCmY3Gyid8wXe8hr4Z3ka2IFJ2OQ5cGa9X2vOGnitAlpbfJqi7yVZPRNp3UXIsE%2FTdUj1%2B5qFDdTjOmDn0wOPHw6ma%2BwJSTjpvH%2BK7TTuO0m%2FJ1o4k3TtB20I0M4r090o91jouFVX0J91KxpmqmLCNIZwMHWgQThgPWznYWJidqg5Rbzg%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=AVxigLLvLMRT8xw62NYJL1Ed2wpMwC1gAch%2FmxDkfbLz7S04Yg58FGQP%2BRI3Iw3t%2BLlPl2oFz6BBqtPzUZH2Y8nHjHbWAiPxpDD38sQWnCUTLKVQKlEyEZyjKf4jlVY6b1GavfPptwvv5NZppZhT0mvJG%2BkgQTATJ%2B0Wnv5lNZJqZkeIQbgS1hoJTBKMv6QyNyLgl0Va%2BWhGO%2BIDV9Sfl84eb%2BNWN%2FU%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=AVxigLJpdDEXvC0ND%2BcN7ZdB4%2BYGqk1JmNvzesFO9viiLTHqKXdWr68MIbA95xXY2dRF2WcrHMhrKA63uWSCH5I5qcGAyBWxrmvMg5rv7vrKVZdP4vQhAft4Z8zxLbTzXldqdCgrnYsE5iY79ejGAYWaPDlhzHTKNMjj2%2B9pdIn1nFpM0sJHfzJhh2yCQ1rVm26j0R6GSrZoOW%2FktFjDX98WYRo%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=AVxigLLoCEkD2Q0QCr1%2FpYXaSm%2F3uJQ5noypHWC2C4iEOR3Jyg8pS4ItDWFn5BHnWrbhIQIk19NwafrqRAMFO3I9UKmG8Nr0WzcQMcMTq0hGMGCy0LynRAeLGrfVU%2FLeiyz8IHe%2BWLAZD90APcypPUtKVKYMbvcp6ByHUxKduYMtyPfKxTmJT0d85s5XZjMVR%2F4DslxA3ou5Et3pvpXf66KsVw%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=AVxigLL7ciuzw8f8RKYQ0aIs643YEAJ3ZCdq0S1z9WNSfJ%2Fu8gAZ3VQED%2B9CrLEVGAzM4ufJGiVD72%2Fw5ssOdGWKuswEZSjhWzWR27mcT6Yfh63af5vJZkPvJe9jUKw8Jv2edAtiVenPpcXbjFspivaycdYy1ZHEY4C1F9P3J5TioqYWshCQusuqAbIM8RofSCuOxxp15omx1FK4KNGgI5CXk5ep3boq0%2FoTk2jWtwlfnlEbCw%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=AVxigLJ48iHUrKMmRaERH473BCne4FEuN2UMsSqiknp6Oez2QtuXXQ0BAcV2DRSHzK9F9uA%2FECD8%2B4XYhrSSM9DfPqWlkvsjeHviFySdcb81Nf4Csst69s5Oix%2BGv0m3qzGnD5PjUaUyUVOH6UKDp%2ByKeF9is9FIBV73HFB9TYzL2SITxyJAIHOcjo5DpV3hVqRQjyUyNnPsHh1pumCdd1BLeKvP&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=AVxigLIyGKGoozg5R0CK2008NZygaupTWMagvS8Dp1tEBOCJ%2FYTk%2Far7q5SA%2BIsptVT5v72CfyHChrckw1DunfNtuHLHY72cMnL2PPnfDbUD%2BhvpMZLqBSDIHbQEcteUMlxUyJ4iN43z530bC7oR6oRqdNeoS3%2FDcxrgfYrgODr1M9ZwrzOh0f83rvc%2FbvYzM%2Fue7vHimCYbRLzU292J6pPgpCVrVA%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=AVxigLKq3QB4gmaIrbOdta8f3r%2F724KrGdBffyu3xz0%2FvDMqPsHrihFHGPBUB5O%2FoyYpHA7T9m6dIm8v5F3NK2MAGTTdpZnTMx4Z4nejbaV0Ci%2FwQXvReipX%2B%2FkCBzJWm%2Ffd8wwlcZz%2B9p0x%2B7oxD5Nb6b3%2F8gZ6IQ%2FjHDP6g9uoDevO1F9DIJ5JuNKTAXcc9yZBB1sgia8yvX6eWu2HRM9gYelZdb2mt6A%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=AVxigLKAmQYnGvkDo8jDvxFlCKQYlFeYtwR5XV8hNFACuBmPdc7YjGbeSiddSBs%2FH31p3MDFPxbP2eGvlkrKIr%2BFM4Zr5uQlqoeAEB5VQU2kvxb9MhGDTpq5n5ixuaTaaYqliLKmngfLfwk0M36c1z9NyfmTR9x4iLPY0DtiFDS5OIdGpb6v%2Fabl2O5qWF4WKKT76oZ%2F2DKumDXr9rcXOeHq3rQ%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=AVxigLJvQkmEFgSo6FgwTpOr0f3WracVsMU%2FKtQS%2F7I735eyXYLTHzeAx%2Fs2F3k%2BEDt3VzBSiq6YmVmtaOCp2xAa53bXtt5yIWoyrHbVPvyd5C2GO5YJlbCX97pOo9uBXP4Rk%2BiWR%2FoZ4gPc%2Bx8SFKG7WfLfAUrecfU7QntvkqjbpSMdHphZCboZFMjfbX7lZ7ZGCLkeonMUWHcHkv0%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=AVxigLJUNZElRKDBN0D5kgy1gzvYj5QttYu9u0HzJGlFqe2uxVp%2BwPAwuSqM1IVi%2BAFZ7dRXcaNMMECQHjCsFIeJu9z9zFk2n%2FEowq%2FxggU3qqP2F5TzZa4LTlPl8vtNuS1ArpLxFyx0SlBWy9C7xQqFrbvJC%2B%2BMglyQpnK6Mfc3ArmjeEqZqNltvlSyHRuH4PHwhTd83A%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=AVxigLKn7fFhgWQaNDmEKJ1l6aYL7Pc9G%2BmGUAHfG8CgchK1bcn0FOUVZ1gSO0Ffs0e%2BmskEsYZhaKfcVM%2BnXsSMM3eSiAnk5aAJ8jxNPxH8rICV2Q%2F4n6km8GlpOtmCmGoJ%2FWhUqFIwpH%2BHWVIFH29oqZgYP%2FaVgAw52bDtTZYg5PJKGct2ykHrebJnGovjtpSJRvTy&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=AVxigLIiRoYWsi6GgpZRGb1P8WBrJ9QnpeK1C7fv8CJmFhcFMXzaVQDQ8xZGA05y0fd%2B0nAOgzzDytW5eD9G6aEQKai1svcr4AaP9gZiJqgJyfiTP8q3wwqIzYVAtjp40%2Bl8%2F7IvgF7f2PDjBvdG5VH02n2%2Fw%2FgOODepXMAfnD00jiuoE31Z5NI%2Ftmk2HElM8GR2ppY5xUaOKVFuGQ%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=AVxigLLZ%2BwO0vSfpel0HPmeoh3hBinB7KgupCq9dl3AoG0CeePb4i534y0PaM2DFpc%2Bmamg9lJevdL72NxnIFXMa%2FO7eiLNVeDHkCKFKqrlmmBqn1LsNnCMKFMEZX5s0ibXbyjCy0x7eQModmcCmTn4e%2BctiAKgC0nK09Z4L%2Bq%2FmxlrfYDfHNsxwA6nAldNhh8XMsH8vT2LFOhYSz1w%2Bi4wbcGPBRSwHQfs%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=AVxigLKSikBT2iwTy4T12JlOun4iBgfEl7LQ99y4fgr8b5BNhYrz93EHeGm%2F3hym%2FY4GsWYgI%2BFxuzc6NQCptBpPjuW8D0gS7Bf5rgw95jIwuL1Ss2K8s9B7q0vsrNqtutfAUhbo8nQf0Qe%2B4qZXICG18feGNo3yTRoeo097Ltbf49y9u1hMTEiZFstZD9JlGU4%2FroIdxSEnanqLkcmuaKbBws23JvA7KmPOszI%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=AVxigLIRAh8snZi3yEofH7Z%2FsUekZ2w1NCrMM03OyF3JFCC%2BiCSH6Fcdj8DXt%2B5LL%2B0dsqwsSqxrvL4hgY8b7%2B0glchs8vZGPlTRWhm4WHBteQ6enyfx5QdidjNY1zfB4Url8vl90zbsT59gcnU7WI7RoSpMZFG78QxmHpheDGhwu1O9YhBIiF%2BT2uj28L3b86FMHcUyM7DaZSRfpQz9SjvpMLLhnvKNwtA%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=AVxigLIiRoYWsi6GgpZRGb1P8WBrJ9QnpeK1C7fv8CJmFhcFMXzaVQDQ8xZGA05y0fd%2B0nAOgzzDytW5eD9G6aEQKai1svcr4AaP9gZiJqgJyfiTP8q3wwqIzYVAtjp40%2Bl8%2F7IvgF7f2PDjBvdG5VH02n2%2Fw%2FgOODepXMAfnD00jiuoE31Z5NI%2Ftmk2HElM8GR2ppY5xUaOKVFuGQ%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=AVxigLJZVb3UK10ZW7TiEywGZv5zOTA%2BsCfEfxMgQEICdPyySn2nspv66j%2FYvaaRPraHx9RN01cd0ZvqDUFFlNJXkr8uV9igFc6poM%2BtnH4okbkeusizEBUCP%2FKbhR3Kw1Iw7PO%2FHq8a6GfgwHqeUMB2X%2BJIjj2A4u8AHJfuIbZBDo27eaq1GE0la18lYd6o%2Fyv1alJQLzkSw9RQhW08lEM%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=AVxigLJiHVNgyQFRfKGfQ4frBqfGAYaqBX4muIdfUR2Kk8FVKG%2BkRP0P6GjvK%2FzDfB18RZbjrKsG323s8OdZ1F2d4TDZK0NjzbCGZjenZpYqX%2Bkq7NPBwQldZT5K0xzaFB0z1cZhB8tD%2FYmlUFs0402smmEK8dkqOtQZF3A9wVqJqJxtVA%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=AVxigLJtIL%2Bm9c1SgJsxr5a7pE3ZI8Pj%2FyziuULPS1By2O7eVnMTuw2S18x5fqDc0ICVENh26V0rpQHCNIKk4XOl00zPRrRIHCrsMNbKCAVmc%2FQtGOuR0lm1aYPzUlm7Z3updQg%2BKDRH9KLY7w2sW29wmZOAzeyWCKUDoAjmBFN01FuPdxjBE5e5PrF5jMtFPw%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=AVxigLITFrcvOj9AMc0VNMIOo3ZQA2I04obwP%2F%2BZhBegMth29CrDZBTOVDO163Rw5B6M6YLynq9%2FAoBscMU4RS6NLvtnXbbJSxmyXSiYRSQySU0fvcafycM6sUHXk38UsOXU4SakV4k3ZM9Qarxbvg%2FwuWeakRYd7SV1Jl%2BwH0d3&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=AVxigLKmrCWWP7Tv86O4zfBPUZw%2FaPp6SrhCJalt0eU%2BVLTK0%2F%2FRUIyfc1KTctpqon1lrKDeCV3Aa1t86yZ6sy9vhUPuIbMFoNRz59IlGCfSAwEUops7bKBr%2FDQlKdcwB9juETQ%2BbN2%2BXauXRmq0yOwUp2feXZSbAmkQS97oWtrUi5RcZ4DyBVIxDxp8%2FA%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=AVxigLIKVjTbemZOmSE6CIfDSVHh85bEDGlyxrrpih8dyV7X%2BrMMysAyoEI4jJJR9IFDZjS%2F69bxTUQbScMZbWKKJlIJ3ZO%2F%2FZH9V%2B794InVrHzPq%2BR6wGAwknv7kX26QhkOEtj7AWRSZtU02oCShQxphGAQTv9HAE4GsbpuLJulejHUPsGvKFqD7dOhbPVylVNhVch6pzX6cg%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=AVxigLKP1Vk7Tu65d5VjQIFGIfeVXD2pCZI5N0aS42Dl7VLedNDBp0ysMFsa3YbHxxhXehzH7ipC6qYDa8qFefT1SmRu%2FqW1ckHWL2%2F43l1kfVvRzenRXZBJ2uckblm3qrKi%2BxLrwGRg%2FEshRrwcXewcjUGheOAHUQb%2F56OvjgpJmFAIq09psM6r4KOstw%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=AVxigLLKlaTzzF4%2BcYmzt0KHdZ7w8gkcJvim40Ub113oXrc4F4Lmp3se19MVvGQqFVrVFngk3fv9Ez4oQdCISQxZUDNxOCmhkFoDAGNWP22xzd46m5w4KKkwDbEQesViRiCxk93lntpsafAyt4fQ%2BSefiOBxWmibErwxqUUTY6PhQe5g&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)

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

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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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[![Rayven-logo](https://www.rayven.io/hubfs/Picture1.png) ](https://www.rayven.io/)

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**

[ 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=AVxigLJTaRy6roOkffFQLfE8mgukvvGcRibauIOtw4zjdCX0xOOvKjaodQya%2FLvOPD96H3RJ2awDzWr4UTcGgFhRmmUsm8NplmQVfUXlRgz5oVttHX33iLi5oOwYeWu0OCK%2BYLR3vg%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=AVxigLJTaRy6roOkffFQLfE8mgukvvGcRibauIOtw4zjdCX0xOOvKjaodQya%2FLvOPD96H3RJ2awDzWr4UTcGgFhRmmUsm8NplmQVfUXlRgz5oVttHX33iLi5oOwYeWu0OCK%2BYLR3vg%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=AVxigLLm%2FR%2FOw%2Bv%2BhSpUt7Te77NycFmYSkiAvEC7qB62WOlImOhJFQAosZhwtBXODUCk9uOU%2FlAVQPLRcRLohoSXd7mF9S0BEdPbMzfxWJ965Iob%2FgsZKoHjkH1wDOvUeFd%2BK%2FgTm2nljaUxk34NDj9n3tOYUBokXmnVaEKQRgQxNGRqLBsSViwcxCxa028w2JC9yWias8%2BnjUFGo%2BS%2Bfnu0rg%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=AVxigLJM1VeOcU6PcVFQUtyyBCOq2E6ziTaBVF7OErBpLGH9j3GueoQg2yuA3gPWKTBAbzgZmMEohQuQ%2FN9Mpm5bKeUHiP6KmjLC%2BR4OuCpeHja8Xa7aTeVBp0wabq2hQNLuWhDr0uB8w4zeU0iOP%2BWjt3qgr%2B0o1Xp57zYzJJt23ZaFD4BchN%2FAhofvBuRg5FHLSx%2FbAvATnchisw%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=AVxigLI%2B8Bt0IxV1ZrqgkfN4Osh6Y7dcUHfXwfXyxjaBaHk3lIZgoIL269DC2W8eaJDtME1BgPZJAzRj8FYf0JyegsOL8Mal3lFSxrzyCEmY%2F3IydmFraLJtIPCMqWItQzZGJ52OFZNyJuJXzg3GKqk8EDcEckl%2BOHSrlwp%2F4%2Fz1%2F5PUWLWVW%2BikBvez7YX1eeh092R%2BineHQhpJqA%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=AVxigLIiy8rUepKl%2FQlqHJY2e6QfTnfqa9go6ZFpc5a2GboEze2Fvw4S44ALIlQz9RWbkoSbCoq1uiazx%2BIQ%2BbiKZewBOsRZWp32Cc6IDKWYLLIMOq2mtYR1NSbL6iL8uI1iX91zAqmta4Zx5%2F5LL9051tiRpigRCZdaxifaGFxInofxIf6YUpLfp7CvbyD8KO6tE8yFhSeCZK%2BWqQJ8dZmeAtg%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=AVxigLJBGtCHx4NFozW4KisUgrbj97D7UG9A6c3P4hvEHH5DCKkzTAdTSf8Bd2s%2BpwEEgAutm1E%2B9fTn8sk74y1w9rlq8wOCx2W2L2y7T9E1iMONhxVlShO%2B95u%2B5MFElfNZNUiLX13Jy3YCuxuQ%2BUJ%2B2THuvrXmGDSPx7AMHzPZ69DSwtmh5QZfe%2FRZfRUeZcjTKW6JpT%2FFuMXU03zAecY%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=AVxigLLZWpu94mVgwN9eaoJVM683jTMhMzdteSQXk5zp2eCmY3Gyid8wXe8hr4Z3ka2IFJ2OQ5cGa9X2vOGnitAlpbfJqi7yVZPRNp3UXIsE%2FTdUj1%2B5qFDdTjOmDn0wOPHw6ma%2BwJSTjpvH%2BK7TTuO0m%2FJ1o4k3TtB20I0M4r090o91jouFVX0J91KxpmqmLCNIZwMHWgQThgPWznYWJidqg5Rbzg%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=AVxigLLvLMRT8xw62NYJL1Ed2wpMwC1gAch%2FmxDkfbLz7S04Yg58FGQP%2BRI3Iw3t%2BLlPl2oFz6BBqtPzUZH2Y8nHjHbWAiPxpDD38sQWnCUTLKVQKlEyEZyjKf4jlVY6b1GavfPptwvv5NZppZhT0mvJG%2BkgQTATJ%2B0Wnv5lNZJqZkeIQbgS1hoJTBKMv6QyNyLgl0Va%2BWhGO%2BIDV9Sfl84eb%2BNWN%2FU%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=AVxigLJpdDEXvC0ND%2BcN7ZdB4%2BYGqk1JmNvzesFO9viiLTHqKXdWr68MIbA95xXY2dRF2WcrHMhrKA63uWSCH5I5qcGAyBWxrmvMg5rv7vrKVZdP4vQhAft4Z8zxLbTzXldqdCgrnYsE5iY79ejGAYWaPDlhzHTKNMjj2%2B9pdIn1nFpM0sJHfzJhh2yCQ1rVm26j0R6GSrZoOW%2FktFjDX98WYRo%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=AVxigLLoCEkD2Q0QCr1%2FpYXaSm%2F3uJQ5noypHWC2C4iEOR3Jyg8pS4ItDWFn5BHnWrbhIQIk19NwafrqRAMFO3I9UKmG8Nr0WzcQMcMTq0hGMGCy0LynRAeLGrfVU%2FLeiyz8IHe%2BWLAZD90APcypPUtKVKYMbvcp6ByHUxKduYMtyPfKxTmJT0d85s5XZjMVR%2F4DslxA3ou5Et3pvpXf66KsVw%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=AVxigLL7ciuzw8f8RKYQ0aIs643YEAJ3ZCdq0S1z9WNSfJ%2Fu8gAZ3VQED%2B9CrLEVGAzM4ufJGiVD72%2Fw5ssOdGWKuswEZSjhWzWR27mcT6Yfh63af5vJZkPvJe9jUKw8Jv2edAtiVenPpcXbjFspivaycdYy1ZHEY4C1F9P3J5TioqYWshCQusuqAbIM8RofSCuOxxp15omx1FK4KNGgI5CXk5ep3boq0%2FoTk2jWtwlfnlEbCw%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=AVxigLJ48iHUrKMmRaERH473BCne4FEuN2UMsSqiknp6Oez2QtuXXQ0BAcV2DRSHzK9F9uA%2FECD8%2B4XYhrSSM9DfPqWlkvsjeHviFySdcb81Nf4Csst69s5Oix%2BGv0m3qzGnD5PjUaUyUVOH6UKDp%2ByKeF9is9FIBV73HFB9TYzL2SITxyJAIHOcjo5DpV3hVqRQjyUyNnPsHh1pumCdd1BLeKvP&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=AVxigLIyGKGoozg5R0CK2008NZygaupTWMagvS8Dp1tEBOCJ%2FYTk%2Far7q5SA%2BIsptVT5v72CfyHChrckw1DunfNtuHLHY72cMnL2PPnfDbUD%2BhvpMZLqBSDIHbQEcteUMlxUyJ4iN43z530bC7oR6oRqdNeoS3%2FDcxrgfYrgODr1M9ZwrzOh0f83rvc%2FbvYzM%2Fue7vHimCYbRLzU292J6pPgpCVrVA%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=AVxigLKq3QB4gmaIrbOdta8f3r%2F724KrGdBffyu3xz0%2FvDMqPsHrihFHGPBUB5O%2FoyYpHA7T9m6dIm8v5F3NK2MAGTTdpZnTMx4Z4nejbaV0Ci%2FwQXvReipX%2B%2FkCBzJWm%2Ffd8wwlcZz%2B9p0x%2B7oxD5Nb6b3%2F8gZ6IQ%2FjHDP6g9uoDevO1F9DIJ5JuNKTAXcc9yZBB1sgia8yvX6eWu2HRM9gYelZdb2mt6A%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=AVxigLKAmQYnGvkDo8jDvxFlCKQYlFeYtwR5XV8hNFACuBmPdc7YjGbeSiddSBs%2FH31p3MDFPxbP2eGvlkrKIr%2BFM4Zr5uQlqoeAEB5VQU2kvxb9MhGDTpq5n5ixuaTaaYqliLKmngfLfwk0M36c1z9NyfmTR9x4iLPY0DtiFDS5OIdGpb6v%2Fabl2O5qWF4WKKT76oZ%2F2DKumDXr9rcXOeHq3rQ%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=AVxigLJvQkmEFgSo6FgwTpOr0f3WracVsMU%2FKtQS%2F7I735eyXYLTHzeAx%2Fs2F3k%2BEDt3VzBSiq6YmVmtaOCp2xAa53bXtt5yIWoyrHbVPvyd5C2GO5YJlbCX97pOo9uBXP4Rk%2BiWR%2FoZ4gPc%2Bx8SFKG7WfLfAUrecfU7QntvkqjbpSMdHphZCboZFMjfbX7lZ7ZGCLkeonMUWHcHkv0%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=AVxigLJUNZElRKDBN0D5kgy1gzvYj5QttYu9u0HzJGlFqe2uxVp%2BwPAwuSqM1IVi%2BAFZ7dRXcaNMMECQHjCsFIeJu9z9zFk2n%2FEowq%2FxggU3qqP2F5TzZa4LTlPl8vtNuS1ArpLxFyx0SlBWy9C7xQqFrbvJC%2B%2BMglyQpnK6Mfc3ArmjeEqZqNltvlSyHRuH4PHwhTd83A%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=AVxigLKn7fFhgWQaNDmEKJ1l6aYL7Pc9G%2BmGUAHfG8CgchK1bcn0FOUVZ1gSO0Ffs0e%2BmskEsYZhaKfcVM%2BnXsSMM3eSiAnk5aAJ8jxNPxH8rICV2Q%2F4n6km8GlpOtmCmGoJ%2FWhUqFIwpH%2BHWVIFH29oqZgYP%2FaVgAw52bDtTZYg5PJKGct2ykHrebJnGovjtpSJRvTy&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=AVxigLIiRoYWsi6GgpZRGb1P8WBrJ9QnpeK1C7fv8CJmFhcFMXzaVQDQ8xZGA05y0fd%2B0nAOgzzDytW5eD9G6aEQKai1svcr4AaP9gZiJqgJyfiTP8q3wwqIzYVAtjp40%2Bl8%2F7IvgF7f2PDjBvdG5VH02n2%2Fw%2FgOODepXMAfnD00jiuoE31Z5NI%2Ftmk2HElM8GR2ppY5xUaOKVFuGQ%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=AVxigLLZ%2BwO0vSfpel0HPmeoh3hBinB7KgupCq9dl3AoG0CeePb4i534y0PaM2DFpc%2Bmamg9lJevdL72NxnIFXMa%2FO7eiLNVeDHkCKFKqrlmmBqn1LsNnCMKFMEZX5s0ibXbyjCy0x7eQModmcCmTn4e%2BctiAKgC0nK09Z4L%2Bq%2FmxlrfYDfHNsxwA6nAldNhh8XMsH8vT2LFOhYSz1w%2Bi4wbcGPBRSwHQfs%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=AVxigLKSikBT2iwTy4T12JlOun4iBgfEl7LQ99y4fgr8b5BNhYrz93EHeGm%2F3hym%2FY4GsWYgI%2BFxuzc6NQCptBpPjuW8D0gS7Bf5rgw95jIwuL1Ss2K8s9B7q0vsrNqtutfAUhbo8nQf0Qe%2B4qZXICG18feGNo3yTRoeo097Ltbf49y9u1hMTEiZFstZD9JlGU4%2FroIdxSEnanqLkcmuaKbBws23JvA7KmPOszI%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=AVxigLIRAh8snZi3yEofH7Z%2FsUekZ2w1NCrMM03OyF3JFCC%2BiCSH6Fcdj8DXt%2B5LL%2B0dsqwsSqxrvL4hgY8b7%2B0glchs8vZGPlTRWhm4WHBteQ6enyfx5QdidjNY1zfB4Url8vl90zbsT59gcnU7WI7RoSpMZFG78QxmHpheDGhwu1O9YhBIiF%2BT2uj28L3b86FMHcUyM7DaZSRfpQz9SjvpMLLhnvKNwtA%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=AVxigLIiRoYWsi6GgpZRGb1P8WBrJ9QnpeK1C7fv8CJmFhcFMXzaVQDQ8xZGA05y0fd%2B0nAOgzzDytW5eD9G6aEQKai1svcr4AaP9gZiJqgJyfiTP8q3wwqIzYVAtjp40%2Bl8%2F7IvgF7f2PDjBvdG5VH02n2%2Fw%2FgOODepXMAfnD00jiuoE31Z5NI%2Ftmk2HElM8GR2ppY5xUaOKVFuGQ%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=AVxigLJZVb3UK10ZW7TiEywGZv5zOTA%2BsCfEfxMgQEICdPyySn2nspv66j%2FYvaaRPraHx9RN01cd0ZvqDUFFlNJXkr8uV9igFc6poM%2BtnH4okbkeusizEBUCP%2FKbhR3Kw1Iw7PO%2FHq8a6GfgwHqeUMB2X%2BJIjj2A4u8AHJfuIbZBDo27eaq1GE0la18lYd6o%2Fyv1alJQLzkSw9RQhW08lEM%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=AVxigLJiHVNgyQFRfKGfQ4frBqfGAYaqBX4muIdfUR2Kk8FVKG%2BkRP0P6GjvK%2FzDfB18RZbjrKsG323s8OdZ1F2d4TDZK0NjzbCGZjenZpYqX%2Bkq7NPBwQldZT5K0xzaFB0z1cZhB8tD%2FYmlUFs0402smmEK8dkqOtQZF3A9wVqJqJxtVA%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=AVxigLJtIL%2Bm9c1SgJsxr5a7pE3ZI8Pj%2FyziuULPS1By2O7eVnMTuw2S18x5fqDc0ICVENh26V0rpQHCNIKk4XOl00zPRrRIHCrsMNbKCAVmc%2FQtGOuR0lm1aYPzUlm7Z3updQg%2BKDRH9KLY7w2sW29wmZOAzeyWCKUDoAjmBFN01FuPdxjBE5e5PrF5jMtFPw%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=AVxigLITFrcvOj9AMc0VNMIOo3ZQA2I04obwP%2F%2BZhBegMth29CrDZBTOVDO163Rw5B6M6YLynq9%2FAoBscMU4RS6NLvtnXbbJSxmyXSiYRSQySU0fvcafycM6sUHXk38UsOXU4SakV4k3ZM9Qarxbvg%2FwuWeakRYd7SV1Jl%2BwH0d3&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=AVxigLKmrCWWP7Tv86O4zfBPUZw%2FaPp6SrhCJalt0eU%2BVLTK0%2F%2FRUIyfc1KTctpqon1lrKDeCV3Aa1t86yZ6sy9vhUPuIbMFoNRz59IlGCfSAwEUops7bKBr%2FDQlKdcwB9juETQ%2BbN2%2BXauXRmq0yOwUp2feXZSbAmkQS97oWtrUi5RcZ4DyBVIxDxp8%2FA%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=AVxigLIKVjTbemZOmSE6CIfDSVHh85bEDGlyxrrpih8dyV7X%2BrMMysAyoEI4jJJR9IFDZjS%2F69bxTUQbScMZbWKKJlIJ3ZO%2F%2FZH9V%2B794InVrHzPq%2BR6wGAwknv7kX26QhkOEtj7AWRSZtU02oCShQxphGAQTv9HAE4GsbpuLJulejHUPsGvKFqD7dOhbPVylVNhVch6pzX6cg%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=AVxigLKP1Vk7Tu65d5VjQIFGIfeVXD2pCZI5N0aS42Dl7VLedNDBp0ysMFsa3YbHxxhXehzH7ipC6qYDa8qFefT1SmRu%2FqW1ckHWL2%2F43l1kfVvRzenRXZBJ2uckblm3qrKi%2BxLrwGRg%2FEshRrwcXewcjUGheOAHUQb%2F56OvjgpJmFAIq09psM6r4KOstw%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=AVxigLLKlaTzzF4%2BcYmzt0KHdZ7w8gkcJvim40Ub113oXrc4F4Lmp3se19MVvGQqFVrVFngk3fv9Ez4oQdCISQxZUDNxOCmhkFoDAGNWP22xzd46m5w4KKkwDbEQesViRiCxk93lntpsafAyt4fQ%2BSefiOBxWmibErwxqUUTY6PhQe5g&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=AVxigLLKlaTzzF4%2BcYmzt0KHdZ7w8gkcJvim40Ub113oXrc4F4Lmp3se19MVvGQqFVrVFngk3fv9Ez4oQdCISQxZUDNxOCmhkFoDAGNWP22xzd46m5w4KKkwDbEQesViRiCxk93lntpsafAyt4fQ%2BSefiOBxWmibErwxqUUTY6PhQe5g&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=AVxigLLKlaTzzF4%2BcYmzt0KHdZ7w8gkcJvim40Ub113oXrc4F4Lmp3se19MVvGQqFVrVFngk3fv9Ez4oQdCISQxZUDNxOCmhkFoDAGNWP22xzd46m5w4KKkwDbEQesViRiCxk93lntpsafAyt4fQ%2BSefiOBxWmibErwxqUUTY6PhQe5g&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=AVxigLLKlaTzzF4%2BcYmzt0KHdZ7w8gkcJvim40Ub113oXrc4F4Lmp3se19MVvGQqFVrVFngk3fv9Ez4oQdCISQxZUDNxOCmhkFoDAGNWP22xzd46m5w4KKkwDbEQesViRiCxk93lntpsafAyt4fQ%2BSefiOBxWmibErwxqUUTY6PhQe5g&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=AVxigLLKlaTzzF4%2BcYmzt0KHdZ7w8gkcJvim40Ub113oXrc4F4Lmp3se19MVvGQqFVrVFngk3fv9Ez4oQdCISQxZUDNxOCmhkFoDAGNWP22xzd46m5w4KKkwDbEQesViRiCxk93lntpsafAyt4fQ%2BSefiOBxWmibErwxqUUTY6PhQe5g&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=AVxigLLKlaTzzF4%2BcYmzt0KHdZ7w8gkcJvim40Ub113oXrc4F4Lmp3se19MVvGQqFVrVFngk3fv9Ez4oQdCISQxZUDNxOCmhkFoDAGNWP22xzd46m5w4KKkwDbEQesViRiCxk93lntpsafAyt4fQ%2BSefiOBxWmibErwxqUUTY6PhQe5g&webInteractiveContentId=185823046841&portalId=8302174)

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

**

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# What role does data play in industrial IoT?

 Rayven, 13 February 2023

The role of Data in Industrial IoT | Rayven

3:28

Data plays a critical role in[ industrial IoT](https://www.rayven.io/industrial-applications) (IIoT or industrial internet of things) as it is the foundation upon which [IIoT systems](https://www.rayven.io/iot-platform) operate and real-time optimisations are found.

IIoT software relies on data from sensors and devices to monitor and control various aspects of industrial operations such as temperature, pressure, vibration, flow and more. In addition, they rely on integrations with other business systems to provide the full picture on performance, such as SCADA, ERP and other key production and asset software. This data is then used to gain insights and make decisions that can improve operations, increase efficiency, and reduce costs.

## The role of data in IIoT can be broken down into several key areas:

- **Data collection: **Data is collected from sensors, devices and integrations in real-time, which is then transmitted to the [IoT platform](https://www.rayven.io/iot-platform) for further processing and analysis. A key characteristic of good IIoT software is its interoperability, as the ability to easily extract or ingest data from is often the most complicated part of any IoT solution development project.
- **Data storage: **Data is stored in a data management system, such as a database or data lake, where it can be accessed, analysed and visualized by authorised users. In some instances, the IIoT software that you’re using can also be used as a disaster recovery (DR) system should a problem occur elsewhere. 
- **Data processing: **Data processing is one of the most important aspects of IIoT, as it involves extracting meaningful insights from the data. This can be done using various techniques such as machine learning, statistical analysis, and other forms of data analysis. These insights can then be used to improve operations, increase efficiency, and reduce costs. For example, by analysing data from sensors on a production line, an organisation can identify patterns and trends that indicate when maintenance is needed, which can help to reduce downtime and increase production.
- **Data visualization: **Data visualization is another important aspect of IIoT, as it allows users to understand the data and make informed decisions. This is done by creating dashboards and reports that display the data in an easy-to-understand format. These dashboards and reports can be customised to meet the specific needs of the organisation and can be accessed by authorised users from anywhere at any time.
- **Data governance: **Data governance is also an important aspect of IIoT, as it ensures that the data is managed, secured and compliant with industry regulations. This includes ensuring that the data is accurate and complete, that it is stored and transmitted securely, and that it is only accessed by authorised users. It also includes ensuring compliance with industry regulations such as GDPR and HIPAA.

When it comes to data, not all IoT software is created alike. Platforms such as our [IoT platform](https://www.rayven.io/iot-platform) has advanced features that puts you in control of all aspects to do with your data in an easy-to-achieve way. What we mean by this is that you can configure, collect and process data without needing to do any coding, using the host of fast-track integrations that come with it, machine learning functionality, and easy to configure and share dashboards and reports.

[Speak to us](https://www.rayven.io/contact) today to find out more, get some free help, and discover how to get started.

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#### Author

![Rayven](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Logos/Ravyen%20Transparent%20R.png)

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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<https://www.rayven.io/blog/industrial-ai-data-fabric-what-it-is-and-why-it-matters>

Blogs

## [Industrial AI Data Fabric: What It Is and Why It Matters for Industrial Operations](https://www.rayven.io/blog/industrial-ai-data-fabric-what-it-is-and-why-it-matters)

 An industrial AI data fabric is a unified architecture that connects every source of operational data - machines, sensors, enterprise systems, field data - into a...[Read More](https://www.rayven.io/blog/industrial-ai-data-fabric-what-it-is-and-why-it-matters)

<https://www.rayven.io/blog/whats-the-right-kind-of-data-to-use-in-industrial-iot>

Blogs

## [What's the right kind of data to use in industrial IoT?](https://www.rayven.io/blog/whats-the-right-kind-of-data-to-use-in-industrial-iot)

 The right kind of data to use for industrial IoT (IIoT) within your IoT platform (and beyond) depends on your specific use case and your individual requirements,...[Read More](https://www.rayven.io/blog/whats-the-right-kind-of-data-to-use-in-industrial-iot)

<https://www.rayven.io/blog/role-data-etl-asset-monitoring>

Blogs

## [The role data ETL plays in real-time asset monitoring](https://www.rayven.io/blog/role-data-etl-asset-monitoring)

 In today's modern business environments, remote real-time asset monitoring can be critical to the success of an industrial organization, and IoT and AI technology...[Read More](https://www.rayven.io/blog/role-data-etl-asset-monitoring)

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<https://www.rayven.io/blog/what-role-does-data-play-in-industrial-iot#body> 

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