---
title: Channel Life Article 16-Oct-24 | Rayven
description: Industry leaders reflect on AI's potential, with Paul emphasising the importance of real-time data for businesses to fully leverage AI capabilities.
image: https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Website%20Images/2024/PR/Channel-Life-PR-Header.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=AVxigLLBdqpYoVHZHo7qiBiYEQoJGNOvS5dty9knQCoS2J1JTpxq%2FwaPd27mwgfKZtSCdsUIrvhGPlr4uFLGtTazJ1yghosz1mucDtsgmOO22ICzhu8Wa1PvWb%2BawORFGTDAdkNSaaTF2AHBWL%2B0TBpT6aFEZXFwhDVqoh%2FBWbqk9lnrMK1S7N%2F7%2B7ldzRlYztPWXk7%2FMNh9y3dAnQ%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=AVxigLK%2BoF822iG%2BwtkjF9gYZFepcCYG1ubkBl9n0Lrl%2Fo2MRUBmiYCoiaCOLUz8sE7b6kAW6rZNj9O6DqYI5iJ3F35iqkhh3EAPazpuz6FmMCSSjSwBESIlrXRM0fafV%2BNZvcplbUBDW0VF716497zz9krPQKOBeltYAtOUZJmfEe1mzIjQKP6suPgDK4FjGQOo5DAVMJR%2B4bbyxw%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=AVxigLI8Ap8U2q6PeCoqpYgx6zUxWigIu%2Btk80l17kd427v88fQjrHmZtY0RZcNMF%2F8RpuwAschQ3lhNMzKvVeP5pKVKULx5Qa6bD8SNcsf%2FpqBJAWoIHyYTCz1NzfH5rZBi3yD26QtF%2BFFhMIawgFS2UYB7dODPFI%2BlSKyrKGYQyKWEb7tZ5%2FEh2uUsKlNTXhT%2FOZW%2BM11msVCGRTFRbuzWO5I%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=AVxigLJWl2J7R0tlt8%2F7%2FQeTz7Ut4j8w6eWSaZ1TYt%2Bp4FShZd92uBOXVY4Z1Ik3SsfdXLXUVGrsCzcJgpekHpg%2B9YQ6SAAdUmObM1%2BZfK9pBV5FFCiWcoV4UussERcHHXtlQU%2Ff2tFjjP9F4bUJfdpseJO8mBOE5Oh4gs4QAuqE6uRUu7puDWZDOVA7r%2Bvh2wfqo977khVIr4zwIoIZVPk%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=AVxigLI7qQrkSluHES%2FluvaEJD%2FNc3AnsFI7vCIu4soMIdcLkOJIc5oHCwguQIaq3TRFVnlf%2BTbWMgqnATzcYYdcjwLu8LY%2BLIOZEdWiKm8%2BHiCp06XXD%2BCEKCzcEd0AdMsoeJuH4dEWSEVFEplg8Xq9ijPNUSq6twqilQOdacwo9yazQWPIVQsWDM5zD0vMyKHqVbYkqGizb1fz91NAd3XjUNwOOA%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=AVxigLJocu09URiXnCsn6g%2BZ4C%2FJHmJxdM48SYMF9FIfmJyTdTfZOTm8iFWdMpCHQV1Dad0D6ZkNQ5Z7U7t1Z1LcATKq7j4W3LJE3ktjLl5r%2Bpe5iG%2BnBLj%2BxnSDamXkSFQiJC83ZCCsEpADHoxJLEyL9Gh2WOXhsXW%2FCZxkd8BXlcfHwA%2Bj2msj7mmrTke%2FXGuaW7j5OoeCn1wuM%2F50L2oKaVzzMG0%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=AVxigLKBWQFOiqxyNFRVlgWY70zoUDzjputRpTApmyXXYRDKyNCp0bNEy%2FDm914k9vjx6Gp%2FMMJc1qWBPfLSvWF3FeQK2vT7%2FJKOROFRWyBg3El8Vspd04%2FgqPtBQq5ECSYVgG4jd1%2BlvFfbpqidoA434aicSxPdnDaKVQH6jnZrU0qN%2BfPtu0frFqwtBdDH%2Fpx0xUAsFHZHKQSyfKYe9w%2Bp25g%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=AVxigLKBwrOZKFBXfwvnszwt5%2FGRsRhphZHyIbM6zpn0qEG%2Bwit%2F23opWhpRo5Rr1oI4Yq11N0qxqjDYBAHGwV9%2F8hf3qBdUdrPziRY9S6ZOsUYViTAuaBgspO5Wn4BNaBCWT6xLIXpsLXwpUc9f8cn0ZOOnaa4VTjYt50ihTFiqXmeqoSFos9s6Om6t9uvTudEgRkAhzyeuwo2Fr%2FEdiLnv%2FA%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=AVxigLKPXprNxsGPleBIjvWIsThFbUtP7YeYbSQ6RwJy93JkUlR2tNt1l9JUYfAhC7pHcp4cwcpL8K%2Bo9KcaLiGX9q2hBlVwKn3LVVWtEPWFdFePXjtOcK%2BteQ2JySqNqHMo7rNN9OtDsMNoTUT%2BJXon4gioEEVrS9gLWpAlhNcPqNB3I6n5FRKfbR%2Br8i2Izcb%2FtKmfoT0EaWBbHwkc9zrmb19DnxkNsuqikETTVWb6k5RQbA%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=AVxigLKZGU8Qtra7SVoHcJ2vOmbiS2vGLHfAHEcxIzmXl3D4%2BK8D4Qn19Z2JpJPTTutL5hfLZiaW4u3VkSXdYa76kHToglxrEUf6uKdiyo2NHaiYHa5tLMEbAjH0JckFm5%2Fcq1kr9ygsDrbxtYuXJbER32piNJqTmSK6g8ni4IwCnrRmM1vBqzzaTJw07M5ENHD8ST8RbzQxD28JRGPp2pa7skqX&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=AVxigLL%2BRoKWyQaNzE6Z%2FizrquUHV8PspJeDXchLCr%2BAONWACWQDEraHNMgbfjPSFr%2Bdlyj9ws9EFvtfCb4gLT55qjSbTZZ5O0kjeKhMVwJxWedx3uAGen91cLzdALCGt0LgWZq9g7%2FD2SuBvERTsEz9dOYhPr6e9IGWnYnkZObwp8FxYgKfAamzRejCIWmUr51wuNDdb0w8rQb8UfshXp3LvkEvGg%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=AVxigLIN6D0u5u63uIcUWCLjxD1H%2BvFIajzFrBt5ZeAFusZeRfFuUzhttspI%2Bq19rIpWmKSOCJgmKmBWACVg9XNnboScXRaCwkOKcv967LMMndiyOVC15pHzQ3FA0mbJudsdv5FXlD90NhktYzNy%2BCaGB9%2BpahxODU%2BQIqBhvmEkQUQtnzo7OcLdvzEu%2FZX0jdVWFgXgVDnQUY0MyoSSEDjz2H%2BuA%2BxI%2BoA%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=AVxigLKL2a2E%2F4Wh33pXxkK5L90n15fLpLS%2FiG%2BsLcvv0J6iZLPQZYG78bbvPoQ6T6N3vzqVKYGJpeRxtB8jD4H151%2F%2FM6AeaErjTAmyyERKNdd1LC4w2IBKldeyivEl4hujTIq8YMhCgQTVs0zR4NyVAe5Mn8RYLrexizyci6z3dBvNStyVjLAZKXLZjSxxX86vrt3OwUgUL6oQ28ooemNzU0Y%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=AVxigLICOL528VPCyVfjdBK2T9yYD710JIs%2B899Tetr5trntez4QqAX404jbjgxwijEeE2ptls968b2ooqH5FT2up9%2FBnKTxLZbZVOa44wTQr03j8jif%2BhEE9y04qFpxAsB4adwrVwsnedwnzU%2F4FWCU%2BHT2SRiutD8e7Sg1sNqOHD8wiF34W%2FzbKvbtf7WqQYAoTchOJ5NdvKa2NIE%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=AVxigLIjsjApPDUr0MinOPe2boOpxPsivTg1D26lADTIMWfexXyqiYIHsqt%2Beg%2F4cEtoViE7IhV1xx20C2X8aFRl6cw6erRZIQPmCnwyoihduJaddxi8airLbxTs8jpKrZ3E3x9bF9D92V%2Fh5uP7QvpmrIl%2Fq58NLXlP2oFMUwnZ%2Fvjt5BzVj%2F0Xxc0jSPhqaiypsIc6QA%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=AVxigLI%2Bsa%2FOz4y8fs4WYaKBvcKq9bRNJiBwNqf48ILtXN2mies3%2FK6OKf2%2BGgU5wmiEewDVS1CnJ5LYuP%2FjYRGP264hXms6SLUGcvyWSFTT6m44nJH8HOUrqebJuSH3yQ8nmUZn%2FKNN8jRS2gUjKJykjQVkhU9qYtrwgtFR%2FSWbGV77qYzZvofoCo3%2FL1p8uATx%2FdN7&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=AVxigLLxTsgWNDWwYxmyWeYztlnBQzlekktY0Se70CUuea8aJ2ZIbbQSdYuRn5%2B44gOaDQHGdaB0mmnKVtcXwfx2qioT3Va%2Bbhj%2FNCYeegw0G3HoXl9SrCYHB9lzIUJ0xdCNHDOFgzeiE87tBLGRoP8B6zjbkGcWqsFpF8nTvoNd6bPolyr7Kt%2F1ZdIvVplGC8kq%2F9r6NVpi3dQnpQ%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=AVxigLJkEaZVn8U9HJQ0ApuwUJLTAIz7ZJnVPUUSPKWOlIE%2Fn1%2FOlnoiBe6G%2BkSqWDKX7i3SWe6wG4A5iI%2Bf8mb9rp08gqsFWLXEW1QLcqpW4yr5kgUI6hlEa4K3jLyWQKPi%2Fy8j%2FuvR8JIohcTp%2BtUkvnZELtSCut8uG1Ib4JJOXZVvm1xjG6cugwmC0Tw6WRciXVSw7bV6xp0vof43fWn7%2BAZi%2FnnauWw%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=AVxigLKz9fmlIdOnc10UGISvPCdfnMqz3TkUJvTgdZ5c05dl1bEwV%2BkqK%2BG2qmy%2FzXJ33bFpb8nyrgiwbP6qKFOnnVbwZDHAv6OHfdRnL8%2FwPh00Zj88Ror72vyjuxaRjjTpD%2Fm4Stxfp9v182qRuIYCd0msYvvs9bZcPqO9vpbKKtSHClzeFoug9cCmTepnjfUdOKcEWqzObEDinfIe7DyaA%2FEHbgbaeQyik7g%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=AVxigLIbyOJLasedZ6dHzlusCDvFG%2B95U7VmsHkw6J1yqp%2BfCSHywr01SETYrqpKlWoEDpT2TsD7%2BxucwXI8a2BnwWLC9WW3CeIZ8zoR06WAWjYMQnNY7MEe07d6yhpRZg6mxgRHP%2FKQUdhelsJQ3Pewtq8zRnxALlAlGR69SYN9X2hzbxAzVffJm3jF0NokQ9bDIF0mrQDjkgIkiPSb03YZwFXfIJ8vn5c%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=AVxigLLxTsgWNDWwYxmyWeYztlnBQzlekktY0Se70CUuea8aJ2ZIbbQSdYuRn5%2B44gOaDQHGdaB0mmnKVtcXwfx2qioT3Va%2Bbhj%2FNCYeegw0G3HoXl9SrCYHB9lzIUJ0xdCNHDOFgzeiE87tBLGRoP8B6zjbkGcWqsFpF8nTvoNd6bPolyr7Kt%2F1ZdIvVplGC8kq%2F9r6NVpi3dQnpQ%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=AVxigLJM26rAx1edq%2FMVkkQK14Hl%2BuZqvEMulHB6ZPi%2FsiYtqKk786pIXfwD%2Fc7xsQZmXD2Ie%2Fdt2PSnPQg9zQozAXZTc15ZC8yadYlaawGvMrnvn6Ezbb%2BMBY%2FLbmN1w5jIpsxQhzaQNq1Bvv%2B0Na4yGebrxrLnS6aRq97c8AekFgXLerZ3R532cH%2BMInKO1M0vfc9T0BA94%2FM8uekX5r4%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=AVxigLKw64rRawknMHlbJolHOqdnkCsKHU95i6zXN8JFGoRs%2Fv%2FHPT8ym9nlZXf8ClwtN8wKjDjP1YJJJCa9kQsvGE97Ln6QAAEWu8Echxs%2FM6ksKQFiAyeHL94hELDLbcdUjY9m%2Bb6zV99MnA2mtLgDDb%2FCJ9dCDjzk4ngmok3HORaTYg%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=AVxigLK5y2frgVbIolDbGQs%2F1g0gr9iW0tjl3TmRkmFzixwLXbxhk63%2B2l%2F5TIeB7%2BfPvHfEIE3bRo08PxRjB6%2BQ0l4mjzBCyZAnd3Cez7gh8M7Mounwfvwq8UdEEZgRe8KULcPyO%2FUlsAQB7cccofm8CBQ3zdVcojMMahS0tw5OJ36BBRlgQZxlwCqPrXaTWQ%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=AVxigLJC3s03UJTSBuPuaqhaO6TR5UH4PyamRXtx4u6lCjSL45EXUnW1l27DbyvQ55cSy6n4aEAtJAC2Y85h0x0zCMmOS%2BHSuTUo7BqJLk%2FMcTGEGDQ8ko%2FlshLMq8AI1ptD%2FvQzG7G44eBGkyPF8Nswsf0Uy8m8Se0%2Feo0G1uoO&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=AVxigLL28w4K0wvCBOh4jL8MStMHGJCy1JnIUOpqANuCbbdbBz4%2BbUNuWaILFl5IbdvuekF0SRkN1RgLW7BJooCV8owCROKhsK%2BnY9jmLl7aDNk4ob9bpUjcILZiQOmIISF1W4aLtHrUiMVD8S4DU6jZlfyj%2FMNorwgPMwriVKIIfCFhJ3yQOrriiZSUBQ%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=AVxigLImM%2BKkiDoh8KewV%2BFRsoSdpmYEahf4Qvibpo1FI4ru4N3hesBkVC%2FRcMDHT9xp%2Bw7XiZrrxBsJSzfcaky%2B0rfmlVKia5UVwuJqyX9fiverdTDTb6Y7jEGH5m1er2j5guPT%2BeRacxeOWxAOczwQtAOeBrksw0GvMvPnOh6B%2F8ALr6UsFDVUJTq3O2XK7KJS3%2FOevM2RoA%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=AVxigLL%2F2zIq2%2F1R6GWfwN3A4nlgHphpYS0UFhpzB7X5H20xjETLhy%2BBsRMcGjOKBXoP3r2mJWHgYuDHSCLTVx3QTBEw8kRRXTnm82Im%2BR%2F1mYjjbe%2BSJLo1MXgn3lDO69rf79lzOhsBoDgN%2BDRbIkW7L7hcIgCC6swtUB6CMy9i%2F0YQW1adX7K1uPizWA%3D%3D&webInteractiveContentId=185785618812&portalId=8302174)

Overview

[ Services Overview           ](https://www.rayven.io/services)

[ Enterprise Services ](https://www.rayven.io/services/enterprise-application-development)

Set Engagements

[ Agentic AI ](https://www.rayven.io/services/agentic-ai)

[ AI for Accountancy ](https://www.rayven.io/services/ai-accounting-engagement)

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

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

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

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

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

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

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Library

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Our Company

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

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[![See where Rayven's been in the media recently.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046770.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJq6MzocaiZ748FSld8TfJP7M6EiVhhW4TcG%2FmAaZ%2FVCTwvD0lvOwxXeOO9a7GVtvq2jgqgOGW%2FG%2Birws%2FyXAW%2BgMZEO4PeT%2FMA0S2Cp4%2BgkJWgpwr7sxCgywI6mzoYjmDGJirb0HJ2Y2%2FFiGRAXn1J7%2BhHR3slxnigVZlg%2BSBtsuMNz04mxhhR0MfynPsLBA%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=AVxigLKH4%2FEv5MlnhT2sDk1IypjFB61nfT4k6P9RNN1ohWdiFurL4SuY1xzWwEt2PQuaXjalB46tz8nC8dohS%2FWpqq5gtjX%2BMscjiz3MxbTqL5nRTVTWGu0SWs7i12iqtRVRyyk02g%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=AVxigLKH4%2FEv5MlnhT2sDk1IypjFB61nfT4k6P9RNN1ohWdiFurL4SuY1xzWwEt2PQuaXjalB46tz8nC8dohS%2FWpqq5gtjX%2BMscjiz3MxbTqL5nRTVTWGu0SWs7i12iqtRVRyyk02g%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=AVxigLLsVvmAyemLhvGlf9S8IZhsYmBuUt8vb6d%2BbrYp%2Bon1dNJVON1%2FYq219ovnt%2FmL7YpMLY6%2Boocp2aIh7PysQ0TLV7MIdmRC9VzmMtYC9PqlJ95ZeZNN3aaQ9w%2B%2FqTbRiiBrpl4%2BzShXDTJOkB9QYuZvMqN0PMPv9wa%2Bd090LGu6tB%2BxRKUi2W%2FM1eq7LlXHyc8LQpOUKuRqAP5yWco7PA%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=AVxigLLBdqpYoVHZHo7qiBiYEQoJGNOvS5dty9knQCoS2J1JTpxq%2FwaPd27mwgfKZtSCdsUIrvhGPlr4uFLGtTazJ1yghosz1mucDtsgmOO22ICzhu8Wa1PvWb%2BawORFGTDAdkNSaaTF2AHBWL%2B0TBpT6aFEZXFwhDVqoh%2FBWbqk9lnrMK1S7N%2F7%2B7ldzRlYztPWXk7%2FMNh9y3dAnQ%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=AVxigLK%2BoF822iG%2BwtkjF9gYZFepcCYG1ubkBl9n0Lrl%2Fo2MRUBmiYCoiaCOLUz8sE7b6kAW6rZNj9O6DqYI5iJ3F35iqkhh3EAPazpuz6FmMCSSjSwBESIlrXRM0fafV%2BNZvcplbUBDW0VF716497zz9krPQKOBeltYAtOUZJmfEe1mzIjQKP6suPgDK4FjGQOo5DAVMJR%2B4bbyxw%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=AVxigLI8Ap8U2q6PeCoqpYgx6zUxWigIu%2Btk80l17kd427v88fQjrHmZtY0RZcNMF%2F8RpuwAschQ3lhNMzKvVeP5pKVKULx5Qa6bD8SNcsf%2FpqBJAWoIHyYTCz1NzfH5rZBi3yD26QtF%2BFFhMIawgFS2UYB7dODPFI%2BlSKyrKGYQyKWEb7tZ5%2FEh2uUsKlNTXhT%2FOZW%2BM11msVCGRTFRbuzWO5I%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=AVxigLJWl2J7R0tlt8%2F7%2FQeTz7Ut4j8w6eWSaZ1TYt%2Bp4FShZd92uBOXVY4Z1Ik3SsfdXLXUVGrsCzcJgpekHpg%2B9YQ6SAAdUmObM1%2BZfK9pBV5FFCiWcoV4UussERcHHXtlQU%2Ff2tFjjP9F4bUJfdpseJO8mBOE5Oh4gs4QAuqE6uRUu7puDWZDOVA7r%2Bvh2wfqo977khVIr4zwIoIZVPk%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=AVxigLI7qQrkSluHES%2FluvaEJD%2FNc3AnsFI7vCIu4soMIdcLkOJIc5oHCwguQIaq3TRFVnlf%2BTbWMgqnATzcYYdcjwLu8LY%2BLIOZEdWiKm8%2BHiCp06XXD%2BCEKCzcEd0AdMsoeJuH4dEWSEVFEplg8Xq9ijPNUSq6twqilQOdacwo9yazQWPIVQsWDM5zD0vMyKHqVbYkqGizb1fz91NAd3XjUNwOOA%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=AVxigLJocu09URiXnCsn6g%2BZ4C%2FJHmJxdM48SYMF9FIfmJyTdTfZOTm8iFWdMpCHQV1Dad0D6ZkNQ5Z7U7t1Z1LcATKq7j4W3LJE3ktjLl5r%2Bpe5iG%2BnBLj%2BxnSDamXkSFQiJC83ZCCsEpADHoxJLEyL9Gh2WOXhsXW%2FCZxkd8BXlcfHwA%2Bj2msj7mmrTke%2FXGuaW7j5OoeCn1wuM%2F50L2oKaVzzMG0%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=AVxigLKBWQFOiqxyNFRVlgWY70zoUDzjputRpTApmyXXYRDKyNCp0bNEy%2FDm914k9vjx6Gp%2FMMJc1qWBPfLSvWF3FeQK2vT7%2FJKOROFRWyBg3El8Vspd04%2FgqPtBQq5ECSYVgG4jd1%2BlvFfbpqidoA434aicSxPdnDaKVQH6jnZrU0qN%2BfPtu0frFqwtBdDH%2Fpx0xUAsFHZHKQSyfKYe9w%2Bp25g%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=AVxigLKBwrOZKFBXfwvnszwt5%2FGRsRhphZHyIbM6zpn0qEG%2Bwit%2F23opWhpRo5Rr1oI4Yq11N0qxqjDYBAHGwV9%2F8hf3qBdUdrPziRY9S6ZOsUYViTAuaBgspO5Wn4BNaBCWT6xLIXpsLXwpUc9f8cn0ZOOnaa4VTjYt50ihTFiqXmeqoSFos9s6Om6t9uvTudEgRkAhzyeuwo2Fr%2FEdiLnv%2FA%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=AVxigLKPXprNxsGPleBIjvWIsThFbUtP7YeYbSQ6RwJy93JkUlR2tNt1l9JUYfAhC7pHcp4cwcpL8K%2Bo9KcaLiGX9q2hBlVwKn3LVVWtEPWFdFePXjtOcK%2BteQ2JySqNqHMo7rNN9OtDsMNoTUT%2BJXon4gioEEVrS9gLWpAlhNcPqNB3I6n5FRKfbR%2Br8i2Izcb%2FtKmfoT0EaWBbHwkc9zrmb19DnxkNsuqikETTVWb6k5RQbA%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=AVxigLKZGU8Qtra7SVoHcJ2vOmbiS2vGLHfAHEcxIzmXl3D4%2BK8D4Qn19Z2JpJPTTutL5hfLZiaW4u3VkSXdYa76kHToglxrEUf6uKdiyo2NHaiYHa5tLMEbAjH0JckFm5%2Fcq1kr9ygsDrbxtYuXJbER32piNJqTmSK6g8ni4IwCnrRmM1vBqzzaTJw07M5ENHD8ST8RbzQxD28JRGPp2pa7skqX&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=AVxigLL%2BRoKWyQaNzE6Z%2FizrquUHV8PspJeDXchLCr%2BAONWACWQDEraHNMgbfjPSFr%2Bdlyj9ws9EFvtfCb4gLT55qjSbTZZ5O0kjeKhMVwJxWedx3uAGen91cLzdALCGt0LgWZq9g7%2FD2SuBvERTsEz9dOYhPr6e9IGWnYnkZObwp8FxYgKfAamzRejCIWmUr51wuNDdb0w8rQb8UfshXp3LvkEvGg%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=AVxigLIN6D0u5u63uIcUWCLjxD1H%2BvFIajzFrBt5ZeAFusZeRfFuUzhttspI%2Bq19rIpWmKSOCJgmKmBWACVg9XNnboScXRaCwkOKcv967LMMndiyOVC15pHzQ3FA0mbJudsdv5FXlD90NhktYzNy%2BCaGB9%2BpahxODU%2BQIqBhvmEkQUQtnzo7OcLdvzEu%2FZX0jdVWFgXgVDnQUY0MyoSSEDjz2H%2BuA%2BxI%2BoA%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=AVxigLKL2a2E%2F4Wh33pXxkK5L90n15fLpLS%2FiG%2BsLcvv0J6iZLPQZYG78bbvPoQ6T6N3vzqVKYGJpeRxtB8jD4H151%2F%2FM6AeaErjTAmyyERKNdd1LC4w2IBKldeyivEl4hujTIq8YMhCgQTVs0zR4NyVAe5Mn8RYLrexizyci6z3dBvNStyVjLAZKXLZjSxxX86vrt3OwUgUL6oQ28ooemNzU0Y%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=AVxigLICOL528VPCyVfjdBK2T9yYD710JIs%2B899Tetr5trntez4QqAX404jbjgxwijEeE2ptls968b2ooqH5FT2up9%2FBnKTxLZbZVOa44wTQr03j8jif%2BhEE9y04qFpxAsB4adwrVwsnedwnzU%2F4FWCU%2BHT2SRiutD8e7Sg1sNqOHD8wiF34W%2FzbKvbtf7WqQYAoTchOJ5NdvKa2NIE%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=AVxigLIjsjApPDUr0MinOPe2boOpxPsivTg1D26lADTIMWfexXyqiYIHsqt%2Beg%2F4cEtoViE7IhV1xx20C2X8aFRl6cw6erRZIQPmCnwyoihduJaddxi8airLbxTs8jpKrZ3E3x9bF9D92V%2Fh5uP7QvpmrIl%2Fq58NLXlP2oFMUwnZ%2Fvjt5BzVj%2F0Xxc0jSPhqaiypsIc6QA%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=AVxigLI%2Bsa%2FOz4y8fs4WYaKBvcKq9bRNJiBwNqf48ILtXN2mies3%2FK6OKf2%2BGgU5wmiEewDVS1CnJ5LYuP%2FjYRGP264hXms6SLUGcvyWSFTT6m44nJH8HOUrqebJuSH3yQ8nmUZn%2FKNN8jRS2gUjKJykjQVkhU9qYtrwgtFR%2FSWbGV77qYzZvofoCo3%2FL1p8uATx%2FdN7&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=AVxigLLxTsgWNDWwYxmyWeYztlnBQzlekktY0Se70CUuea8aJ2ZIbbQSdYuRn5%2B44gOaDQHGdaB0mmnKVtcXwfx2qioT3Va%2Bbhj%2FNCYeegw0G3HoXl9SrCYHB9lzIUJ0xdCNHDOFgzeiE87tBLGRoP8B6zjbkGcWqsFpF8nTvoNd6bPolyr7Kt%2F1ZdIvVplGC8kq%2F9r6NVpi3dQnpQ%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=AVxigLJkEaZVn8U9HJQ0ApuwUJLTAIz7ZJnVPUUSPKWOlIE%2Fn1%2FOlnoiBe6G%2BkSqWDKX7i3SWe6wG4A5iI%2Bf8mb9rp08gqsFWLXEW1QLcqpW4yr5kgUI6hlEa4K3jLyWQKPi%2Fy8j%2FuvR8JIohcTp%2BtUkvnZELtSCut8uG1Ib4JJOXZVvm1xjG6cugwmC0Tw6WRciXVSw7bV6xp0vof43fWn7%2BAZi%2FnnauWw%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=AVxigLKz9fmlIdOnc10UGISvPCdfnMqz3TkUJvTgdZ5c05dl1bEwV%2BkqK%2BG2qmy%2FzXJ33bFpb8nyrgiwbP6qKFOnnVbwZDHAv6OHfdRnL8%2FwPh00Zj88Ror72vyjuxaRjjTpD%2Fm4Stxfp9v182qRuIYCd0msYvvs9bZcPqO9vpbKKtSHClzeFoug9cCmTepnjfUdOKcEWqzObEDinfIe7DyaA%2FEHbgbaeQyik7g%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=AVxigLIbyOJLasedZ6dHzlusCDvFG%2B95U7VmsHkw6J1yqp%2BfCSHywr01SETYrqpKlWoEDpT2TsD7%2BxucwXI8a2BnwWLC9WW3CeIZ8zoR06WAWjYMQnNY7MEe07d6yhpRZg6mxgRHP%2FKQUdhelsJQ3Pewtq8zRnxALlAlGR69SYN9X2hzbxAzVffJm3jF0NokQ9bDIF0mrQDjkgIkiPSb03YZwFXfIJ8vn5c%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=AVxigLLxTsgWNDWwYxmyWeYztlnBQzlekktY0Se70CUuea8aJ2ZIbbQSdYuRn5%2B44gOaDQHGdaB0mmnKVtcXwfx2qioT3Va%2Bbhj%2FNCYeegw0G3HoXl9SrCYHB9lzIUJ0xdCNHDOFgzeiE87tBLGRoP8B6zjbkGcWqsFpF8nTvoNd6bPolyr7Kt%2F1ZdIvVplGC8kq%2F9r6NVpi3dQnpQ%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=AVxigLJM26rAx1edq%2FMVkkQK14Hl%2BuZqvEMulHB6ZPi%2FsiYtqKk786pIXfwD%2Fc7xsQZmXD2Ie%2Fdt2PSnPQg9zQozAXZTc15ZC8yadYlaawGvMrnvn6Ezbb%2BMBY%2FLbmN1w5jIpsxQhzaQNq1Bvv%2B0Na4yGebrxrLnS6aRq97c8AekFgXLerZ3R532cH%2BMInKO1M0vfc9T0BA94%2FM8uekX5r4%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=AVxigLKw64rRawknMHlbJolHOqdnkCsKHU95i6zXN8JFGoRs%2Fv%2FHPT8ym9nlZXf8ClwtN8wKjDjP1YJJJCa9kQsvGE97Ln6QAAEWu8Echxs%2FM6ksKQFiAyeHL94hELDLbcdUjY9m%2Bb6zV99MnA2mtLgDDb%2FCJ9dCDjzk4ngmok3HORaTYg%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=AVxigLK5y2frgVbIolDbGQs%2F1g0gr9iW0tjl3TmRkmFzixwLXbxhk63%2B2l%2F5TIeB7%2BfPvHfEIE3bRo08PxRjB6%2BQ0l4mjzBCyZAnd3Cez7gh8M7Mounwfvwq8UdEEZgRe8KULcPyO%2FUlsAQB7cccofm8CBQ3zdVcojMMahS0tw5OJ36BBRlgQZxlwCqPrXaTWQ%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=AVxigLJC3s03UJTSBuPuaqhaO6TR5UH4PyamRXtx4u6lCjSL45EXUnW1l27DbyvQ55cSy6n4aEAtJAC2Y85h0x0zCMmOS%2BHSuTUo7BqJLk%2FMcTGEGDQ8ko%2FlshLMq8AI1ptD%2FvQzG7G44eBGkyPF8Nswsf0Uy8m8Se0%2Feo0G1uoO&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=AVxigLL28w4K0wvCBOh4jL8MStMHGJCy1JnIUOpqANuCbbdbBz4%2BbUNuWaILFl5IbdvuekF0SRkN1RgLW7BJooCV8owCROKhsK%2BnY9jmLl7aDNk4ob9bpUjcILZiQOmIISF1W4aLtHrUiMVD8S4DU6jZlfyj%2FMNorwgPMwriVKIIfCFhJ3yQOrriiZSUBQ%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=AVxigLImM%2BKkiDoh8KewV%2BFRsoSdpmYEahf4Qvibpo1FI4ru4N3hesBkVC%2FRcMDHT9xp%2Bw7XiZrrxBsJSzfcaky%2B0rfmlVKia5UVwuJqyX9fiverdTDTb6Y7jEGH5m1er2j5guPT%2BeRacxeOWxAOczwQtAOeBrksw0GvMvPnOh6B%2F8ALr6UsFDVUJTq3O2XK7KJS3%2FOevM2RoA%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=AVxigLL%2F2zIq2%2F1R6GWfwN3A4nlgHphpYS0UFhpzB7X5H20xjETLhy%2BBsRMcGjOKBXoP3r2mJWHgYuDHSCLTVx3QTBEw8kRRXTnm82Im%2BR%2F1mYjjbe%2BSJLo1MXgn3lDO69rf79lzOhsBoDgN%2BDRbIkW7L7hcIgCC6swtUB6CMy9i%2F0YQW1adX7K1uPizWA%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=AVxigLLhTr1aZWyrVeZerMChGrDcO%2BTIqRuZywqAXl1g0ZqjzHV2ygz6Ptnog5T76nlTthqLf44TFuh3ockox4QF26Cj4AsNyQO8lTA39SCVSn1i8zcMEAQQZl%2BJFAziQkaQ8OzEhsOFXVYqfzqHnrXIwzfKEM2BiCpJ%2BOLICBwIgOHg&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=AVxigLLhTr1aZWyrVeZerMChGrDcO%2BTIqRuZywqAXl1g0ZqjzHV2ygz6Ptnog5T76nlTthqLf44TFuh3ockox4QF26Cj4AsNyQO8lTA39SCVSn1i8zcMEAQQZl%2BJFAziQkaQ8OzEhsOFXVYqfzqHnrXIwzfKEM2BiCpJ%2BOLICBwIgOHg&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=AVxigLLhTr1aZWyrVeZerMChGrDcO%2BTIqRuZywqAXl1g0ZqjzHV2ygz6Ptnog5T76nlTthqLf44TFuh3ockox4QF26Cj4AsNyQO8lTA39SCVSn1i8zcMEAQQZl%2BJFAziQkaQ8OzEhsOFXVYqfzqHnrXIwzfKEM2BiCpJ%2BOLICBwIgOHg&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=AVxigLLhTr1aZWyrVeZerMChGrDcO%2BTIqRuZywqAXl1g0ZqjzHV2ygz6Ptnog5T76nlTthqLf44TFuh3ockox4QF26Cj4AsNyQO8lTA39SCVSn1i8zcMEAQQZl%2BJFAziQkaQ8OzEhsOFXVYqfzqHnrXIwzfKEM2BiCpJ%2BOLICBwIgOHg&webInteractiveContentId=185823046841&portalId=8302174)

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

**

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

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Media Coverage

# Channel Life: Industry leaders on what businesses, policymakers and technologists should be reflecting on this AI Month

 Paul Berkovic, 17 October 2024

Channel Life Article 16-Oct-24 | Rayven

2:30

Contributor: Paul Berkovic, Co-Founder and CCO, [Rayven  ](https://www.rayven.io/)

![Industry leaders on what businesses, policymakers and technologists should be reflecting on this AI Month](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Website%20Images/2024/PR/Industry%20leaders%20on%20what%20businesses%2c%20policymakers%20and%20technologists%20should%20be%20reflecting%20on%20this%20AI%20Month.png?width=524&height=311&name=Industry%20leaders%20on%20what%20businesses%2c%20policymakers%20and%20technologists%20should%20be%20reflecting%20on%20this%20AI%20Month.png)With AI Month officially starting this week, businesses, policymakers and technologists have the opportunity to reflect on Australia's strides in leveraging AI across sectors and identify the immense potential the technology can bring.

While the benefits AI technology can bring are boundless, proper governance and expertise is required at all stages, from development to implementation to application, to ensure the responsible use of this rapidly evolving technology.

In light of the occasion, we engaged industry leaders from different fields to offer their unique insights on the current state of AI and their visions for the future, covering the cultural, ethical, regulatory and security dimensions that must be prioritised when exploring AI's potential and capabilities.

## Paul Berkovic, Co-Founder and CCO at Rayven

It's exciting to think about the capabilities and potential of AI, but it's a pipe dream if we don't address the hurdles most businesses are facing today. The reality is that a great deal of what is purported to be AI is really machine learning, and very few businesses even know where to start with that, with even fewer understanding what's holistically possible.

Meanwhile, real-time data is very doable today, though many businesses are yet to embrace its full capabilities outside of cybersecurity and ecommerce spaces. Establishing, collating and analysing complete, real-time data sets can deliver a business with a multitude of benefits; from streamlining data flows and delivering automations, improving employees' decision-making via live analytics, increasing operational output using predictive analytics, improving energy and other resource efficiency via all-new insights; the bottom-line and productivity opportunities are vast.

To ensure businesses are making the most of AI, start with capitalising on the capabilities and benefits of real-time data. Only once reliable and free-flowing real-time data is made accessible within a business can AI's full potential truly be explored.

 

If you'd like to find out more about how the [Rayven Platform](https://www.rayven.io/rayven-platform) can help you to conquer these challenges, fast - all without having to change or update your current technologies - please [book a demo](https://www.rayven.io/contact) and get some free, custom advice from one of our experts.

This article was featured on Channel Life [here on 16-Oct-24.](https://channellife.com.au/story/industry-leaders-on-what-businesses-policymakers-and-technologists-should-be-reflecting-on-this-ai-month)

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#### Author

Paul Berkovic

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<https://www.rayven.io/blog/what-businesses-policymakers-and-technologists-should-be-reflecting-on-this-ai-month#body> 

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