---
title: "Rayven Press Release: 15-Mar-21 | Rayven"
description: "Rayven announces a category-leading IoT and predictive analytics breakthrough: AI Dynamix."
image: https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Website%20Images/Rayven%20Blogs%20Images/Blog-Rayven-Press-Release.png
---

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](https://www.rayven.io/solutions/custom-ai-solutions)

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**Platform Overview**

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](https://www.rayven.io/platform)

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](https://www.rayven.io/platform/integration)

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**Data Layer**

Transforms + contextualises your data into an AI-ready source of truth.

](https://www.rayven.io/platform/data)

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**Execution Layer**

Automate workflows, trigger actions using real-time data + AI.

](https://www.rayven.io/platform/execution)

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](https://www.rayven.io/platform/presentation)

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](https://www.rayven.io/platform/security)

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File Uploads

](https://www.rayven.io/platform/integration/file-uploads)

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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)

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](https://www.rayven.io/platform/integration/forms-manual-input)

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Streaming Data

](https://www.rayven.io/platform/integration/streaming-data-connectors)

[![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)

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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)

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AI Models + Training

](https://www.rayven.io/platform/data/ai-models-training)

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Data Storage

](https://www.rayven.io/platform/data/sql-cassandra-storage)

[![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)

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Control + Automation

](https://www.rayven.io/platform/execution/control-automation)

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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)

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Approvals + Exceptions

](https://www.rayven.io/platform/execution/approvals-exceptions)

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Rayven MCP

](https://www.rayven.io/platform/execution/rayven-mcp)

[![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)

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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)

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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=AVxigLI6cVh%2BEN%2FqZs2H8zll5FMKRoBUg1Xl5ggAJXZKrQmMPrl7XytqUM%2BuYf%2BoeWDVWlFGgNrDkQbsDhX3PmLizdQkLTz3oZXYCT%2FpGS21TIPXRq%2BLZO%2B4KjqGi%2BfYYHAExG%2BzfQ%3D%3D&webInteractiveContentId=183790017847&portalId=8302174)

Sectors

[ Accountancy ](https://www.rayven.io/industries-and-roles/accounting-ai-automation-custom-software)

[ 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)

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

[ 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)

Job Roles

[ Digital Teams ](https://www.rayven.io/industries-and-roles/ai-for-digital-teams)

[ CIOs + IT Teams ](https://www.rayven.io/industries-and-roles/cios)

[ Ops Teams ](https://www.rayven.io/industries-and-roles/ai-for-operations)

[ Data Teams ](https://www.rayven.io/industries-and-roles/for-data-engineering-platform)

[ Senior Management ](https://www.rayven.io/industries-and-roles/senior-management)

[![ACCOUNTANCY SERVICES](https://no-cache.hubspot.com/cta/default/8302174/interactive-212189506726.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLI15WAM9UnxHSC0mYnm2a9ryUQGxSbNwWq%2BIXZvFCQleLu1H91vjSwfSMXmQndZIwvx%2BfH2rC55ItpFmsJQJP6WijKTHcygvWyGrOq3%2FaOHERUsPzjjPum5A5HIngzXuYJ70CFBrHzDOtR%2FoJPeiMXTQMKW1y7n1PTM%2F5AMvzfJN%2F%2Fb2yfttjerxiXVwSPyXA4xwnkhpOenf1JfC9B19g%3D%3D&webInteractiveContentId=212189506726&portalId=8302174)

[![AGRIBUSINESS](https://no-cache.hubspot.com/cta/default/8302174/interactive-212411106062.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLFWRqcOc5Wmmt6Cv4refZZk8zDpmiHURr9dicC0SEcVChi9Jb4lyFhxv06TTI9m9zTkhKQXU6Y9CsH%2Bq9A5a%2BVlqT7NXNCfQTkuWDz4bIGYD%2FuV7Mrk5TczW6DNWPMlYU9CtKkSNJ2kIeqEPYQRy9tPRx64DODAUcFikZnSEZIAbhU37kUDSBXMcQkquObI89GnlS3Ohh8Ig%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=AVxigLKM9hOyIN44FyujLwgeStY2b9YPQh4uQaFd3spDd6D1EeAtwHDmeai%2BhP3hI7bX%2Bbzr3kbnKNJ8WB05TJ54VdL1JtQVgYJRO4q6c63GZ60rgbkOJoyjoFtQNuAH7Ll8FYYwK641i9ndQGVn47%2Be4%2FraZiVGijcynNqpTyNOKyegfzwt8CrwOalRvkQDBRtcvmChgbPqKYzK%2Fw%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=AVxigLKfUVZgLATApqUvQxyvYOoUpmofb8hOCH5Bjf6CWiSqXjsOYd1S1Jlqk%2FixwsqkhLvePOOgPud8mWPsm%2FS%2BwdxIr0genWgF1RT4JxiSKNWWl%2FTlwtpxmMV5r006aQw9wkFLjMS5Hn6LziWFmmN%2BGN6xld9D8rMEiITC3zF%2FMY9bYiYUT%2Fpr5UunGJ7Ep1hI7TDETiML7nOXT45jaQfkgog%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=AVxigLLtDr0ShPYJgV2eFuXV8jm8pEUpf2SAxL1VIZDEcGNNiFClz5zqSErEH0YZNCvZDhISiQlwI2cNZpKP1DW%2FKA3xCyYp9HqQuHeIB1dn0d2pIqt%2F2lDDKxF4FmXCCfLlW%2Fyz9x1sopMuG5djEKBRS3aX1c6cDcd65oU3kCJHJ5cfrNHat4pIcyLRZxjY%2Bfoyz%2FV4g0CMvQGHRzfT%2FR0%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=AVxigLLrk9GXfF81Xn1a4mEXNwUCNev%2F3gYT6IWX5GIysHuYpmndqjiQnr8CNXZcH9jwh%2F4ggj%2B961IUOoLSo5mBJxLOgIN%2FqNk2E9AXXnWgHpUas%2Fl8bYvvhSxeIU7eW5OY4JJSl21fKJSp1m6hi5PkPXGAmfLNYjvK9OA6%2FrB%2BLa6R1KDfTzpT7xrKEvrl9%2BnO0JsJlB%2B18IgwHa%2FREOPyDLu8oQ%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=AVxigLJEVOWcLM1sp4R9z%2FJHuEqdQ55UN5Bsj8Y9rJ5ggzwLPLqhyXK%2FeJKFUXevGGwWTsNzdv4ahMKKqX1KsDPij8GQ9yWQ6uAX4k70kd1zz6aB4xEKYIOGOPE9nOkPqL3lVf3oVtffbnG%2FvTyG%2B2ySXRaa3qnjE6G0nKDMzRfepKuYwsXmadQ33X7s%2B4g8YTQ9V%2BzwAAjwSg85zJIAgMoYIxBEOyk%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=AVxigLLBFH24dHDxz6%2B8FelTep%2FCHltYjoBe3XvPpjZGX%2BJ%2Fj%2BJH6DUML%2BGIvHcZX%2BadO1DxPQy94n5PGGaPJhmrvsuh3KFMz%2F7T4xUFsDm7%2F1hGvi9HMA7MxcJziVRZXAc%2BM9VovK3Y37aRQpiHSJ7yMtQBbbU8T%2BNxYVqobIKByXskcRo3RAeLXGta%2BNC1ZWn9IOVn8iJFbX%2BR7leLZQ19TBU%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=AVxigLLxO%2Br0aCA9mcHAJcJXPbb%2F8P4JmdLNMeCKyWv7MF1uVN6clnBMB9qsh85UEsxAKZfCxSVRTP%2BWk7Xdmh3Pxwlw4LtnQXkl8hMjmy7S1ZUJE%2BUeK4YHtCnUO%2FovDJO8OOPg8lOeCJH9HgChi4%2B34UCt3%2BtNNTGwdZQJSv0QirRcFSC6AEKugnYPrbHshxZ%2BXHE8FtlApyayCrqUREx%2BQw%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=AVxigLJKgL%2B4uv83k5GdEZ2CRiRRgZTKPu%2B6xxXfFoTeuUBpCCubvzEeQb5hOxkomu3ubPV2772tI%2B50WTCGApg2uqtRppTKl3h1I5DdwffI9oNEpduTYbohv0NnAaQyQu6nVWSMFzXzTEshpobHPp7FTJ70Q60T4559Ag93aZY4mL5Ogxp1DcG2v8iD1aw8GMWd%2BjvE%2ByB%2FUW2l0v%2BE0IXxBwIbVH0bt%2FGy9qb1p0ZmKGupsQ%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=AVxigLIbCdOzhMHmS9lSbNyDkXs09sDF0D7lzMDekEp%2FER3U%2BW7oRWACrqxlKn86wMGbJ90TR5lpTVNz02dHyPH6W65Py3L4T4n6XU4wObcJU5qnzseY18ts7A34%2FE3eobCj1VRuXhISUpYspW1Nf1zRkPJeippJZITxYmgYOFEwmEW%2B%2Bxr0A6ukQmfFtvs8PUmhDsibTmSVYvfNh6%2BLThJ8isei&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=AVxigLK2jfLaJz1GSvrntFUNsQU82%2FslFl5OxomLmK1d3fJrkZ4fFaRGAeirpNgS3U8Tw4GEVm8b7e1ZIgjspkjNWL%2BhqTPnmB5dtLAg9hoj%2BuXpQxoccj4HGWqGRXdNMTlk7Ar5pgg21QIBYn2JDvroobVAQ7XrmqrAEx%2BIbdT1LxHDnCVDrL3iHiZHaO6%2BjSo%2B1bzNJ9rqzcvP8ton8cw7bdci9g%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=AVxigLKVwswL%2FPooleJPpNiU4%2Fa%2BURUTQzsY%2FKHSXQ%2FbmoWgl8AMQc7EFueC9Pw%2BJSLJg1NNnxMbKiNjlclXRheLHJ9OqnY2JBRRc7%2FcMi3ZR%2BcSYYPSFwrDLJP3cyLtRZcM%2FSpVHqNld5LI5tlQEpc%2Faxlqjlgxr9JU05dP1DZsGEuMJmZo9qt33twQZlBeOKux1tykY3RRWSBbjyosDX900zVIEJIl3AY%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=AVxigLLud6ReI%2BXn1Ox8yyVBSERX8bKa6goRT1clEClrgg3fH4QD%2F%2BkQyqWiXxTbFGhZZFORmW1puwVPoOa9GX0x%2BBQeVXQUXOet5oOzDz216AkhrkP%2FMdENxHYqFDO7y8VFcyUrfPwO2zH6dKMjEC0y1REPJDWdXehyiZePgTMcZuBnkkthButlMTpNml8Sfi9aIAGcTHbAEpqy%2BRm1Z8hEM%2FQ%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=AVxigLI2YBYRU6QADU0KzmWUc%2FCc%2FYQ%2B0OUTokeb1ldVzbDA%2FsgWg4qh5i3SDWgyEMRuG1NZab2HzO%2FmuWlUumCNIzKaowOwajYNXxQy1fle5as8JxmxkWnNLlfb%2BBvHzPKUjdRqD4lTIgWcpm7wFyl4mwfl6SDrvSnTbhC7ItI0OvpuBthcqmAW%2FJ1TlNg1ONDo9R3LD47oqsqamyo%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=AVxigLLfNg%2BgQsPxOP2Ye%2BfRQpEpC2c0LDyG6y645yyggW26sThSIDznK7nLSu0FC2qPn1HqjY%2Fgyi%2Fb%2FkQP%2BuKdNj7iJR8zuULAb9kyX4tZZNE7Jm9YmoBQINDaNtTmfQDEAbTc%2FM1GXIPPANMabX9CbLacS7oJ1Ttt2sOBLHK33owmN7FsVerqJDgrjxdApN2FNru4AQ%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=AVxigLI21TWP9kEHUMH4IJhgte5bzIDH8zxhYBvne2IaeSO3PimEFYNOhg79IfsDGkqLDBRp0ZS4aXlXnstW7l9iUTIRtmnm6%2BAizAQLCL8k9AG0MX%2FtFvowNydwxfn0KukDEBDuAAG4luClAD4kRCG9SNZHb%2FvIqwrhqypOUVuIv2FW41otHUOertA87o7MdMNIgILn&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=AVxigLJ021R2dMKqkNRzNI3mmjRZCkwwJ17pOfljNOJWNukzkXoRYJi2VOWBBhOH7UhO6b0MVR7Qo%2FreZ%2BrkwTNmbOkRjJlw81KsDHeisnwzVJU1aI%2F3F1NmR6HSojNs3kIVN8giuW6cVYRjFcsWHT03rPVqc9Nx7IRPUZSZt2mBdKsByjBbJP7I7jIEsMLevQv%2F%2BSHMrA2f5eEtbw%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=AVxigLLNgZoVplXyx%2FXqRlqqrRFyyaY5wrN2sIHrRq7EI8PR9ePE6o0vUD8e1KdN8hsebZN9v72Ux45A8WUXcLy7IeKn8EAXWpxAW3Q%2F52%2Bc%2Bf%2BXkN4DEsshqP1Qo1ZwwJyNJc5zwXTfokGLboBCltT4B1QU5GduJIOub6VQzyvmLfruIDcaTq609DJgDb2MzedyXbTOO%2FijPty0YOIuQ4Ua1OzX6J%2FCazc%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=AVxigLLCXxlsdYtsG7f1hV%2FK9tQryT2FJVo0ixKKJPBPh1HWgbLQmV34md9lEZ9t52RGiyB0utrBXwX7M5RnDkXlWbH6YDm0%2FAskJUB4lcZi1g%2FjrcAqZM7%2FkBxtw3laX7pk7rcaDYO7c8UzFuYY%2BaLfPLHSw2kxYca6NC2Rr2EI9TiwwD0s5ikWB9StW4CqEY59WCJukxA14SogDQoLlE6URYOw8MCCGHapzcc%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=AVxigLIDe3jUDK%2B7SL%2B2rZ7Vy54jnoL05Vy3go7t2H4fGoIFMsq9HbVpfpFZMSMjEejI6APG013d%2BaZO%2BGh7ng6xIy9oI3bzJ0FL2d2evbcAYuinF5zhCxrZ9egzBVy%2Fjgu4PmnFfFEy3ZWfT35r9CgSu%2BXcTnTXnKNRS66qlrfE%2Fw3t7IedH%2BSXLm%2FgCgKfwzjaNAgFrMfjU121YeEhz2pJZy24NaCYNhQ%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=AVxigLJ021R2dMKqkNRzNI3mmjRZCkwwJ17pOfljNOJWNukzkXoRYJi2VOWBBhOH7UhO6b0MVR7Qo%2FreZ%2BrkwTNmbOkRjJlw81KsDHeisnwzVJU1aI%2F3F1NmR6HSojNs3kIVN8giuW6cVYRjFcsWHT03rPVqc9Nx7IRPUZSZt2mBdKsByjBbJP7I7jIEsMLevQv%2F%2BSHMrA2f5eEtbw%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=AVxigLLKzeU%2FySh5VF41bRq51634DwtaJS3%2BVmM%2BlKh%2FQAB%2FcI2lucNOfzWu5QC0yJZIVKEqC0%2BSUcRHK54Pw1tGFbbw%2B%2BVqDu62aA5Ex95Q08nZEZFq41Yvrj0adtc94b9U1EAu71VQYKxrf%2FPnjGesOEbuY0YaSdxeoDjEKuTc0C%2F0FwuWdU7ybdR%2BsvAVHhQkD5fcO%2BhZqISo2wW%2FuCY%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=AVxigLL4pJ7W6mH%2BgEI8lYddmi8hVc%2BKmJO%2BJpk%2B8K5CKg3Iy%2BAsXwCHo0AEa3Yz54mkLltiVxmgoQr%2Boz96FxqkNHeSPpxgeAMjNPhlcaMsH%2BwEPXRa5U8LSAdX%2Fn%2F7CiQw3yEG8StTb5yh4e%2BqizSkZ9v5NHCW%2FTEFMfRhT5SHRZOdGQ%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=AVxigLLtzZB8%2B6yvKp1jSmDOYwoBB9L%2FaLLra%2Bxh1R%2FPdU1Tr1rknekciUBGS9Z3lRP7KfFsp3%2FYROnIlCqQbJkhQoseKaLwzq6VQsfIraMl%2BpbY43hFsQ7ISRllySj3W6fmn7Qq3bxPKTtRMQMPX1WNZQu7G6QZ8JgOPuvgF%2BARvTKABIUwcQZIc1KgPHkmWA%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=AVxigLKNm7L%2FkNrlaERE3%2FVOV2o8x0S6TZucBjoaEJFn9NTclt6vvqYIjeQQBQ0KsAaDh%2FK%2BAz9TGt16kcumaEke1vrp5C0d0i61WEc1I7B6ErDYdHAXlAZDF9AZXRUqN9LGgJKdQRQ18yyir1b7QsJChHce7534y1WhyGMMkQSs&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=AVxigLLQlR7U05LOfrhzRWs2xODvuLcrOqc1c1QwzElm8ZVJoMeMfenmbwX%2Bz2QzL5hmU3c6EsrUb8h6pU7wxEhYXlnU36svaNeuYjaWG71cmRt1n7npI8NWO1dEngR3n5uZ3DJL96FAOV%2B1YkYmE0eVZ9m5HafzWuNvQXjrFApFZOAJiyhbCKz00mCOWw%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=AVxigLI4wAV%2FllPXARf2GnV4VjD%2FAuJo2e4Hjzck62f%2BGTu7D4nug4q3pZATIJORuCTewLfC8uyWLBXqd71yY06uU%2FtfscrTr2xA9%2FYSWdKwSSHav15IZMBrmM9lZf4Xq9UoxdR9hI5YF8B9%2BpdVwSrbYg1Je%2Fugj6NQwJo2ITvErNJnabYBXcXW2M3ppf0jDbLikc8c%2Fy0gGA%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=AVxigLJyNB2PrYqRGYmkyZ%2BHkH9h7K%2FMmnER1HNAlAFHdJWkZCj3odbBFCOx98pWH8fPuvo4NXKs98lj%2BoUabMVHBtqyXrHc%2FiJBYklnQPcpfzWIacqkQjHKD81GCmJ9ojs%2BGzVejp5yB4%2FbG%2F99vD9JiLEK5verjrg%2FzRiMbnMcM491ZEDJHi2tOhcLDg%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=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&webInteractiveContentId=185823046841&portalId=8302174)

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Overview

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

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

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

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

We Partner With

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

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

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

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

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

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

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

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

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

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Library

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

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

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

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

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

Our Company

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

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

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

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

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[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&webInteractiveContentId=185823046841&portalId=8302174)

[![See where Rayven's been in the media recently.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046770.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLI2JnoQ2DKSdRPsGxFtfoVJ9JXIMx9Vd%2F%2FfEzo6CLpkJPnKDqgU7VDjvFS4Nu43InWe7IoTGUaHUZWOGnjNwseQZLaAhOBbtqF%2FzWHU71347Ck1jqDGjH5ZDGF7ZKL6zPV47doO3vWTmHud8SvrdDkgbcIIE8EX1WfVbxEj%2BWM11tFGLGlE4H2DH7gZLIBmFA%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=AVxigLI6cVh%2BEN%2FqZs2H8zll5FMKRoBUg1Xl5ggAJXZKrQmMPrl7XytqUM%2BuYf%2BoeWDVWlFGgNrDkQbsDhX3PmLizdQkLTz3oZXYCT%2FpGS21TIPXRq%2BLZO%2B4KjqGi%2BfYYHAExG%2BzfQ%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=AVxigLI6cVh%2BEN%2FqZs2H8zll5FMKRoBUg1Xl5ggAJXZKrQmMPrl7XytqUM%2BuYf%2BoeWDVWlFGgNrDkQbsDhX3PmLizdQkLTz3oZXYCT%2FpGS21TIPXRq%2BLZO%2B4KjqGi%2BfYYHAExG%2BzfQ%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=AVxigLI15WAM9UnxHSC0mYnm2a9ryUQGxSbNwWq%2BIXZvFCQleLu1H91vjSwfSMXmQndZIwvx%2BfH2rC55ItpFmsJQJP6WijKTHcygvWyGrOq3%2FaOHERUsPzjjPum5A5HIngzXuYJ70CFBrHzDOtR%2FoJPeiMXTQMKW1y7n1PTM%2F5AMvzfJN%2F%2Fb2yfttjerxiXVwSPyXA4xwnkhpOenf1JfC9B19g%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=AVxigLLFWRqcOc5Wmmt6Cv4refZZk8zDpmiHURr9dicC0SEcVChi9Jb4lyFhxv06TTI9m9zTkhKQXU6Y9CsH%2Bq9A5a%2BVlqT7NXNCfQTkuWDz4bIGYD%2FuV7Mrk5TczW6DNWPMlYU9CtKkSNJ2kIeqEPYQRy9tPRx64DODAUcFikZnSEZIAbhU37kUDSBXMcQkquObI89GnlS3Ohh8Ig%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=AVxigLKM9hOyIN44FyujLwgeStY2b9YPQh4uQaFd3spDd6D1EeAtwHDmeai%2BhP3hI7bX%2Bbzr3kbnKNJ8WB05TJ54VdL1JtQVgYJRO4q6c63GZ60rgbkOJoyjoFtQNuAH7Ll8FYYwK641i9ndQGVn47%2Be4%2FraZiVGijcynNqpTyNOKyegfzwt8CrwOalRvkQDBRtcvmChgbPqKYzK%2Fw%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=AVxigLKfUVZgLATApqUvQxyvYOoUpmofb8hOCH5Bjf6CWiSqXjsOYd1S1Jlqk%2FixwsqkhLvePOOgPud8mWPsm%2FS%2BwdxIr0genWgF1RT4JxiSKNWWl%2FTlwtpxmMV5r006aQw9wkFLjMS5Hn6LziWFmmN%2BGN6xld9D8rMEiITC3zF%2FMY9bYiYUT%2Fpr5UunGJ7Ep1hI7TDETiML7nOXT45jaQfkgog%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=AVxigLLtDr0ShPYJgV2eFuXV8jm8pEUpf2SAxL1VIZDEcGNNiFClz5zqSErEH0YZNCvZDhISiQlwI2cNZpKP1DW%2FKA3xCyYp9HqQuHeIB1dn0d2pIqt%2F2lDDKxF4FmXCCfLlW%2Fyz9x1sopMuG5djEKBRS3aX1c6cDcd65oU3kCJHJ5cfrNHat4pIcyLRZxjY%2Bfoyz%2FV4g0CMvQGHRzfT%2FR0%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=AVxigLLrk9GXfF81Xn1a4mEXNwUCNev%2F3gYT6IWX5GIysHuYpmndqjiQnr8CNXZcH9jwh%2F4ggj%2B961IUOoLSo5mBJxLOgIN%2FqNk2E9AXXnWgHpUas%2Fl8bYvvhSxeIU7eW5OY4JJSl21fKJSp1m6hi5PkPXGAmfLNYjvK9OA6%2FrB%2BLa6R1KDfTzpT7xrKEvrl9%2BnO0JsJlB%2B18IgwHa%2FREOPyDLu8oQ%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=AVxigLJEVOWcLM1sp4R9z%2FJHuEqdQ55UN5Bsj8Y9rJ5ggzwLPLqhyXK%2FeJKFUXevGGwWTsNzdv4ahMKKqX1KsDPij8GQ9yWQ6uAX4k70kd1zz6aB4xEKYIOGOPE9nOkPqL3lVf3oVtffbnG%2FvTyG%2B2ySXRaa3qnjE6G0nKDMzRfepKuYwsXmadQ33X7s%2B4g8YTQ9V%2BzwAAjwSg85zJIAgMoYIxBEOyk%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=AVxigLLBFH24dHDxz6%2B8FelTep%2FCHltYjoBe3XvPpjZGX%2BJ%2Fj%2BJH6DUML%2BGIvHcZX%2BadO1DxPQy94n5PGGaPJhmrvsuh3KFMz%2F7T4xUFsDm7%2F1hGvi9HMA7MxcJziVRZXAc%2BM9VovK3Y37aRQpiHSJ7yMtQBbbU8T%2BNxYVqobIKByXskcRo3RAeLXGta%2BNC1ZWn9IOVn8iJFbX%2BR7leLZQ19TBU%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=AVxigLLxO%2Br0aCA9mcHAJcJXPbb%2F8P4JmdLNMeCKyWv7MF1uVN6clnBMB9qsh85UEsxAKZfCxSVRTP%2BWk7Xdmh3Pxwlw4LtnQXkl8hMjmy7S1ZUJE%2BUeK4YHtCnUO%2FovDJO8OOPg8lOeCJH9HgChi4%2B34UCt3%2BtNNTGwdZQJSv0QirRcFSC6AEKugnYPrbHshxZ%2BXHE8FtlApyayCrqUREx%2BQw%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=AVxigLJKgL%2B4uv83k5GdEZ2CRiRRgZTKPu%2B6xxXfFoTeuUBpCCubvzEeQb5hOxkomu3ubPV2772tI%2B50WTCGApg2uqtRppTKl3h1I5DdwffI9oNEpduTYbohv0NnAaQyQu6nVWSMFzXzTEshpobHPp7FTJ70Q60T4559Ag93aZY4mL5Ogxp1DcG2v8iD1aw8GMWd%2BjvE%2ByB%2FUW2l0v%2BE0IXxBwIbVH0bt%2FGy9qb1p0ZmKGupsQ%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=AVxigLIbCdOzhMHmS9lSbNyDkXs09sDF0D7lzMDekEp%2FER3U%2BW7oRWACrqxlKn86wMGbJ90TR5lpTVNz02dHyPH6W65Py3L4T4n6XU4wObcJU5qnzseY18ts7A34%2FE3eobCj1VRuXhISUpYspW1Nf1zRkPJeippJZITxYmgYOFEwmEW%2B%2Bxr0A6ukQmfFtvs8PUmhDsibTmSVYvfNh6%2BLThJ8isei&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=AVxigLK2jfLaJz1GSvrntFUNsQU82%2FslFl5OxomLmK1d3fJrkZ4fFaRGAeirpNgS3U8Tw4GEVm8b7e1ZIgjspkjNWL%2BhqTPnmB5dtLAg9hoj%2BuXpQxoccj4HGWqGRXdNMTlk7Ar5pgg21QIBYn2JDvroobVAQ7XrmqrAEx%2BIbdT1LxHDnCVDrL3iHiZHaO6%2BjSo%2B1bzNJ9rqzcvP8ton8cw7bdci9g%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=AVxigLKVwswL%2FPooleJPpNiU4%2Fa%2BURUTQzsY%2FKHSXQ%2FbmoWgl8AMQc7EFueC9Pw%2BJSLJg1NNnxMbKiNjlclXRheLHJ9OqnY2JBRRc7%2FcMi3ZR%2BcSYYPSFwrDLJP3cyLtRZcM%2FSpVHqNld5LI5tlQEpc%2Faxlqjlgxr9JU05dP1DZsGEuMJmZo9qt33twQZlBeOKux1tykY3RRWSBbjyosDX900zVIEJIl3AY%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=AVxigLLud6ReI%2BXn1Ox8yyVBSERX8bKa6goRT1clEClrgg3fH4QD%2F%2BkQyqWiXxTbFGhZZFORmW1puwVPoOa9GX0x%2BBQeVXQUXOet5oOzDz216AkhrkP%2FMdENxHYqFDO7y8VFcyUrfPwO2zH6dKMjEC0y1REPJDWdXehyiZePgTMcZuBnkkthButlMTpNml8Sfi9aIAGcTHbAEpqy%2BRm1Z8hEM%2FQ%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=AVxigLI2YBYRU6QADU0KzmWUc%2FCc%2FYQ%2B0OUTokeb1ldVzbDA%2FsgWg4qh5i3SDWgyEMRuG1NZab2HzO%2FmuWlUumCNIzKaowOwajYNXxQy1fle5as8JxmxkWnNLlfb%2BBvHzPKUjdRqD4lTIgWcpm7wFyl4mwfl6SDrvSnTbhC7ItI0OvpuBthcqmAW%2FJ1TlNg1ONDo9R3LD47oqsqamyo%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=AVxigLLfNg%2BgQsPxOP2Ye%2BfRQpEpC2c0LDyG6y645yyggW26sThSIDznK7nLSu0FC2qPn1HqjY%2Fgyi%2Fb%2FkQP%2BuKdNj7iJR8zuULAb9kyX4tZZNE7Jm9YmoBQINDaNtTmfQDEAbTc%2FM1GXIPPANMabX9CbLacS7oJ1Ttt2sOBLHK33owmN7FsVerqJDgrjxdApN2FNru4AQ%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=AVxigLI21TWP9kEHUMH4IJhgte5bzIDH8zxhYBvne2IaeSO3PimEFYNOhg79IfsDGkqLDBRp0ZS4aXlXnstW7l9iUTIRtmnm6%2BAizAQLCL8k9AG0MX%2FtFvowNydwxfn0KukDEBDuAAG4luClAD4kRCG9SNZHb%2FvIqwrhqypOUVuIv2FW41otHUOertA87o7MdMNIgILn&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=AVxigLJ021R2dMKqkNRzNI3mmjRZCkwwJ17pOfljNOJWNukzkXoRYJi2VOWBBhOH7UhO6b0MVR7Qo%2FreZ%2BrkwTNmbOkRjJlw81KsDHeisnwzVJU1aI%2F3F1NmR6HSojNs3kIVN8giuW6cVYRjFcsWHT03rPVqc9Nx7IRPUZSZt2mBdKsByjBbJP7I7jIEsMLevQv%2F%2BSHMrA2f5eEtbw%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=AVxigLLNgZoVplXyx%2FXqRlqqrRFyyaY5wrN2sIHrRq7EI8PR9ePE6o0vUD8e1KdN8hsebZN9v72Ux45A8WUXcLy7IeKn8EAXWpxAW3Q%2F52%2Bc%2Bf%2BXkN4DEsshqP1Qo1ZwwJyNJc5zwXTfokGLboBCltT4B1QU5GduJIOub6VQzyvmLfruIDcaTq609DJgDb2MzedyXbTOO%2FijPty0YOIuQ4Ua1OzX6J%2FCazc%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=AVxigLLCXxlsdYtsG7f1hV%2FK9tQryT2FJVo0ixKKJPBPh1HWgbLQmV34md9lEZ9t52RGiyB0utrBXwX7M5RnDkXlWbH6YDm0%2FAskJUB4lcZi1g%2FjrcAqZM7%2FkBxtw3laX7pk7rcaDYO7c8UzFuYY%2BaLfPLHSw2kxYca6NC2Rr2EI9TiwwD0s5ikWB9StW4CqEY59WCJukxA14SogDQoLlE6URYOw8MCCGHapzcc%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=AVxigLIDe3jUDK%2B7SL%2B2rZ7Vy54jnoL05Vy3go7t2H4fGoIFMsq9HbVpfpFZMSMjEejI6APG013d%2BaZO%2BGh7ng6xIy9oI3bzJ0FL2d2evbcAYuinF5zhCxrZ9egzBVy%2Fjgu4PmnFfFEy3ZWfT35r9CgSu%2BXcTnTXnKNRS66qlrfE%2Fw3t7IedH%2BSXLm%2FgCgKfwzjaNAgFrMfjU121YeEhz2pJZy24NaCYNhQ%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=AVxigLJ021R2dMKqkNRzNI3mmjRZCkwwJ17pOfljNOJWNukzkXoRYJi2VOWBBhOH7UhO6b0MVR7Qo%2FreZ%2BrkwTNmbOkRjJlw81KsDHeisnwzVJU1aI%2F3F1NmR6HSojNs3kIVN8giuW6cVYRjFcsWHT03rPVqc9Nx7IRPUZSZt2mBdKsByjBbJP7I7jIEsMLevQv%2F%2BSHMrA2f5eEtbw%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=AVxigLLKzeU%2FySh5VF41bRq51634DwtaJS3%2BVmM%2BlKh%2FQAB%2FcI2lucNOfzWu5QC0yJZIVKEqC0%2BSUcRHK54Pw1tGFbbw%2B%2BVqDu62aA5Ex95Q08nZEZFq41Yvrj0adtc94b9U1EAu71VQYKxrf%2FPnjGesOEbuY0YaSdxeoDjEKuTc0C%2F0FwuWdU7ybdR%2BsvAVHhQkD5fcO%2BhZqISo2wW%2FuCY%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=AVxigLL4pJ7W6mH%2BgEI8lYddmi8hVc%2BKmJO%2BJpk%2B8K5CKg3Iy%2BAsXwCHo0AEa3Yz54mkLltiVxmgoQr%2Boz96FxqkNHeSPpxgeAMjNPhlcaMsH%2BwEPXRa5U8LSAdX%2Fn%2F7CiQw3yEG8StTb5yh4e%2BqizSkZ9v5NHCW%2FTEFMfRhT5SHRZOdGQ%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=AVxigLLtzZB8%2B6yvKp1jSmDOYwoBB9L%2FaLLra%2Bxh1R%2FPdU1Tr1rknekciUBGS9Z3lRP7KfFsp3%2FYROnIlCqQbJkhQoseKaLwzq6VQsfIraMl%2BpbY43hFsQ7ISRllySj3W6fmn7Qq3bxPKTtRMQMPX1WNZQu7G6QZ8JgOPuvgF%2BARvTKABIUwcQZIc1KgPHkmWA%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=AVxigLKNm7L%2FkNrlaERE3%2FVOV2o8x0S6TZucBjoaEJFn9NTclt6vvqYIjeQQBQ0KsAaDh%2FK%2BAz9TGt16kcumaEke1vrp5C0d0i61WEc1I7B6ErDYdHAXlAZDF9AZXRUqN9LGgJKdQRQ18yyir1b7QsJChHce7534y1WhyGMMkQSs&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=AVxigLLQlR7U05LOfrhzRWs2xODvuLcrOqc1c1QwzElm8ZVJoMeMfenmbwX%2Bz2QzL5hmU3c6EsrUb8h6pU7wxEhYXlnU36svaNeuYjaWG71cmRt1n7npI8NWO1dEngR3n5uZ3DJL96FAOV%2B1YkYmE0eVZ9m5HafzWuNvQXjrFApFZOAJiyhbCKz00mCOWw%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=AVxigLI4wAV%2FllPXARf2GnV4VjD%2FAuJo2e4Hjzck62f%2BGTu7D4nug4q3pZATIJORuCTewLfC8uyWLBXqd71yY06uU%2FtfscrTr2xA9%2FYSWdKwSSHav15IZMBrmM9lZf4Xq9UoxdR9hI5YF8B9%2BpdVwSrbYg1Je%2Fugj6NQwJo2ITvErNJnabYBXcXW2M3ppf0jDbLikc8c%2Fy0gGA%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=AVxigLJyNB2PrYqRGYmkyZ%2BHkH9h7K%2FMmnER1HNAlAFHdJWkZCj3odbBFCOx98pWH8fPuvo4NXKs98lj%2BoUabMVHBtqyXrHc%2FiJBYklnQPcpfzWIacqkQjHKD81GCmJ9ojs%2BGzVejp5yB4%2FbG%2F99vD9JiLEK5verjrg%2FzRiMbnMcM491ZEDJHi2tOhcLDg%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=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&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=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&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=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&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=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&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=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&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=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&webInteractiveContentId=185823046841&portalId=8302174)

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

**

### Overview

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&webInteractiveContentId=185823046841&portalId=8302174)

### We Partner With

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&webInteractiveContentId=185823046841&portalId=8302174)

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

**

### Library

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&webInteractiveContentId=185823046841&portalId=8302174)

### Our Company

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

**

[![Learn more about Rayven, our mission + history.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183792126777.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLItRLdUEKmnteXU2FmNZAmqEyyOCeuBvdY0Dy167chf1voIME%2BsS%2BPETqJpXxQtYWPYnNmN455Tp%2F25OrgSaA6uBp6YDvsd6%2F4dlocEHq7zsigp%2BXHH1mqBkf31XWPvY%2BnW6JK%2BiI3FzD4SVolAaeU9QvgnKz9vYYTPXVBGeMsWWw%3D%3D&webInteractiveContentId=183792126777&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLC3S55P%2FPUpGQn%2BCHZOsy3iHF6LAZBdWog8ubvzbsLayFnWlLQZrWfbspDn9HtcXk%2BL9ZEzj1Mj03U9qrr2AMVidCJ%2B4RAO4RJJ94AAfEf21lr3hUnK4ehDvZS37CvffI5nZ5wfi4%2Fyw17cJc8EGnrlsSlWTfWOux1tzuFRxKF&webInteractiveContentId=185823046841&portalId=8302174)

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

**

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Press Releases

# Press Release – Rayven announces a category-leading IoT and predictive analytics breakthrough: AI Dynamix

 Rory McNeil, 15 March 2021

## Rayven announces a category-leading IoT and predictive analytics breakthrough: AI Dynamix.

**(Sydney, Australia | 15 March 2021) **Rayven, the real-time data, AI + [IoT platform](https://www.rayven.io/iot-platform), has announced the release of a new drag-and-drop predictive analytics engine, [AI Dynamix](https://www.rayven.io/iot-platform/predictive-analytics-ai).

Designed for commercial and industrial purposes, it enables non-technical users to create sophisticated real-time AI-based IoT and Industry 4.0 solutions without writing a line of code.

### ![AI-Dynamix-Screen-Static](https://www.rayven.io/hs-fs/hubfs/Imported_Blog_Media/AI-Dynamix-Screen-Static.png?width=695&height=460&name=AI-Dynamix-Screen-Static.png)

### Summary:

- In a potential world-first, AI Dynamix gives non-technical users the ability to design, build and deploy bespoke Machine Learning algorithms into a real-time IoT monitoring and management platform.
- The development means the Rayven platform now combines all the elements necessary to build an end-to-end Industry 4.0 solution using only drag-and-drop interfaces; making it fast to adopt Machine Learning and business-specific, real-word AI accessible to any individual or business.
- AI Dynamix supports the importation of any Python-based Machine Learning model, so a real-time AI and IoT solution can be deployed rapidly – skipping long development cycles and associated engineering costs/time.

[Dr Bernard Kornfeld](https://www.linkedin.com/in/bernardk/), Chief Scientist of Rayven, said of the developments “This is a major step-forward, not just for Rayven, but in the field of integrated AI and IoT solutions.

“The new functionality means that businesses without deep Data Science experience can choose a Python off-the-shelf Machine Learning algorithm – or create their own from scratch – tailor and train it for their needs, and then deploy it in a very short time frame. This cuts costs by reducing the work required to a fraction of that which other solutions demand.”

The business, based in Sydney, Australia with offices in Israel, is now actively seeking distribution partners in the US to help bring the new capability to a mass-market, with a focus on commercial and industrial sectors, including: manufacturing, construction and road infrastructure, building management, utilities and agriculture. The company is particularly green tech-oriented with solutions for energy optimisation, solar management, HVAC efficiency, predictive maintenance and fleet optimisation.

[Jared Oken](https://www.linkedin.com/in/jaredoken/), Rayven’s CEO, said of the move, “This is a huge development in the market, and will enable our partners and customers to quickly adopt complex AI and Machine Learning algorithms, as well as find new ways to achieve their business goals.

“Many [IoT platforms](https://www.rayven.io/iot-platform) can ingest and display data, triggering alerts or actions, but Rayven’s combined solution delivery platform is end-to-end because it combines traditional IoT technology with predictive analytics, all in a single drag-and-drop platform – it’s incredibly powerful.”

### Next developments for AI Dynamix

The next stage for AI Dynamix, according to Dr Bernard Kornfeld, is the continued growth of a library of off-the-shelf algorithms available in the Rayven platform. “We want to further assist businesses looking to utilise cutting-edge AI technology, reducing time-to-value even further.

“We started this journey a few years ago; we don’t want to be Google, we want to be the best at end-to-end industrial and commercial IoT”, he said.

Rayven works with technology partners to facilitate deployments globally, and has customers across APAC, North America and EMEA.

[Discover more about Rayven's Dynamix data, AI + IoT platform](https://www.rayven.io/iot-platform).

 

### About Rayven

Rayven is a [hybrid iPaaS, Data, ETL, IoT, ETL, BI, App Development + PaaS platform](https://www.rayven.io/rayven-platform) used for creating brilliant commercial and industrial real-time monitoring, control and predictive analytics solutions that accelerate digital transformation.

Quick-to-deploy, simple-to-use and affordable; the Rayven platform and our industrial Data Science abilities helps our customers and partners to gather real-time insights, optimise operational performance, and succeed with any IoT, AI or Industry 4.0 use-case.

 

### Contacts

Rayven Marketing and Comms  
Rory McNeil  
[rory@rayven.io](mailto:rory@rayven.io)

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### Explore further related content:

<https://www.rayven.io/blog/press-release-rayven-phillip-mcbride-chief-sales-officer>

Press Releases

## [Press Release – Rayven announces the arrival of former IBM enterprise design thinking leader, Phillip McBride, as Chief Sales Officer.](https://www.rayven.io/blog/press-release-rayven-phillip-mcbride-chief-sales-officer)

 Rayven announces the arrival of former IBM enterprise design thinking leader, Phillip McBride, as Chief Sales Officer. (Sydney, Australia) – Rayven, the real-time...[Read More](https://www.rayven.io/blog/press-release-rayven-phillip-mcbride-chief-sales-officer)

<https://www.rayven.io/blog/press-release-i4-mining-launch>

Press Releases

## [Rayven announce the launch of I4 Mining: a suite of next generation Industry 4.0 digital mining solutions.](https://www.rayven.io/blog/press-release-i4-mining-launch)

 (Sydney, Australia | 28 September 2021) Rayven, the combined AI + IoT platform, have today announced the launch of I4 Mining: a new suite of completely interoperable...[Read More](https://www.rayven.io/blog/press-release-i4-mining-launch)

<https://www.rayven.io/blog/who-is-rayven-brochure>

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 Fill the form below to download a copy of our brochure.[Read More](https://www.rayven.io/blog/who-is-rayven-brochure)

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