---
title: How to Build an Algorithm for Machine Learning, Simply | Rayven
description: The application of machine learning algorithms to real-time data within an integrated data, AI + IoT platform can significantly elevate your IIoT...
image: https://www.rayven.io/hubfs/Imported_Blog_Media/How-build-machine-learning-blog-leader.jpg
---

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**Custom AI + Agents**

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

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**Unified Data Platforms**

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Design and run real-time automation across systems, data + workflows.

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**IoT Solutions**

IoT platform for building custom IoT solutions that work with any device.

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

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    Rayven MCP

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**Platform Overview**

A unified platform to integrate, automate, and build custom AI + apps.

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

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**Integration Layer**

Connects IT, OT, SaaS, IoT, APIs, files + more into one pipeline.

](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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**Presentation / UI Layer**

Turns your data into real-time dashboards, reports + custom UIs.

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

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**Security, Governance + Hosting**

Protects the platform with access control, encryption + audit logging.

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File Uploads

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AI Connectors

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

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IT / OT Connectors

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

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Custom Integrations

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

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API Endpoints

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

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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)

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Streaming Data

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

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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)

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Data Management

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

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Data Transformation

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

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File Parsing

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

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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)

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Workflows + Triggers

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

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Control + Automation

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Predictive AI / ML

](https://www.rayven.io/platform/execution/predictive-ai-machine-learning)

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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)

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Dashboards + Visualizations

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

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Widgets + UI Components

](https://www.rayven.io/platform/presentation/widgets-ui-components)

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Notifications + Alerts

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

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Dynamic Reports

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

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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)

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HTML + JavaScript

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

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QR Code Generator

](https://www.rayven.io/platform/presentation/qr-code-generator)

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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)

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Users, Roles + Access

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

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Usage + Metrics

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

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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)

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Sectors

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

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

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

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

[ 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=AVxigLKfgX2HHm9Q4%2BxVh%2BS%2FXJrDQwLZQUPkU584xHx9cvk07fXCcZVlL0qt04KUUF%2Fdnk%2BZKswlHEyhbfnm0dNPbRCbUKXR0wvUn6PevaofEpf8DXbf9Qj2GZhmB9NouxwxeiKUUp7fsegJhipjCWuNjnY5kFiK3dgHN0HMB%2BB53C0xnTl7oQAYwvkhBRSnDkFO95azTcKJ8VMPHVw9O38iJQ%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=AVxigLIc3uRm7FSjbt11FvZV7c3CMFSmdXZPhfWoF%2BYWLZISdajmNKKMplv3MIxCfNuo52UUy7TmI0niE4T6vlbxn1CUdegnRtXoQiROQOoHKQdUZA6mRVo0W1DBJnURdAC1gpNw2Px7XTNMygs7P1z1eWBwWjycFkhHQJZnF4ZYXOmzd%2B5OZUgOeVVEYNpCJqGqvS7mVfck0hPhog%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=AVxigLL0BRrpj%2BRba1%2FdewRAaMHADXDp%2FYKkwUntbs21e4lnYdDYEB0QtGOW31kE28j2RxlZn0n1IlCep%2BrGQnPq2qFRjmoYahbHWeNEHXH4D%2FEkrCxNTEfR%2BE6AcGwQ6raP47OIAKYRucdS3Fst9xxqQp4C%2BkGh2MJvEQRUydj2zGM818S2Gq9E6Tx3o1CRZTbmO2yLFdZBtQv6uA%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=AVxigLJUY38DFWh9Y44aasE4OT301rCmulWTQ7zFT5TJR5be%2Bpa95HhNvroBRErxA7sB49sz0OKq8rXC5%2BLCKgH5isyLMuXk%2FmABnCxWVL95zNVrB8cp7EOaihyR0jOHWnZBlRAl2iKux5fleyZOL5%2BrEhPrryc6Y8w2k9dVbc72A%2FlJ73ZOEiK2e5sWzoLbx0H36g1VwCU3dLM3upyXqbSL%2BQ8%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=AVxigLLq2r4dSn%2BlApz4OKLLnnk2hLqObWaaAdzF8tDZtbaBP1S2TLpv8uB5Viz5WQqZ3%2B3a4ano0roC2AmCVMLr50DctnlIuVtU%2FUCb3dP%2B7bgegVlLKcOlMYGfg7hoLA5%2FfGN0WjtQaYNmBDrMn5LP99W2lOGvPidHL6ofQv6petuEcjKil4wsW7%2F%2BmF5%2B%2Fm5sPZ7BT2nmGiOSFJACuq8%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=AVxigLK8o5YJjqFt7BVYDbH3sd5PkDDYW0nxp0UCY9Ql4KFz%2BKLmklkk8La9ECAUDG%2FYl7Q6a57pGVhgJT6JGZHWAxyP0%2B0oWhZF0UcWyVjTJDRnnMIsQgvTELKc%2FYXfAy372b%2FDwLUwS51ObeG%2BotO9bPbzC5%2BrzYoKu5RSBdrbZGFT4cA8w3r8MkjrcDEwQFFbR0Od7SOgkvmjG9ETv4vfZlWGaQ%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=AVxigLLD%2BFfvz9RdSUHi0%2BfbUH3uVFgQVJJ4geUqtqAbmx58QpuZhchIeTcU2pGKYBm10LUQoqQnPBjpop8T8x7hC6czRZ7MMgXESG0BVqHF77duoIYay6g61vIzC9CljpBpn9%2BWTf%2FrCogqT9vSmBGE0%2FCFHGml%2BGvtkA1kot%2BGbsol6PBdnmpC7thwItPPKycFo2bu7aglj%2FICOMAGMt5Mh%2F90WLM%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=AVxigLIhymJDxBe8eczhUR0EgtUHozbReSVjf9Nk3PUXZaXD8sgKQ%2Fr2AKSBxJ%2FNyLUTaDBtUZ%2BdTX16bqrDCKgzD1DAMDa3beuzLMcrJAT1eSqH%2BuNWr0JzjO89mSrJjBCVZzFFBS07Jhu2fp9ZY83W1OwxFpCY0RA7tiFdfrdK86cK8wjhds6glfjBRhci2UgPoXIXG9loqa8KN2RO0yjun5I%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=AVxigLLCtwxxxH%2FR2JAMsX%2Fgzq8bo0z6N3tMzSrekPsRM4JgHh5ayMe6KfYQJKm590t9YIRMOsXfw5TvR9L4EGf7GFxIgqPVe%2BSy7wcOjl9pMJCQ%2FZ1Rc7VFARuC%2FXgsmWMyo8%2BS%2FEY6OXHnZBuxTkpFWpypCWiMiFnA2C6N54F5ZO4CETKQ0Gomsr7GLOor9FJycgGVYeCRhh%2FTZAbCxjOvfQ%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=AVxigLJ%2F4yhbm35O4v9v2W1mWYjQ2BADyeRbx1nnnp6GGg7QNgSUMSrZHJiy9%2B9x2Sr54N4nv9dj0hZ2GIasxAQ2lhVh6D59q2AjDwv0%2FDqPo4T3jzw2vV3BJ33aYDuz0CsnQl2lKJcW1gDaGSIeQ%2BFoQE%2Bh5DTfEKKjdiBl8jKKo9iWIrQfb5r4mYs0Qwei5KSGtd4efD2anFy5%2BP2f2DMbROD7ZIla1h7NsDZJrueSOan2CA%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=AVxigLKeRaRtOrNcxsO02LxtGd%2BlmUx1uLkLEom4RwlSYkrsz%2FsRAOH44UfVmFWZDPFCBI6d%2F1%2FdqMqAgPQnLp1qS9r2rWNYLO8xi6qmukfvzgGE4uAF5Rl%2F3LkH8Bwb%2FXJm5zj1h65UsLsohzUB6oRRJ%2FSOxecyUyR4WUTXJZtRuTKr90dOCxsdCu7ZeTmRZhAx9ZJ3bRw9r93%2FAGPSnZAXZ7Uu&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=AVxigLIKXIgXtG6%2Bv4KC5XcVo6WmeZuU4DMfxhl%2FjB5pNl%2FDPHN1eSMsFlAP270LmygthPYMU1e5ocL6p3CIz4jRnlchtv9WZXBk3Ula%2Fag1HpIuPJwI9XYyt%2F6bjLF4cSUZbnDjRioOBDdpj39JvQ54pR6PmagsddWtT7BPraHM4j8awxuZFD9H%2B%2BpSA4lR3j3p3svVWRsafteCIJnM%2FXLN6d%2Fh8g%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=AVxigLKsxZmKqM81GAyeuvtFbrEE5ViKvM%2FCnJbLVBq7DACAMfvu82rPQjmFq37cAYFY%2F0d4ygHoDrwHYxvQwjve7WAQKtVaaZtgE%2BZVykdkE%2BgPMcPTKyuzbLaL5TBhUj%2BmR%2FpsWueKFm4cyzcYWIMKrbud3vtHGL4nMteRIODOPHSWApxd8wO1ae6A43KqaKHXD2uYV0QfqWkTQQlx9jmblo62IPbgzkY%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=AVxigLLKcOzll29o5g9E%2Fw7Ok8rLu9pv6TyorIs0%2FSHwMujKJ9voeWcnnxGxQNBcrplLmiPRyk6l2HOOikD5Hdm%2FdANQ4g76pYkeQUvVRCNo9yilbBUwiZR5ZUOVYjAZ1twaq6nF0FyrzLLiH42YbeXwLWqW%2F2eihuwhQaVnxzle9QJjrkQxrLIs74gVWLvHcnF6iZUV%2F1tn5eXE7nN2niRKiuo%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=AVxigLLz6UYB7sJXxfJWbL6sFxZBD6R3EK745PRpNcv1bsacKqpxWQLjmAc%2FeL69kHjUzP5isvHEHWPQ%2BD4KQsxy6p8%2Bmi5DCFfFNaUx0Hmzr7JsO%2BV2Qd4EyQqAIgyEk%2Frmm5ByXRv8uQ%2BKhdp0oQfidwExjKXeEQi0xhxymrmJ842fjbdB6SEJhwAe1M%2BIMKbhGJ%2Fvj%2BGcOTbGcAk%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=AVxigLLzzxAKjN7Ik6zwl4OwWkqR7UnUty680RTDrSPzhGCcKFY%2B5nQfADRFkAAnx2yK3OoKOcSZ036s7S9MNXx872tiLIkEJ%2BK9o4yhfBjGaNXaaalrE%2FVvuFmr8bCmxJ5dGUEhraCXJxiK1M%2Frk4nt2gfHI4hjElpjg1SGN1TUAntK%2BzegoMhwGGybHMcxYa1Rr4PBWA%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=AVxigLIVIcSSZNk5MtNeGkD59h3W%2B1750Sdlj5sQ5WxqzYpNmSytBZNF8VqRpwgtDaNZ2kDEZZcm5q%2F7cSbjUycUPQxIF1rVf5NPo4F2UpnyjQ4te672imwPrkcys86omIyMu%2FbiKRYB9hNH%2FAE2vJSNn%2BZsNGkOKVFxmr72qb6wr8ZgVvjjg2UL7bIzz5JkvCWuZAsa&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=AVxigLKhUvDQkS86cGv3CfYy%2FmMmQTdveAb7mU9BzvRJhpzZlEfsGrAGv8cZ8H%2BzeVEQwdHPd6hr7dD8d08tCG4Su6CYngZpr0%2BpOvzlXfPsjyD4PTC13ZHFsQZu9DSnGmR8Xa0Fjbw4B4Eb9y1gZLxDYq2B0X4w4rieqKdpB9jEh0em%2BxPwvrjA4WN%2BIMkTxnJykXWCHSbHGTL02Q%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=AVxigLLVxtdWwFwgTuQYS1O1DQxG%2F4LTdOGoQrNt2GVVerWI87OyyrAhAp%2Ff33ZIzwxKbdj7omy81sjfmshpwWxvyMxhEYbH9%2Bgr9f9W3M4spriGYu%2B7Jkb9wrM0lp8knByrqIrRsQ8WDoG8rDhS%2BzL5K%2BVc%2FT21z2WHEJtCVayQkthLx8hAiAEIdFxFn%2BWn%2FDbi2nIcPVnhyJAX%2Fiv7U9g%2F37z6JEAlEE8%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=AVxigLK1ITqEd92P4xk%2FpNov2flAnuFLXl3dCtsaTECt6MAWRT5V8ti4EPD0SYj0ZfsqurYmSEzwkIxOSBtZJeP0c9roGoOs641CkaBTS67iST0nnsRr6ucjPD6TNYU0%2B1QRxHOfo3xZjpqzj7G0RFihCMuugTH8lpeHC5dbfKsgpTMIiNCZ%2FCWFB8zxjOL%2Ba6wHsna8fwzr2Po3lGA%2Fn2a932nWhRVxkrma%2Fbg%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=AVxigLLS8f9fCi3DiuTUif13skPm%2F4qryE3SoB221UoFXbjdvzESgrrgoJdlR4ikQ75VMN2%2BRXHPPcZYzN4jEeoGi3a2Arr3I%2FOeI%2FH%2FF2HPKYQTyDCtvTkljR3I4KjtROYVKXl3SR%2BArYCmTvpxE%2FMSTQvNJjIqJgA3MvMn2M14ouTi%2FVX6Iy4B%2Fot2gRP0CA9bxB%2BdWtDCXgCKr6XVmAy173hIoFJUSXc%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=AVxigLKhUvDQkS86cGv3CfYy%2FmMmQTdveAb7mU9BzvRJhpzZlEfsGrAGv8cZ8H%2BzeVEQwdHPd6hr7dD8d08tCG4Su6CYngZpr0%2BpOvzlXfPsjyD4PTC13ZHFsQZu9DSnGmR8Xa0Fjbw4B4Eb9y1gZLxDYq2B0X4w4rieqKdpB9jEh0em%2BxPwvrjA4WN%2BIMkTxnJykXWCHSbHGTL02Q%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=AVxigLKqrkXBTclLwCIOQl3ZcJt8R3EBigFqIy5u2XQvBvHexe2ginskcpqPuTdVmZQHOpRSyPsipqALfJ77%2BE5o3LzzTMvmAAXJsCN2osAuCGbnw8D8sMOKt1uXJ5iV4poZ0OE%2FxdAfTz8tkWLB%2F1c2r8TsFYPCUlTNO31g%2FrUrtKITOMpHnAqdao4S90uM%2FyHmdhIJsIvZoDGGMzUfOsU%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=AVxigLJzyXDwhNzZPetSe8fQc5hRrSljnykew0IZgbuKL0rgjT8KFD0h35Hwh8%2FyXWgABhHaX75goR73%2FSTxH6K6H%2B%2BaT3HDud5DWlzz%2FcjiLi%2FpMks10sfmiF5F%2FX2fjsB4QXxcA6mNHrSVVuqJT9oh5IFffWyTnNBN8ukRhxehFUhOkA%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=AVxigLJcsPjQgv7nRW7a8ZK%2Fsiq5QR5yjhn9LqHaR2F8jeRX26CVtMxY1st17LUy6NsMxsFoCCghhuQNBccA88Yg52pUTj%2Fua1h6nPVb7la7aIVwzKM1vooFeGpcPAKd26p1u0jOFt4Y%2BnivoErmSH3m%2FhTnSO1wdoYAoEMqOzUhX%2F6vjVmxzKbLwNPjgBjkYg%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=AVxigLJpHk7yiI%2BCNGFor6OfsKo0Q6taHiHe9JwinF2xM%2Bv0z71iIIgTzTl7bAQh0SzRuPnqaxJI7v7bE%2BoipewoNHF7IRWQ0%2BjcnHJ4HdOi5Umknvgw9hlX2LFAPLo09BQDzQrD7Iw6nRCcvIZK3%2FoaltmbcgGbEvy2906PvQ3W&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=AVxigLImtjXfpOY0F97COYJeRg6S4dVV6%2FgmGa22YiKNwMj1RKmRrGZl93WLsT32fE4Z%2BVFyVQNm0ocp6wBOKuUJ3UvfgP97dQe%2F26KggcQxc%2BpCVrLC36z87KPLkP6rhwK6xN6sCVnSIS6%2BCc29iwhq8o7bFau0jHvdpGzEnsG2muf0k%2B4HHsLMHE%2B%2FBQ%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=AVxigLLBclaEJrLGDmUbaiERRu9NChhrdCx0Liss1kT1Xj8Zj1kKoVqvGbLtDo5chWbhMgDy%2FKJbyYh3ZIe3KlV6mjhK2yVi%2FvPBXH87sTiWVpTBMfigLzazF1NSobp4ws55PRtztmXKGLyT1iVAvPoT5yop6vq%2BqFrlcB2EdMrYiKjHXX3PuQ6iXAsOK%2FWIBfZ0Tho44pXYDg%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=AVxigLKLqWXhZeKKS%2FNlevkqtR2mH04NqE9aeoiRvFCY%2Bxm43j%2B0glAuDFUJjL7Xh61M7uATMcsQUtocbrI7cdJrwCZn8wqJthCHEpN59Qa%2Fw%2FZ12DttyMqaWVzg%2F07aohtB%2BqmzAdb0BdKQl%2B6j0qExtnJOwmpdkqFy0QLzL6jXaDNneWSAaL4Rhd2zLw%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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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)

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Library

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

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

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

[ 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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[![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=AVxigLL0riiX23YLSII%2BCmsXgnAl3sqshPA3ze7STzpXzzWSJe%2BYajligpC41mSaPJ6Fi0%2Bo8xyhKflqK2J5Mfdpdb%2BU3l24jhj1lYTqwd4YYwt5lkrXx0u5rmQxvKcM6Mu48qs8FQ7wr6IUFGdGiXbBrogWENgFP%2BAbNh6LUXyLKMHYnw%3D%3D&webInteractiveContentId=183792126777&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLJEwJMGUq%2F87kyogDV4LWgjqUEbPHRQ%2FKftl3cFGzJC1SIYL831H%2BjU9rZ6H%2Bw%2F%2BhrGjS0QET14XTBUSzQAwa%2BGYVN20oU%2BdLHfQchoEB4SSziKr5GU8dnr0ZEO%2F41DXx41YrTmuuKfVd6mvMV1KCDKL%2FpTbGcyhzIhuuOCKLuBx7HYh5bSg9fitF%2FbnUTilg%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=AVxigLLG6SbHgx%2FkHw09%2BiWm3gXzL%2Fiqp2IKQ7rTz%2FxBf0Iak6O7bBSLycF%2FosTn6Z6ytyhEJWfzHqrWC1axgdTSDWFHeqGyIcIyy2JLcy4lNVgdGt%2Fi7GWUwULm2tgk7OBwiAmfuw%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=AVxigLLG6SbHgx%2FkHw09%2BiWm3gXzL%2Fiqp2IKQ7rTz%2FxBf0Iak6O7bBSLycF%2FosTn6Z6ytyhEJWfzHqrWC1axgdTSDWFHeqGyIcIyy2JLcy4lNVgdGt%2Fi7GWUwULm2tgk7OBwiAmfuw%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=AVxigLKfgX2HHm9Q4%2BxVh%2BS%2FXJrDQwLZQUPkU584xHx9cvk07fXCcZVlL0qt04KUUF%2Fdnk%2BZKswlHEyhbfnm0dNPbRCbUKXR0wvUn6PevaofEpf8DXbf9Qj2GZhmB9NouxwxeiKUUp7fsegJhipjCWuNjnY5kFiK3dgHN0HMB%2BB53C0xnTl7oQAYwvkhBRSnDkFO95azTcKJ8VMPHVw9O38iJQ%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=AVxigLIc3uRm7FSjbt11FvZV7c3CMFSmdXZPhfWoF%2BYWLZISdajmNKKMplv3MIxCfNuo52UUy7TmI0niE4T6vlbxn1CUdegnRtXoQiROQOoHKQdUZA6mRVo0W1DBJnURdAC1gpNw2Px7XTNMygs7P1z1eWBwWjycFkhHQJZnF4ZYXOmzd%2B5OZUgOeVVEYNpCJqGqvS7mVfck0hPhog%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=AVxigLL0BRrpj%2BRba1%2FdewRAaMHADXDp%2FYKkwUntbs21e4lnYdDYEB0QtGOW31kE28j2RxlZn0n1IlCep%2BrGQnPq2qFRjmoYahbHWeNEHXH4D%2FEkrCxNTEfR%2BE6AcGwQ6raP47OIAKYRucdS3Fst9xxqQp4C%2BkGh2MJvEQRUydj2zGM818S2Gq9E6Tx3o1CRZTbmO2yLFdZBtQv6uA%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=AVxigLJUY38DFWh9Y44aasE4OT301rCmulWTQ7zFT5TJR5be%2Bpa95HhNvroBRErxA7sB49sz0OKq8rXC5%2BLCKgH5isyLMuXk%2FmABnCxWVL95zNVrB8cp7EOaihyR0jOHWnZBlRAl2iKux5fleyZOL5%2BrEhPrryc6Y8w2k9dVbc72A%2FlJ73ZOEiK2e5sWzoLbx0H36g1VwCU3dLM3upyXqbSL%2BQ8%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=AVxigLLq2r4dSn%2BlApz4OKLLnnk2hLqObWaaAdzF8tDZtbaBP1S2TLpv8uB5Viz5WQqZ3%2B3a4ano0roC2AmCVMLr50DctnlIuVtU%2FUCb3dP%2B7bgegVlLKcOlMYGfg7hoLA5%2FfGN0WjtQaYNmBDrMn5LP99W2lOGvPidHL6ofQv6petuEcjKil4wsW7%2F%2BmF5%2B%2Fm5sPZ7BT2nmGiOSFJACuq8%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=AVxigLK8o5YJjqFt7BVYDbH3sd5PkDDYW0nxp0UCY9Ql4KFz%2BKLmklkk8La9ECAUDG%2FYl7Q6a57pGVhgJT6JGZHWAxyP0%2B0oWhZF0UcWyVjTJDRnnMIsQgvTELKc%2FYXfAy372b%2FDwLUwS51ObeG%2BotO9bPbzC5%2BrzYoKu5RSBdrbZGFT4cA8w3r8MkjrcDEwQFFbR0Od7SOgkvmjG9ETv4vfZlWGaQ%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=AVxigLLD%2BFfvz9RdSUHi0%2BfbUH3uVFgQVJJ4geUqtqAbmx58QpuZhchIeTcU2pGKYBm10LUQoqQnPBjpop8T8x7hC6czRZ7MMgXESG0BVqHF77duoIYay6g61vIzC9CljpBpn9%2BWTf%2FrCogqT9vSmBGE0%2FCFHGml%2BGvtkA1kot%2BGbsol6PBdnmpC7thwItPPKycFo2bu7aglj%2FICOMAGMt5Mh%2F90WLM%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=AVxigLIhymJDxBe8eczhUR0EgtUHozbReSVjf9Nk3PUXZaXD8sgKQ%2Fr2AKSBxJ%2FNyLUTaDBtUZ%2BdTX16bqrDCKgzD1DAMDa3beuzLMcrJAT1eSqH%2BuNWr0JzjO89mSrJjBCVZzFFBS07Jhu2fp9ZY83W1OwxFpCY0RA7tiFdfrdK86cK8wjhds6glfjBRhci2UgPoXIXG9loqa8KN2RO0yjun5I%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=AVxigLLCtwxxxH%2FR2JAMsX%2Fgzq8bo0z6N3tMzSrekPsRM4JgHh5ayMe6KfYQJKm590t9YIRMOsXfw5TvR9L4EGf7GFxIgqPVe%2BSy7wcOjl9pMJCQ%2FZ1Rc7VFARuC%2FXgsmWMyo8%2BS%2FEY6OXHnZBuxTkpFWpypCWiMiFnA2C6N54F5ZO4CETKQ0Gomsr7GLOor9FJycgGVYeCRhh%2FTZAbCxjOvfQ%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=AVxigLJ%2F4yhbm35O4v9v2W1mWYjQ2BADyeRbx1nnnp6GGg7QNgSUMSrZHJiy9%2B9x2Sr54N4nv9dj0hZ2GIasxAQ2lhVh6D59q2AjDwv0%2FDqPo4T3jzw2vV3BJ33aYDuz0CsnQl2lKJcW1gDaGSIeQ%2BFoQE%2Bh5DTfEKKjdiBl8jKKo9iWIrQfb5r4mYs0Qwei5KSGtd4efD2anFy5%2BP2f2DMbROD7ZIla1h7NsDZJrueSOan2CA%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=AVxigLKeRaRtOrNcxsO02LxtGd%2BlmUx1uLkLEom4RwlSYkrsz%2FsRAOH44UfVmFWZDPFCBI6d%2F1%2FdqMqAgPQnLp1qS9r2rWNYLO8xi6qmukfvzgGE4uAF5Rl%2F3LkH8Bwb%2FXJm5zj1h65UsLsohzUB6oRRJ%2FSOxecyUyR4WUTXJZtRuTKr90dOCxsdCu7ZeTmRZhAx9ZJ3bRw9r93%2FAGPSnZAXZ7Uu&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=AVxigLIKXIgXtG6%2Bv4KC5XcVo6WmeZuU4DMfxhl%2FjB5pNl%2FDPHN1eSMsFlAP270LmygthPYMU1e5ocL6p3CIz4jRnlchtv9WZXBk3Ula%2Fag1HpIuPJwI9XYyt%2F6bjLF4cSUZbnDjRioOBDdpj39JvQ54pR6PmagsddWtT7BPraHM4j8awxuZFD9H%2B%2BpSA4lR3j3p3svVWRsafteCIJnM%2FXLN6d%2Fh8g%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=AVxigLKsxZmKqM81GAyeuvtFbrEE5ViKvM%2FCnJbLVBq7DACAMfvu82rPQjmFq37cAYFY%2F0d4ygHoDrwHYxvQwjve7WAQKtVaaZtgE%2BZVykdkE%2BgPMcPTKyuzbLaL5TBhUj%2BmR%2FpsWueKFm4cyzcYWIMKrbud3vtHGL4nMteRIODOPHSWApxd8wO1ae6A43KqaKHXD2uYV0QfqWkTQQlx9jmblo62IPbgzkY%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=AVxigLLKcOzll29o5g9E%2Fw7Ok8rLu9pv6TyorIs0%2FSHwMujKJ9voeWcnnxGxQNBcrplLmiPRyk6l2HOOikD5Hdm%2FdANQ4g76pYkeQUvVRCNo9yilbBUwiZR5ZUOVYjAZ1twaq6nF0FyrzLLiH42YbeXwLWqW%2F2eihuwhQaVnxzle9QJjrkQxrLIs74gVWLvHcnF6iZUV%2F1tn5eXE7nN2niRKiuo%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=AVxigLLz6UYB7sJXxfJWbL6sFxZBD6R3EK745PRpNcv1bsacKqpxWQLjmAc%2FeL69kHjUzP5isvHEHWPQ%2BD4KQsxy6p8%2Bmi5DCFfFNaUx0Hmzr7JsO%2BV2Qd4EyQqAIgyEk%2Frmm5ByXRv8uQ%2BKhdp0oQfidwExjKXeEQi0xhxymrmJ842fjbdB6SEJhwAe1M%2BIMKbhGJ%2Fvj%2BGcOTbGcAk%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=AVxigLLzzxAKjN7Ik6zwl4OwWkqR7UnUty680RTDrSPzhGCcKFY%2B5nQfADRFkAAnx2yK3OoKOcSZ036s7S9MNXx872tiLIkEJ%2BK9o4yhfBjGaNXaaalrE%2FVvuFmr8bCmxJ5dGUEhraCXJxiK1M%2Frk4nt2gfHI4hjElpjg1SGN1TUAntK%2BzegoMhwGGybHMcxYa1Rr4PBWA%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=AVxigLIVIcSSZNk5MtNeGkD59h3W%2B1750Sdlj5sQ5WxqzYpNmSytBZNF8VqRpwgtDaNZ2kDEZZcm5q%2F7cSbjUycUPQxIF1rVf5NPo4F2UpnyjQ4te672imwPrkcys86omIyMu%2FbiKRYB9hNH%2FAE2vJSNn%2BZsNGkOKVFxmr72qb6wr8ZgVvjjg2UL7bIzz5JkvCWuZAsa&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=AVxigLKhUvDQkS86cGv3CfYy%2FmMmQTdveAb7mU9BzvRJhpzZlEfsGrAGv8cZ8H%2BzeVEQwdHPd6hr7dD8d08tCG4Su6CYngZpr0%2BpOvzlXfPsjyD4PTC13ZHFsQZu9DSnGmR8Xa0Fjbw4B4Eb9y1gZLxDYq2B0X4w4rieqKdpB9jEh0em%2BxPwvrjA4WN%2BIMkTxnJykXWCHSbHGTL02Q%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=AVxigLLVxtdWwFwgTuQYS1O1DQxG%2F4LTdOGoQrNt2GVVerWI87OyyrAhAp%2Ff33ZIzwxKbdj7omy81sjfmshpwWxvyMxhEYbH9%2Bgr9f9W3M4spriGYu%2B7Jkb9wrM0lp8knByrqIrRsQ8WDoG8rDhS%2BzL5K%2BVc%2FT21z2WHEJtCVayQkthLx8hAiAEIdFxFn%2BWn%2FDbi2nIcPVnhyJAX%2Fiv7U9g%2F37z6JEAlEE8%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=AVxigLK1ITqEd92P4xk%2FpNov2flAnuFLXl3dCtsaTECt6MAWRT5V8ti4EPD0SYj0ZfsqurYmSEzwkIxOSBtZJeP0c9roGoOs641CkaBTS67iST0nnsRr6ucjPD6TNYU0%2B1QRxHOfo3xZjpqzj7G0RFihCMuugTH8lpeHC5dbfKsgpTMIiNCZ%2FCWFB8zxjOL%2Ba6wHsna8fwzr2Po3lGA%2Fn2a932nWhRVxkrma%2Fbg%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=AVxigLLS8f9fCi3DiuTUif13skPm%2F4qryE3SoB221UoFXbjdvzESgrrgoJdlR4ikQ75VMN2%2BRXHPPcZYzN4jEeoGi3a2Arr3I%2FOeI%2FH%2FF2HPKYQTyDCtvTkljR3I4KjtROYVKXl3SR%2BArYCmTvpxE%2FMSTQvNJjIqJgA3MvMn2M14ouTi%2FVX6Iy4B%2Fot2gRP0CA9bxB%2BdWtDCXgCKr6XVmAy173hIoFJUSXc%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=AVxigLKhUvDQkS86cGv3CfYy%2FmMmQTdveAb7mU9BzvRJhpzZlEfsGrAGv8cZ8H%2BzeVEQwdHPd6hr7dD8d08tCG4Su6CYngZpr0%2BpOvzlXfPsjyD4PTC13ZHFsQZu9DSnGmR8Xa0Fjbw4B4Eb9y1gZLxDYq2B0X4w4rieqKdpB9jEh0em%2BxPwvrjA4WN%2BIMkTxnJykXWCHSbHGTL02Q%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=AVxigLKqrkXBTclLwCIOQl3ZcJt8R3EBigFqIy5u2XQvBvHexe2ginskcpqPuTdVmZQHOpRSyPsipqALfJ77%2BE5o3LzzTMvmAAXJsCN2osAuCGbnw8D8sMOKt1uXJ5iV4poZ0OE%2FxdAfTz8tkWLB%2F1c2r8TsFYPCUlTNO31g%2FrUrtKITOMpHnAqdao4S90uM%2FyHmdhIJsIvZoDGGMzUfOsU%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=AVxigLJzyXDwhNzZPetSe8fQc5hRrSljnykew0IZgbuKL0rgjT8KFD0h35Hwh8%2FyXWgABhHaX75goR73%2FSTxH6K6H%2B%2BaT3HDud5DWlzz%2FcjiLi%2FpMks10sfmiF5F%2FX2fjsB4QXxcA6mNHrSVVuqJT9oh5IFffWyTnNBN8ukRhxehFUhOkA%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=AVxigLJcsPjQgv7nRW7a8ZK%2Fsiq5QR5yjhn9LqHaR2F8jeRX26CVtMxY1st17LUy6NsMxsFoCCghhuQNBccA88Yg52pUTj%2Fua1h6nPVb7la7aIVwzKM1vooFeGpcPAKd26p1u0jOFt4Y%2BnivoErmSH3m%2FhTnSO1wdoYAoEMqOzUhX%2F6vjVmxzKbLwNPjgBjkYg%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=AVxigLJpHk7yiI%2BCNGFor6OfsKo0Q6taHiHe9JwinF2xM%2Bv0z71iIIgTzTl7bAQh0SzRuPnqaxJI7v7bE%2BoipewoNHF7IRWQ0%2BjcnHJ4HdOi5Umknvgw9hlX2LFAPLo09BQDzQrD7Iw6nRCcvIZK3%2FoaltmbcgGbEvy2906PvQ3W&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=AVxigLImtjXfpOY0F97COYJeRg6S4dVV6%2FgmGa22YiKNwMj1RKmRrGZl93WLsT32fE4Z%2BVFyVQNm0ocp6wBOKuUJ3UvfgP97dQe%2F26KggcQxc%2BpCVrLC36z87KPLkP6rhwK6xN6sCVnSIS6%2BCc29iwhq8o7bFau0jHvdpGzEnsG2muf0k%2B4HHsLMHE%2B%2FBQ%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=AVxigLLBclaEJrLGDmUbaiERRu9NChhrdCx0Liss1kT1Xj8Zj1kKoVqvGbLtDo5chWbhMgDy%2FKJbyYh3ZIe3KlV6mjhK2yVi%2FvPBXH87sTiWVpTBMfigLzazF1NSobp4ws55PRtztmXKGLyT1iVAvPoT5yop6vq%2BqFrlcB2EdMrYiKjHXX3PuQ6iXAsOK%2FWIBfZ0Tho44pXYDg%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=AVxigLKLqWXhZeKKS%2FNlevkqtR2mH04NqE9aeoiRvFCY%2Bxm43j%2B0glAuDFUJjL7Xh61M7uATMcsQUtocbrI7cdJrwCZn8wqJthCHEpN59Qa%2Fw%2FZ12DttyMqaWVzg%2F07aohtB%2BqmzAdb0BdKQl%2B6j0qExtnJOwmpdkqFy0QLzL6jXaDNneWSAaL4Rhd2zLw%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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLI3m%2BZNmpjG%2BC0ucPS2Vo3Cf%2BD3imtx4r%2BBJ7a4N7wWkWJr3fA6XR7jCmD4HGPoGsuonjIj7UAKTQ6BxdKkeHYp7cbI%2BB1aV9tGRLFGvAlo1R1CRPE539lq%2BkIr6264ZkFYQWz948cgGpKl4TmEccC%2Ft8jnVn2QevmnxVB%2Fz0SX&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=AVxigLL0riiX23YLSII%2BCmsXgnAl3sqshPA3ze7STzpXzzWSJe%2BYajligpC41mSaPJ6Fi0%2Bo8xyhKflqK2J5Mfdpdb%2BU3l24jhj1lYTqwd4YYwt5lkrXx0u5rmQxvKcM6Mu48qs8FQ7wr6IUFGdGiXbBrogWENgFP%2BAbNh6LUXyLKMHYnw%3D%3D&webInteractiveContentId=183792126777&portalId=8302174)

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

**

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Blogs

# How to build a machine learning algorithm

 Dr Bernard Kornfeld, 15 July 2022

How to Build an Algorithm for Machine Learning, Simply | Rayven

6:36

The application of machine learning algorithms to real-time data within a [hybrid iPaaS, Data, ETL, IoT, ETL, BI, App Development + PaaS platform](https://www.rayven.io/rayven-platform) can significantly elevate your [custom applications](https://www.rayven.io/iot-solutions), turning it from nice-to-have real-time monitoring to an ever-growing, ROI achieving optimisation engine.

What [machine learning ](https://www.rayven.io/machine-learning-software)enables you to do is find patterns hidden deep within huge data sets to uncover better ways of operating, uncover efficiencies, and predict (and thereby enable you to prevent) problems or catastrophes before they occur.

Unlike traditional programming, which is deterministic, Machine Learning relies on conjecture. The variables are just that, variable, and the outcomes that will result from altering them are not guaranteed – it may take many iterations to reach the desired or better outcome from the status-quo.

Whilst the outcomes are uncertain, the process to getting to them isn’t.

## **The 9 steps to building a machine learning algorithm:**

1. **Hypothesis formulation –** it is critical before starting to build a machine learning algorithm that it’s clear what the business problem you’re looking to solve is and what success would look like. Having clear, quantifiable measures of success is critical because without them, it would be impossible to determine if a machine learning algorithm is performing well or poorly. What this step will do is rule out a lot of potential scenarios for machine learning applications, because if it’s not possible to measure success or outcomes are subjective vs. objective, then there is no basis for going forwards.
2. **Data collection –** once you know what you’re looking to achieve, it’s necessary to then identify the existing (and new) streams of data needed to assess all the variables that go into achieving the outcome. If you’re looking to do this in real-time within an integrated data, AI + IoT platform, then it’s also critical to also evaluate how you’re going to ensure the platform has ongoing, continuous access to the data in a timely manner.
3. **Data cleansing –** standardising data, and dealing with missing or incorrect data is also essential before creating the algorithm itself. Having lots of data isn’t necessarily enough if it’s inaccurate or not all in the same format and can’t be processed. This is something that the ‘data’ portion of the integrated data, AI + IoT platform is capable of, with features and functionality that enables you to clean, aggregate, and augment all of your data feeds.
4. **Label and transform data –** a continuation of the ‘data’ section of the platform, it’s important that it is able to label the data it’s receiving to see if it, for example, passes or fails i.e. is accurate and enhancing the result or metric that you’re looking to improve, and that it is able to transform categorical data to numerical data, normalising it for analysis alongside other data sets.
5. **Identify or build models –** there is a whole host of pre-built machine learning models that you can apply to your data to help solve the type of problem you have. The Rayven integrated data, AI + IoT platform is capable of supporting any Python-based algorithm, but it also enables you to [build your own machine learning algorithm](https://www.rayven.io/blog/how-build-machine-learning-algorithm) using a simple drag-and-drop WYSIWYG interface. What’s critical is to select multiple machine learning that are fit for the real-world problem that you’re looking to solve, so that you can compare the outcomes from them to see what’s working best.
6. **Train models –** during this stage, you use a clean, accurate sample of your data set to train the models as to what standard operating procedures looks like in the 1s and 0s to provide it with the opportunity to learn its patterns. From there, you select the features and identify hyperparameters (variables) within the algorithms that you want to alter and test in order to explore how you can improve the metric that’s directly related to the business objective and whether they achieve optimal performance.
7. **Evaluate and select model –** once you’ve trained the model, you need to run it and evaluate each model’s quality by comparing its predictions against the actual results it delivers, determining the overall best performer based on the outcome it was created to deliver (predictive ability, speed, ease of use etc.).
8. **Model deployment –** after selecting your winning algorithm you then need to deploy it to your real-world, live data. Superior integrated data, AI + IoT platforms will enable you to this simply (Rayven makes it as easy as dropping it into your Workflow Builder), and then visualize the results it’s generating in dashboards, which those on the ground, in the boardroom or anywhere else can interpret and clean insights from. You can even take this a step further in advanced systems such as Rayven’s, for example in the case of a machine learning algorithm that’s designed to predict equipment failure, and create custom workflows that will shut machinery down when an algorithm predicts a catastrophic failure, to save on repair costs or, more importantly, to prevent injury to nearby personnel.
9. **Monitor and reassess –** once in place and deployed, you will need to continually review the performance of your machine learning algorithm and data model to reassess performance because, as data and circumstances change, changes to both may need to be made to further improve or sustain positive results.

Our [hybrid iPaaS, Data, ETL, IoT, ETL, BI, App Development + PaaS platform](https://www.rayven.io/rayven-platform) makes all of the above very simple. Because the platform is all-in-one, you can perform all of the above tasks using its easy-to-use interface, meaning advanced machine learning and data science task can be completed fast and affordably.

In addition, the solutions built upon the platform and designed for specific purposes (see [I4 Mining](https://i4mining.rayven.io/) or [Factory One](https://factoryone.rayven.io/)) feature a number of machine learning algorithms that you can use to achieve specific business results out-of-the-box, (including ones for regression, clustering, decision tree, k-means and regression), as well as the ability to build your own using the AI Dynamix drag-and-drop functionality or to deploy a pre-built Python-based algorithm.

To discuss your machine learning, IIoT and Industry 4.0 needs – or to just talk to use about exploring potential use cases for your industrial business – do [get in contact](https://www.rayven.io/contact), we’d love to help.

#### Tags

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#### Author

Dr Bernard Kornfeld

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### Explore further related content:

<https://www.rayven.io/blog/what-is-machine-learning-and-whats-needed-to-make-it-work>

Blogs

## [What is machine learning and what's needed to make it work?](https://www.rayven.io/blog/what-is-machine-learning-and-whats-needed-to-make-it-work)

 Machine learning (ML) is a subset of artificial intelligence (AI) that allows computers to learn and make predictions without being explicitly programmed.[Read More](https://www.rayven.io/blog/what-is-machine-learning-and-whats-needed-to-make-it-work)

<https://www.rayven.io/blog/where-can-i-buy-ready-made-machine-learning-algorithms-for-an-industrial-iot-solution>

Blogs

## [Where to buy ready-made machine learning algorithms for IoT solutions](https://www.rayven.io/blog/where-can-i-buy-ready-made-machine-learning-algorithms-for-an-industrial-iot-solution)

 There are several places where you can buy ready-made machine learning algorithms for an industrial application. Some of the most popular options include:[Read More](https://www.rayven.io/blog/where-can-i-buy-ready-made-machine-learning-algorithms-for-an-industrial-iot-solution)

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

Blogs

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

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

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One of our data science, AI + IIoT specialists will contact you for a live one-on-one demonstration or to answer any questions.

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