---
title: Ready-Made ML Algorithms for IoT | Where to Buy Them | Rayven
description: Explore the top options for purchasing ready-made machine learning algorithms for your industrial IoT solution.
image: https://www.rayven.io/hubfs/Abstract-Light-3.jpg
---

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

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

 Solutions

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

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

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

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

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

[ Talk to expert ](https://www.rayven.io/free-assessment)

[ Instant Solution Plan → ](https://www.rayven.io/tools/readiness-assessment)

[![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)

[![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)

[![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)

[![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)

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

Field Applications

](https://www.rayven.io/solutions/data-collection-software)

[![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=AVxigLJGRC4Yt7NirGQrUNpydYdEu0B6HuOzPTzURaz9hS5ZFWMMxwUfiemDFg18YiKRjAGEianfQIy8ZMFnI5oSh2YA1xszP2cBaZy4fB77aLrnkawcopv51lBKUOlAlCiqnZjopw%3D%3D&webInteractiveContentId=183790017847&portalId=8302174)

[![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)

[![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)

[![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)

[![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)

[![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)

[![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-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-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-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-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=AVxigLJGRC4Yt7NirGQrUNpydYdEu0B6HuOzPTzURaz9hS5ZFWMMxwUfiemDFg18YiKRjAGEianfQIy8ZMFnI5oSh2YA1xszP2cBaZy4fB77aLrnkawcopv51lBKUOlAlCiqnZjopw%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=AVxigLIcUu5BPXzTGQVaqzgjhMAk8jqoInK7GeFv%2BDaK6ayYl6qkd3v0rEZJJXxaVs%2FtM2xEgqevWMHhsROQvx2Yok8VcXQy81U8L1mHAuoalVq9mMj5v%2F50EIfGK3fUP1YhGTbGEt0QSNrV9F4uBq8U5T4c6Z0zyNnNC5o0lxVCA0kx6AFjoQx3ZJUi3Bnxo1ppy3Y9UoYLkDZDjCJaI89juQ%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=AVxigLKp30bgZETMATWyPUawfMrQ2nQy8yGqT2WzBCR2jB1sjSfylZhj8wdFgNuGV3z%2F6QkbVWb2wKww64CWUUdbK7rzwx55TEdu0OCgSxkkeLxh%2BpQ39G%2BR6FDQmepoZ3vgef655eExSHzPua7Uk6zRJN%2FADAW3MrRfArWJM%2BWdcRdu9CcLze0QwyJCz8KVBqzPvfQItjcskfGLOw%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=AVxigLKORjhEsSGG%2FLsnwDiH72gYjD0uEVxV%2BCyi9n6IYRLOcsPk4L8PscqOa3k7eyDr1mBsPRyGgNIFc93DsgRQ5S%2FGZEJrWzBRcGisRQwt8geIaxiahQZR5%2FaYl2%2Ffz2IrnkqYzGIJhIpXJfc3%2BwheY5LbtEDkE4d5BXNXFjmLIrJr7s5m8my2yAPZCT2LZfNcnQl5xfCKHio95A%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=AVxigLIGaOhZ08Bk7CXkqP%2BbAg7vpss19WQWxua%2FYYK3izVBfhTGecbugnAmBmUeI9dL%2Fdlr3bG7xe4zmoIo3RsYrUUi%2F6V3KuohkquOviUgmP5RAM0TUAiDm3RWqJn8VQrtWkyxJG6kdsI%2FhGEkB4y2WsYqN%2Bvojw6OD8Sl3vaLRbPKnVJcpbzd7Nc0qWP8eZ9MPYuAxGYP6rZhkgk7RB9jctQ%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=AVxigLIkvidw3ghTVWQEcVf2aPteFNdrJUFCrfbNLYgdzLlaYf6q4WYxgUNJGSDU4lzHMT8xYbqurzYbgoItOWIDE63IlTPQltYG%2BelaiTBHzf%2FyR%2BrTdnFa4MOvE0bSG81DGJd2uCQlA1X8b8Y6%2FT85LDI9TdGXJCsS6J0uoV4hbSRWPHYqhw8gEZxuZVWIpJKg7Vqyq9ktoL54cB6Y%2BTI%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=AVxigLKFDrjOkpwPcQSqbb0RsvQsaDKmkKDyPpwy9nZda3ygtsKsEQc1nEtyNBg8K9J5M1G6a8A1WlXsAYqVK%2BOYINhSOLBBQR7LSkl5wScT5h4fsnJaWAqGTr6Rxg7Afzo7hBSzCROy8kETXnOh7aV5%2FbVOvzYlm0z8kCtPHwwJuPIMfCb9KwAvWVfEELNeBj%2FiyB9Qh6P%2FQb5dU2I9sHh85UmQ2Q%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=AVxigLLQRTvBzOnFQZG5tpsI6GBVGsB447DHSFXCty6JDJ%2BztEKQj%2BjeDFmXyMU2xJrYIImaKw8p2uJYvUgWi3MtGzsFrZNf87faHYpYrlWNHgJBMM8ntWQJi36nO0XT1YYgBhHkVUaMb2mun0uTFZXSbg6v2%2Bgrk%2BnBh%2BjF3lXDXed5DPEen4qFIQcQQbKG03FSw0L3y3PAg1z8YXyewcbWGDrR554%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=AVxigLL0ZI43TMATSUNcjf6pdsBUEj7qLF8I5HPgZw4j8WNglkkeV72NTp170C8HJ6HDWuOgMz2%2FZcNoXwUct9VI87DPx6yAnWR5LcfQbOwtSYMvVOi%2BwREv9MXjr%2FxGy1wuSv8TPY%2Bh2i4JcovKWitmRESDF4BzzYp7W2SBLnhD0%2Fhjgyoch%2BpORTBxh9AeEpoWtVc14JXk9FWQXfK%2FnPYQtls%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=AVxigLIzNPyGgEo03s3eEMWEvOyNiuXtyqhHHYoPS1Sj3UsWxs%2BQy93oFUXKSERMEYkDXzkHO1xuYa3N4fI9Q%2BCzy3%2BNIdbohmYLLm%2BoiY5PKok0UhToTPJ5cwZKdw89my6C8uhYBBTcCxjF0rBklHogCIOfyoxU15LU5EoiQ9CU3EU61uyPJ8WBmegVRX0Rq7q5vL55CxEjNIM%2FXFK%2B6UsEHA%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=AVxigLIBaEp5%2FNLESi7j2l7QCqDheBcQZv4yuy2wWtAFbJ3aehNG4V6JDhTAdjRzswtzt%2FOBjsX86Nxc5Qm4VTD9MUMrKUWgYUFQXeNBwGVwpIUpHartSTyokgaC%2F9hFi%2FbwJC5iAHHcQW11SD7yLnlcGvn13StfYdqC4GFjIp%2F%2F2a9IcVEA86TAqc9YLTR3%2F8QupUWx23N3upDWSMEQSJQFxhB%2BTX5900gwMfBXxt3omPRggg%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=AVxigLJfkO06VulnpliUOLFWz%2FV24c7jvszbZe6jync%2B%2Bdg3DSkKHJr%2F4aupXsskzzpa2FOUfJtXkS26DzreP06%2BeweaNwHmQiGrvN2rZOpwEiCC51kakvzrQyZuZEvYAfwdc1w7SiVpu3fE5Aa8jHzOeG2CDNjMF3lh7ZQvKLt21kim%2BJX6HkhwQzABfu%2B51UpNPm0miu17z72NLn9iXivW7Avk&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=AVxigLIDWbZvFniWGU6a17vWwAeLrhfye66PtHTD408u67XJkS68pM%2B4JusGmKcdlqtTcDKpahJEjRlC21ru16P1fuuONU32E5cAdI2gxYliaMxhPjXfJy10xUPnsMCuSFVq2OBv%2F4JxaD%2FD5BPf1JN0qj7jPtduMctNY50rz1V2qG0MCwQ6NbVtRIq4Opvv2ft92Jsl6hez6%2FAMnozKNBFFckE5uA%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=AVxigLLthGh%2FTwKaqFMlpdPq2VwoySjE52UqeG7TBVjJYQTmRoSg6bhyeeYC%2FuTvgfLg%2Fh5qjPivW8T4DCZ5QLoeLjmLUfJCLDFuCn7Xk0UdH%2BDzFPsEA1YAdrkFG5V4cljvsSvcQKK9WSo7HSFd0eWUn5pQX3XpdvhVnlGqTgdG%2FTcXI4cFrIDKznc2gXOn9Uv7nc6E4w6dD0UFu7JwfE1u43Lx5qgRJK4%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=AVxigLIINMIOdZgft5wExZ6B3fnsoFnJCREvjJ0d9QSRw%2B0RnVBowP1M6jd1cSOGqN%2B6Fzm6x9JOB9QaAK%2BHR4KYM1C9RI7r1ADng5NrSYlIuV0N2%2FjahGA49OPURIwPXUK2eJFIq1ypVXiQc6jEj6Oz0ev6AbKtslaBs5Q3fqP9Acu04zxj78LOnKv19NjYJDfUBqP2Zgc%2FENUxIlMaXgwWxzc%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=AVxigLIH%2BE4t92RCS2neC0oOnoPdsdhlwvSHyeNeavDsK89ZbgWUQDuVvyMhchRO2ER7wgReUUxnoO3b1sMAHQyiu1uQLXE5jK6aZfGdknr%2FZOE56Qt75rY6CwyAcCNAwU3sfDz5ScpfLisCEz4l%2FLb07NPBlgOWuGIQi1PYWz0ImyPUa77vqHepdav%2FaPI0cn40ljkEkXuOHIWTjr8%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=AVxigLKnJmR4oChwBUxXRKvJIT83jvIK30TJFkjlTOVPYnP7VAFrCZAFoViQGgF4PE%2FLOcQfaSMNGI0HIG25eaO0MVo%2BQp3wGGHhSpM9HjIoQv1r%2BU8daoE35xR8%2F1h2P6y0hQ4hmSv%2BJ%2FzVs81o%2BvnCw4nAGfjzPT%2Bhp%2F3L1wftz1X0MHh8U0ruV9nFkq9gWW9NyUSJbw%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=AVxigLIZhP8fuupi1W51pquHuuMAuj2P0UhX8FVKioNUwbIfLab9fvlPFWOejiRHOH3ZuaomkH%2FW73iJLBxbUwIRFQekHV5TkwEDl8bbgCduQUevsl%2B%2F%2FVVqr3907qP%2F78nhe3ui%2FXbQSj3gxtDCHEcRHBtDbFXr0Y%2FZJ8beFX2viK8s7TGQzxpl9vr3aao5UFphrZL%2B&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=AVxigLK%2BffNyLVfHa1559rmcFOfq%2BZA3%2Fab8Vj7h%2BLihTm3DHxq5eVJtgpqq%2FZSoXaelM1cKO%2BohNNNQaNTaDG3z%2FVL%2FyS%2F%2BlUteBCH%2BvvpNTrWogaG1V5JSKLMA9m9q2h3brUCqT6gJi38iPQd%2BVAybc0%2FkKuD5OAdL0SGDgd3EQQvNEa0dPVGjqeJrh4In4KlTZIbtaePQ%2BrKTIA%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=AVxigLI1hUycChpHphVzI1bTWqk7ZGROSaDKQaNZKU77RnF3h5hYpFT2d3mG2KPSQNnhXBmAtZ61s5%2FqqY%2BblQJf9%2BMGkb7%2FxXwAZxHZdYGX0nX0SUn%2FnJL2Qxk35WVcNOFks4VbMl%2F7yLDDFKT6Fh69Z%2BQq3RkCMbKOQShaiRz9uYsqRLqG1U7LONeyJgRDOCWPWshEXlTphiNVwWfxF5DvarOIqt6hkHQ%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=AVxigLLQJF%2BKqhgoYyaPnBYNJkK8kNowDGI2fETQZQoh%2BKZY3ghXXhTGv%2BfIlPuKci2Vrd5Re19cBGkpscKfFLZMxy7C2z%2FQh70AS9HiwCZ6PYzrRU2mCpE%2BU8uoP1%2FA8gH8JrRN3xRSEHsclJogzs0YmS%2Bvd4O9S3y8RKsIPeZRDYUJaYi57NqrJuOtNOxzIXlSwz%2BF4It8NVTD63qSjBs9vuwvAoE0Hsl0nRQ%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=AVxigLJArsq5%2F%2FO90LeENMtHAptzyic7QVgKrleMJMhtFg0opyUsNxR7XaYjpxRshFsl2%2BpvooG9AXlT18VRLkuCg5HByc4CWQLjMhrrdEVzwKmBnfBPi%2Fh8%2Bbc3ssC6CHGLX38%2B%2BYY23Xd%2F2XshuOepZajD2ktkyOkIxHdYYLMPuXHHtmPmQBa5QCHiTM4D2N%2F2MWWSrcJH4Ck3YLElrjfi%2F6wIYfZfmHQ%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=AVxigLK%2BffNyLVfHa1559rmcFOfq%2BZA3%2Fab8Vj7h%2BLihTm3DHxq5eVJtgpqq%2FZSoXaelM1cKO%2BohNNNQaNTaDG3z%2FVL%2FyS%2F%2BlUteBCH%2BvvpNTrWogaG1V5JSKLMA9m9q2h3brUCqT6gJi38iPQd%2BVAybc0%2FkKuD5OAdL0SGDgd3EQQvNEa0dPVGjqeJrh4In4KlTZIbtaePQ%2BrKTIA%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=AVxigLIle%2FTRUcT%2FEr5RXkJsJHfozyZPEE5K2jfjiL8Iv1TV9UN1gmV3c39cXEHR1tWcpJgI%2Flcvpjq1cjxDgnyOGBvN2K6et76m%2B0il66L%2BTnK8Oqmjwx4say8TQpkJRTtJx6h%2B%2Fr5K827s18WZlpGWhPA7s6qKySNwzBIKvTomTI87O%2BW8AN6bSsKHyxzW0HIKjqf%2FD994a3AKw1SL6KQ%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=AVxigLKfj3h6GwAri8BRyodQeEdz8bADc6EBWMVzWhknolXmKmcMirD4IBWi3DtcMyM3IEyMGmmKe3bWAi7qY03S9tbbMXIMM37Y3y3Lz8vUjqke803Et7taJhZX%2F9%2BAAOCk94m24t5KrSBT%2FjlhgU0XRCQv5%2BYbVdWSTcNXg96%2FWoZbGA%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=AVxigLJPfGgXoPRAy%2ByKkTDUc%2FpX3ClT4JB%2B457sJiyWOsrCfrH%2FE6SsdVLbljx900GOZbFe8IsIkuQtl6C8AJtM5GeZ%2Fl%2B7afCs5BzBv%2BdX9EbyQ1pbeltUn4LouODexgxiLpomYmPmnnENynpl9QDk5SttoJt3%2FFIAlguOfuejaHFrQwTvulL6qMJmMaEAfg%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=AVxigLLAY3jpOC21od8Umsih6H%2FjHxAtlcJKyqEJbxm3%2FauCCLWJIura6d3Fl6bwdKTDFLIoRpIOrC3fhcjL0EbrkFz7wAsDW9DZHIvL%2BLC8TC%2BDgsA1ovgg%2BXRM%2BTAzIbTQyAM9EP4%2FJ8gh5A8Ccd2du%2FSt%2F4kSugYQyV2qU34C&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=AVxigLLbJ%2Fj0ok5k7dYypcICcPJDgFDXjj1l2N8lLVKnf%2FocywPjjNLQwtN5b77af4ui%2B6UXMSyZId6z18twRWOLUQbEJvFzhOl%2F7zFz0zCsH6ZDStH24ahLig7GXfFlt9Aavz%2Fx8iMOkX09e503KXaCVuLDKqbeoCKP1PWpzmmy3P16Em5B5sxOy7qbUA%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=AVxigLIam75%2Bmvj8RF0kQo07Lx9ffWMmyZDoU9wmPDlJjaRzbtzIXlt7knAU7Q86Rt0VhsAM35sKfenYtLrrAVNEKuF32fdesF68RgZZatbatJ5RxcQg1PGHm%2B%2FR00b0TWDU%2B1hXId2YSiLCIeVdpkBftwkmC8x%2FZUA4xBgjp7TMH2I23KEosMOaliD%2FXxGyjMNSqiKAgxrVfQ%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=AVxigLJ3fVrFDtxhm32hWJwS%2BJ1aj2%2Fi9EuS%2B8yxp0KnLgvGXtiVd%2BeRpwA%2BF%2B0%2BVgygArYkSnPFmw7x9QlFeF%2Bg%2BgTEFZAgTQ6N4SoTRFR1VDFOsKwOx1TOgS3yAbTHfBMmCgHyFJF1tJLWA6z9hE8%2FQHgowtRF%2F8zrNbboL0gQnw4O9mFAgLrs9qtB5Q%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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&webInteractiveContentId=185823046841&portalId=8302174)

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Overview

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

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

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

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

We Partner With

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

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

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

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

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

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

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

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

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

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Library

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

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

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

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

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

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

Our Company

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

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

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

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

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[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLLsi%2FnmSJ4Ak5dO4M9Yq%2FnDhTFxc%2BTRyA5lzV1K8CWfL%2FxDf9u9A%2BU2bCV%2F3P1rxEVTKzYraz%2FdJrAW07joRJS%2FpL2EzbVzaUy0vwVYr%2FoOAGEmnzzvXgkQZs8kOkh8pHymu98crSQ2kE9ZUJQnVG0vqsvVUdbOCG4UXJsavl6NbpByIfHY3BQDTCGjDYjSzg%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=AVxigLJGRC4Yt7NirGQrUNpydYdEu0B6HuOzPTzURaz9hS5ZFWMMxwUfiemDFg18YiKRjAGEianfQIy8ZMFnI5oSh2YA1xszP2cBaZy4fB77aLrnkawcopv51lBKUOlAlCiqnZjopw%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=AVxigLJGRC4Yt7NirGQrUNpydYdEu0B6HuOzPTzURaz9hS5ZFWMMxwUfiemDFg18YiKRjAGEianfQIy8ZMFnI5oSh2YA1xszP2cBaZy4fB77aLrnkawcopv51lBKUOlAlCiqnZjopw%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=AVxigLIcUu5BPXzTGQVaqzgjhMAk8jqoInK7GeFv%2BDaK6ayYl6qkd3v0rEZJJXxaVs%2FtM2xEgqevWMHhsROQvx2Yok8VcXQy81U8L1mHAuoalVq9mMj5v%2F50EIfGK3fUP1YhGTbGEt0QSNrV9F4uBq8U5T4c6Z0zyNnNC5o0lxVCA0kx6AFjoQx3ZJUi3Bnxo1ppy3Y9UoYLkDZDjCJaI89juQ%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=AVxigLKp30bgZETMATWyPUawfMrQ2nQy8yGqT2WzBCR2jB1sjSfylZhj8wdFgNuGV3z%2F6QkbVWb2wKww64CWUUdbK7rzwx55TEdu0OCgSxkkeLxh%2BpQ39G%2BR6FDQmepoZ3vgef655eExSHzPua7Uk6zRJN%2FADAW3MrRfArWJM%2BWdcRdu9CcLze0QwyJCz8KVBqzPvfQItjcskfGLOw%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=AVxigLKORjhEsSGG%2FLsnwDiH72gYjD0uEVxV%2BCyi9n6IYRLOcsPk4L8PscqOa3k7eyDr1mBsPRyGgNIFc93DsgRQ5S%2FGZEJrWzBRcGisRQwt8geIaxiahQZR5%2FaYl2%2Ffz2IrnkqYzGIJhIpXJfc3%2BwheY5LbtEDkE4d5BXNXFjmLIrJr7s5m8my2yAPZCT2LZfNcnQl5xfCKHio95A%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=AVxigLIGaOhZ08Bk7CXkqP%2BbAg7vpss19WQWxua%2FYYK3izVBfhTGecbugnAmBmUeI9dL%2Fdlr3bG7xe4zmoIo3RsYrUUi%2F6V3KuohkquOviUgmP5RAM0TUAiDm3RWqJn8VQrtWkyxJG6kdsI%2FhGEkB4y2WsYqN%2Bvojw6OD8Sl3vaLRbPKnVJcpbzd7Nc0qWP8eZ9MPYuAxGYP6rZhkgk7RB9jctQ%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=AVxigLIkvidw3ghTVWQEcVf2aPteFNdrJUFCrfbNLYgdzLlaYf6q4WYxgUNJGSDU4lzHMT8xYbqurzYbgoItOWIDE63IlTPQltYG%2BelaiTBHzf%2FyR%2BrTdnFa4MOvE0bSG81DGJd2uCQlA1X8b8Y6%2FT85LDI9TdGXJCsS6J0uoV4hbSRWPHYqhw8gEZxuZVWIpJKg7Vqyq9ktoL54cB6Y%2BTI%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=AVxigLKFDrjOkpwPcQSqbb0RsvQsaDKmkKDyPpwy9nZda3ygtsKsEQc1nEtyNBg8K9J5M1G6a8A1WlXsAYqVK%2BOYINhSOLBBQR7LSkl5wScT5h4fsnJaWAqGTr6Rxg7Afzo7hBSzCROy8kETXnOh7aV5%2FbVOvzYlm0z8kCtPHwwJuPIMfCb9KwAvWVfEELNeBj%2FiyB9Qh6P%2FQb5dU2I9sHh85UmQ2Q%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=AVxigLLQRTvBzOnFQZG5tpsI6GBVGsB447DHSFXCty6JDJ%2BztEKQj%2BjeDFmXyMU2xJrYIImaKw8p2uJYvUgWi3MtGzsFrZNf87faHYpYrlWNHgJBMM8ntWQJi36nO0XT1YYgBhHkVUaMb2mun0uTFZXSbg6v2%2Bgrk%2BnBh%2BjF3lXDXed5DPEen4qFIQcQQbKG03FSw0L3y3PAg1z8YXyewcbWGDrR554%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=AVxigLL0ZI43TMATSUNcjf6pdsBUEj7qLF8I5HPgZw4j8WNglkkeV72NTp170C8HJ6HDWuOgMz2%2FZcNoXwUct9VI87DPx6yAnWR5LcfQbOwtSYMvVOi%2BwREv9MXjr%2FxGy1wuSv8TPY%2Bh2i4JcovKWitmRESDF4BzzYp7W2SBLnhD0%2Fhjgyoch%2BpORTBxh9AeEpoWtVc14JXk9FWQXfK%2FnPYQtls%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=AVxigLIzNPyGgEo03s3eEMWEvOyNiuXtyqhHHYoPS1Sj3UsWxs%2BQy93oFUXKSERMEYkDXzkHO1xuYa3N4fI9Q%2BCzy3%2BNIdbohmYLLm%2BoiY5PKok0UhToTPJ5cwZKdw89my6C8uhYBBTcCxjF0rBklHogCIOfyoxU15LU5EoiQ9CU3EU61uyPJ8WBmegVRX0Rq7q5vL55CxEjNIM%2FXFK%2B6UsEHA%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=AVxigLIBaEp5%2FNLESi7j2l7QCqDheBcQZv4yuy2wWtAFbJ3aehNG4V6JDhTAdjRzswtzt%2FOBjsX86Nxc5Qm4VTD9MUMrKUWgYUFQXeNBwGVwpIUpHartSTyokgaC%2F9hFi%2FbwJC5iAHHcQW11SD7yLnlcGvn13StfYdqC4GFjIp%2F%2F2a9IcVEA86TAqc9YLTR3%2F8QupUWx23N3upDWSMEQSJQFxhB%2BTX5900gwMfBXxt3omPRggg%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=AVxigLJfkO06VulnpliUOLFWz%2FV24c7jvszbZe6jync%2B%2Bdg3DSkKHJr%2F4aupXsskzzpa2FOUfJtXkS26DzreP06%2BeweaNwHmQiGrvN2rZOpwEiCC51kakvzrQyZuZEvYAfwdc1w7SiVpu3fE5Aa8jHzOeG2CDNjMF3lh7ZQvKLt21kim%2BJX6HkhwQzABfu%2B51UpNPm0miu17z72NLn9iXivW7Avk&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=AVxigLIDWbZvFniWGU6a17vWwAeLrhfye66PtHTD408u67XJkS68pM%2B4JusGmKcdlqtTcDKpahJEjRlC21ru16P1fuuONU32E5cAdI2gxYliaMxhPjXfJy10xUPnsMCuSFVq2OBv%2F4JxaD%2FD5BPf1JN0qj7jPtduMctNY50rz1V2qG0MCwQ6NbVtRIq4Opvv2ft92Jsl6hez6%2FAMnozKNBFFckE5uA%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=AVxigLLthGh%2FTwKaqFMlpdPq2VwoySjE52UqeG7TBVjJYQTmRoSg6bhyeeYC%2FuTvgfLg%2Fh5qjPivW8T4DCZ5QLoeLjmLUfJCLDFuCn7Xk0UdH%2BDzFPsEA1YAdrkFG5V4cljvsSvcQKK9WSo7HSFd0eWUn5pQX3XpdvhVnlGqTgdG%2FTcXI4cFrIDKznc2gXOn9Uv7nc6E4w6dD0UFu7JwfE1u43Lx5qgRJK4%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=AVxigLIINMIOdZgft5wExZ6B3fnsoFnJCREvjJ0d9QSRw%2B0RnVBowP1M6jd1cSOGqN%2B6Fzm6x9JOB9QaAK%2BHR4KYM1C9RI7r1ADng5NrSYlIuV0N2%2FjahGA49OPURIwPXUK2eJFIq1ypVXiQc6jEj6Oz0ev6AbKtslaBs5Q3fqP9Acu04zxj78LOnKv19NjYJDfUBqP2Zgc%2FENUxIlMaXgwWxzc%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=AVxigLIH%2BE4t92RCS2neC0oOnoPdsdhlwvSHyeNeavDsK89ZbgWUQDuVvyMhchRO2ER7wgReUUxnoO3b1sMAHQyiu1uQLXE5jK6aZfGdknr%2FZOE56Qt75rY6CwyAcCNAwU3sfDz5ScpfLisCEz4l%2FLb07NPBlgOWuGIQi1PYWz0ImyPUa77vqHepdav%2FaPI0cn40ljkEkXuOHIWTjr8%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=AVxigLKnJmR4oChwBUxXRKvJIT83jvIK30TJFkjlTOVPYnP7VAFrCZAFoViQGgF4PE%2FLOcQfaSMNGI0HIG25eaO0MVo%2BQp3wGGHhSpM9HjIoQv1r%2BU8daoE35xR8%2F1h2P6y0hQ4hmSv%2BJ%2FzVs81o%2BvnCw4nAGfjzPT%2Bhp%2F3L1wftz1X0MHh8U0ruV9nFkq9gWW9NyUSJbw%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=AVxigLIZhP8fuupi1W51pquHuuMAuj2P0UhX8FVKioNUwbIfLab9fvlPFWOejiRHOH3ZuaomkH%2FW73iJLBxbUwIRFQekHV5TkwEDl8bbgCduQUevsl%2B%2F%2FVVqr3907qP%2F78nhe3ui%2FXbQSj3gxtDCHEcRHBtDbFXr0Y%2FZJ8beFX2viK8s7TGQzxpl9vr3aao5UFphrZL%2B&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=AVxigLK%2BffNyLVfHa1559rmcFOfq%2BZA3%2Fab8Vj7h%2BLihTm3DHxq5eVJtgpqq%2FZSoXaelM1cKO%2BohNNNQaNTaDG3z%2FVL%2FyS%2F%2BlUteBCH%2BvvpNTrWogaG1V5JSKLMA9m9q2h3brUCqT6gJi38iPQd%2BVAybc0%2FkKuD5OAdL0SGDgd3EQQvNEa0dPVGjqeJrh4In4KlTZIbtaePQ%2BrKTIA%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=AVxigLI1hUycChpHphVzI1bTWqk7ZGROSaDKQaNZKU77RnF3h5hYpFT2d3mG2KPSQNnhXBmAtZ61s5%2FqqY%2BblQJf9%2BMGkb7%2FxXwAZxHZdYGX0nX0SUn%2FnJL2Qxk35WVcNOFks4VbMl%2F7yLDDFKT6Fh69Z%2BQq3RkCMbKOQShaiRz9uYsqRLqG1U7LONeyJgRDOCWPWshEXlTphiNVwWfxF5DvarOIqt6hkHQ%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=AVxigLLQJF%2BKqhgoYyaPnBYNJkK8kNowDGI2fETQZQoh%2BKZY3ghXXhTGv%2BfIlPuKci2Vrd5Re19cBGkpscKfFLZMxy7C2z%2FQh70AS9HiwCZ6PYzrRU2mCpE%2BU8uoP1%2FA8gH8JrRN3xRSEHsclJogzs0YmS%2Bvd4O9S3y8RKsIPeZRDYUJaYi57NqrJuOtNOxzIXlSwz%2BF4It8NVTD63qSjBs9vuwvAoE0Hsl0nRQ%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=AVxigLJArsq5%2F%2FO90LeENMtHAptzyic7QVgKrleMJMhtFg0opyUsNxR7XaYjpxRshFsl2%2BpvooG9AXlT18VRLkuCg5HByc4CWQLjMhrrdEVzwKmBnfBPi%2Fh8%2Bbc3ssC6CHGLX38%2B%2BYY23Xd%2F2XshuOepZajD2ktkyOkIxHdYYLMPuXHHtmPmQBa5QCHiTM4D2N%2F2MWWSrcJH4Ck3YLElrjfi%2F6wIYfZfmHQ%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=AVxigLK%2BffNyLVfHa1559rmcFOfq%2BZA3%2Fab8Vj7h%2BLihTm3DHxq5eVJtgpqq%2FZSoXaelM1cKO%2BohNNNQaNTaDG3z%2FVL%2FyS%2F%2BlUteBCH%2BvvpNTrWogaG1V5JSKLMA9m9q2h3brUCqT6gJi38iPQd%2BVAybc0%2FkKuD5OAdL0SGDgd3EQQvNEa0dPVGjqeJrh4In4KlTZIbtaePQ%2BrKTIA%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=AVxigLIle%2FTRUcT%2FEr5RXkJsJHfozyZPEE5K2jfjiL8Iv1TV9UN1gmV3c39cXEHR1tWcpJgI%2Flcvpjq1cjxDgnyOGBvN2K6et76m%2B0il66L%2BTnK8Oqmjwx4say8TQpkJRTtJx6h%2B%2Fr5K827s18WZlpGWhPA7s6qKySNwzBIKvTomTI87O%2BW8AN6bSsKHyxzW0HIKjqf%2FD994a3AKw1SL6KQ%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=AVxigLKfj3h6GwAri8BRyodQeEdz8bADc6EBWMVzWhknolXmKmcMirD4IBWi3DtcMyM3IEyMGmmKe3bWAi7qY03S9tbbMXIMM37Y3y3Lz8vUjqke803Et7taJhZX%2F9%2BAAOCk94m24t5KrSBT%2FjlhgU0XRCQv5%2BYbVdWSTcNXg96%2FWoZbGA%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=AVxigLJPfGgXoPRAy%2ByKkTDUc%2FpX3ClT4JB%2B457sJiyWOsrCfrH%2FE6SsdVLbljx900GOZbFe8IsIkuQtl6C8AJtM5GeZ%2Fl%2B7afCs5BzBv%2BdX9EbyQ1pbeltUn4LouODexgxiLpomYmPmnnENynpl9QDk5SttoJt3%2FFIAlguOfuejaHFrQwTvulL6qMJmMaEAfg%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=AVxigLLAY3jpOC21od8Umsih6H%2FjHxAtlcJKyqEJbxm3%2FauCCLWJIura6d3Fl6bwdKTDFLIoRpIOrC3fhcjL0EbrkFz7wAsDW9DZHIvL%2BLC8TC%2BDgsA1ovgg%2BXRM%2BTAzIbTQyAM9EP4%2FJ8gh5A8Ccd2du%2FSt%2F4kSugYQyV2qU34C&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=AVxigLLbJ%2Fj0ok5k7dYypcICcPJDgFDXjj1l2N8lLVKnf%2FocywPjjNLQwtN5b77af4ui%2B6UXMSyZId6z18twRWOLUQbEJvFzhOl%2F7zFz0zCsH6ZDStH24ahLig7GXfFlt9Aavz%2Fx8iMOkX09e503KXaCVuLDKqbeoCKP1PWpzmmy3P16Em5B5sxOy7qbUA%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=AVxigLIam75%2Bmvj8RF0kQo07Lx9ffWMmyZDoU9wmPDlJjaRzbtzIXlt7knAU7Q86Rt0VhsAM35sKfenYtLrrAVNEKuF32fdesF68RgZZatbatJ5RxcQg1PGHm%2B%2FR00b0TWDU%2B1hXId2YSiLCIeVdpkBftwkmC8x%2FZUA4xBgjp7TMH2I23KEosMOaliD%2FXxGyjMNSqiKAgxrVfQ%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=AVxigLJ3fVrFDtxhm32hWJwS%2BJ1aj2%2Fi9EuS%2B8yxp0KnLgvGXtiVd%2BeRpwA%2BF%2B0%2BVgygArYkSnPFmw7x9QlFeF%2Bg%2BgTEFZAgTQ6N4SoTRFR1VDFOsKwOx1TOgS3yAbTHfBMmCgHyFJF1tJLWA6z9hE8%2FQHgowtRF%2F8zrNbboL0gQnw4O9mFAgLrs9qtB5Q%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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKemXqcLALgb75eV6buis4%2Bc1Fw30KlDbgEHVmsZb7zWWXU85RklwFkgKfKRE%2BDkHj1LzDP8MkC2Evo9QhH40jFz5JgaBkU7Z9sxpfxw3l8PRfgK%2FC5EWdDf8G%2BRRLS72fKtjOnDzSW3iQn9ZauVEKrk6%2BJ9a9ATALNZcAmtHdK3Q%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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&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=AVxigLKMA9fxgqjyUY49WHdVPzekKwH4qyfrgjlX4yAImWB3F6RVTkULbWN8VzhuIe8TjoliBKjAlE2%2BTricntKvoRwMu6ii6OvHBaLk%2BtxZLSMTRoowgyn7GzwnVwLE%2FmmidXNV4pPzaNnf5qGgBRp%2F8scrZq2354lk%2Bd4HZd2XXe0t&webInteractiveContentId=185823046841&portalId=8302174)

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

**

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# Where to buy ready-made machine learning algorithms for IoT solutions

 Rayven, 13 February 2023

Ready-Made ML Algorithms for IoT | Where to Buy Them | Rayven

2:07

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

- Cloud and IoT platform providers: Many cloud-based [IoT platforms](https://www.rayven.io/iot-platform), such as Rayven, Amazon Web Services (AWS), and Microsoft Azure, offer pre-built machine learning algorithms that are built into their ready-to-deploy industrial[ IoT solutions](https://www.rayven.io/industrial-iot-solutions). These algorithms are often pre-trained and can be easily integrated into existing systems.
- **AI and Machine Learning companies: **Some companies specialise in providing AI and Machine Learning solutions, they offer pre-built machine learning models that can be used for IoT solutions, such as deep learning models, computer vision models, and time-series models.
- Marketplaces: Some marketplaces like [Kaggle](https://www.kaggle.com/) and [Databolt](https://www.databolt.tech/) also provide pre-trained machine learning models that can be used for industrial IoT solutions.
- Open-source libraries: There are several open-source libraries, such as [TensorFlow](https://www.tensorflow.org/), [PyTorch](https://pytorch.org/), and [scikit-learn](https://scikit-learn.org/), that provide pre-built machine learning algorithms that can be used for industrial IoT solutions. However, it requires a technical background and understanding of the algorithms to use them.

It's important to note that when buying ready-made machine learning algorithms, it's critical to ensure that the algorithms are compatible with your systems, can be easily integrated, and are tailored to your specific use case. Our [low-code iPaaS, Data, ETL, IoT, ETL, Workflow Automation, BI, App Development + PaaS platform](https://www.rayven.io/rayven-platform), for example, enables you to build your own machine learning algorithms using drag-and-drop or to import your own/purchased Python-based algorithms from elsewhere.

Because this area can be complicated, it’s with considering the level of support and ongoing maintenance that’s required to improve your machine learning algorithms performance - only the most advanced and long-running ones can be considered fire and forget, and will take time to get there.

[Speak to us today to find out how we can help you](https://www.rayven.io/contact).

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#### Author

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Rayven Rayven is a world-leading integrated data, AI + IoT technology company, providing industrial businesses with the IoT platform and prebuilt Industry 4.0 solutions that they need to increase productivity, efficiency, and improve decision-making.

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<https://www.rayven.io/blog/how-do-you-build-a-machine-learning-algorithm>

Blogs

## [How do you build a machine learning algorithm? A guide](https://www.rayven.io/blog/how-do-you-build-a-machine-learning-algorithm)

 A machine learning algorithm is a set of instructions for a computer to follow that allows it to learn from data and make predictions or decisions without being...[Read More](https://www.rayven.io/blog/how-do-you-build-a-machine-learning-algorithm)

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