---
title: Building a Machine Learning Algorithm | How-To Guide | Rayven
description: Learn how to build a machine learning algorithm from defining the problem to deploying the model, using advanced iPaaS platforms like Rayven.
image: https://www.rayven.io/hubfs/Construction.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=AVxigLJUDKrc2IHOOUEAJ1HiUdk1g%2BBRH6xEIYeOjDvMqFlnC3GZEFxzzdaGJFz1qFho%2Fg%2FPCagGwrc7keW57ACaDU2VicRxAxYvG88WI0w7RA8rMfv4eI75KRor%2BPrvokNHUZ3ZLw%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=AVxigLJUDKrc2IHOOUEAJ1HiUdk1g%2BBRH6xEIYeOjDvMqFlnC3GZEFxzzdaGJFz1qFho%2Fg%2FPCagGwrc7keW57ACaDU2VicRxAxYvG88WI0w7RA8rMfv4eI75KRor%2BPrvokNHUZ3ZLw%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=AVxigLIFa3l1r6OjXK3uz5zAp5SzOsb7FNU7LSC6yj5aNaib1egB%2BPuItzBzYId8%2BY9p71sCcgxCLLBAzDFrlUGmOSJuEQcCFDVeO9tI5o1fB4draeOG7FQ%2FeqSKb5EETGy4Mdt%2BuZTPTyMdd66ZZOtXHktpWlryA4g1mEwSC4hV4LKXHfDfCRkpnOyUInSKvmBNBzCtUHrlUeEUiYcf%2F2CogQ%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=AVxigLI0eRb9ZW%2Fm9Gcprz4NqDdl3fhyTpScHQGagtT%2FJ%2FH2xEnIbAAyzIX6Rm%2FqFqPK%2Ftb6ovFhIOhvkynPn%2FPFFBsmeVE1q4QuMNwLaZspaFmrShyYTKQbZSD3wSrCHuvdxaMxYEzLyDEW%2Bm8pZKwv%2BCKUx0e661B9dkaFb%2FvZLW2qNMEvFor4uA5Uhid0ElueOAukBsldWGO2kg%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=AVxigLJ2gYSqKjZb3Eh3q6WQt8%2BKINIXlpq%2F227EOi7UAtdd%2ByPDA%2BciAt6mVN6AlISdxidrxoTKUGgbmsfjn7%2BxxMR419u4bp%2FR7mw6NiUJeu4YtiRXOi4zJZpP7%2FSSUgm3ec4KaE9thNArWglqbM11MZjTFH5rUGWEKoHiMYPBB%2B%2Bfm9a0PU5rqUPj6maLaE%2Fi3zQ79zjEAM8erQ%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=AVxigLL%2FmxX9VZR0WJ0jNjUHd1Faq6L4B%2FjhFRLfocglV4NKPHjHxlWW6OE%2FBp3XBc2txa1%2FS71NVHw4tWAc4Ku9HhHzCbsElS3SdrksoxWJa8naVtf%2B%2Bsrmht%2BxcilPipjNFr1L0k8MzLLzTsn4%2BqBJZfIUCSNCbk1qHoFx9vAKKhFGKe3Rx9eAg30DdOlbujQ7daxsDrSA3l7Og3JgRfnhqC4%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=AVxigLLmbFaVY%2Bpz3%2F9CCPPC5TbG226vRaX7W94OCYzI8SBoz1Um2QwuqVhrdN0xO2IRQsZNyBZkbrDGDGoc%2BmrTmKeBtmJySzPUFwbrfzoctUOE9z8xhxSKzwcjBVpgq128yh6gWkcuNzBKtCn59mPxTunRKBbjFt2BXpmm9268urvtzw%2F7jiKLSO0CnHCD1il6aYU2HWoOBD9ufpgKByo%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=AVxigLLSo0ki8I3GloIcV8WQ77m5iJEfi30RKjJGb1O7EN3ltgEE3rziyZHXRMOtDCk78%2BQSJr25zDI%2FVcqpmv1FJsIkdpg3zoRRhBLws8rbTXPAgCB3%2BRAL4lU6Rl1Dix9KlP8%2Bl7NWF3aJdQeIfGHcj5seJMfBs2dhdumzzDTawYU4rAEeLJSUzu041JjIFd4IRowbtbvJ3ZSHhQuC27QvlgoP3A%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=AVxigLLI9N9Iu%2FJnqNd66W5jiwYdh70FeIKnQ4knYOgI0wTCrbm07FP3d6c36dSV4WkUDiVkVRGgbqtfE5nX4WmelH6LqVTIomJM0DecqrfyLnYBK8oh%2Fy2M%2Bhez7dDcveFXDvgheuhW9KY4%2BcTY54XPHphh%2F%2Fm%2BNBKXafsfjzvqZUpm11frAEAoSqYPfNR4q18Y6eByybOdwkz5wFP0evbEQ3wncLY%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=AVxigLLv2dILl2HUjFNrg48qmRcY9bIfQsLvcS9krSEG26bLY273rRg64BdqH3nMk4ved3INeVj32GuimgdGpkn4bHmBcWLcPRN8HGkB37a6oqKd%2Fi4fii%2F3k327mRYAZoyIWmTR7QAnIDlw9ttuuQkxl6j0g4Il5GxVdbr8yA6ulTzIys3PEmArtWQ%2Bgfc7lcdNWNIQiP%2FTVd%2F1IaomDbpc2MQ%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=AVxigLIiROzDsWwqSWRvb9fYFB8MGYDBcljFH9AzOqBBwIal7LASQrgXnjNe0qW5phwuwGS05AWexwHNLoRrBVnQHtFeNDB6TqCOLcWBrQknIL1sGMVUJLRGeb0LBsyVpA1SvOaxPctX5oDFIyKLNqhF5z9uBbajEW1B%2BusX4PeZBjV6NX2%2FYceWkW69sB5%2FPnxvRjV2CIkY%2BLvDeT8wfTJjuw%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=AVxigLJZGFjYEEenSNWI5F6Y%2B5TI9Moi7%2B2jAMENn8b8HpS53BWRqMI3lOA7LsiqrobFP2zAQ%2Fn9FyHzNXqnBD%2BaHyNLrQ5D7KyC3%2FK3pE5eWamMMsVYloUImg9YPKe0G2w97vS8ZpqoB1%2BeyhhaaG4QR0tiBpNliwCc6gYjyjv4e71pOmoc2jTLsHjCFAIS1wIrEzH8i9ampi%2BT3wFOsMfHy6x6pfX6Ut7Y1c0MsjAB3JGXTw%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=AVxigLKxZXDM2LoeAexao1y0JgUwRTxKujpCfQreKshWlL36%2Beyj2cj2yp%2Bl2cGAj8Iy6t%2B4lyIjGKrcPNlwRX%2BbH4LA06Bkpz0ZuZGK3dLQjzijZBragJ0UUraHTCpsa6f2kDVHAk62MQmdTpagm1z0s88a9ffqH4ouDWXouIKXEc4snUlI6rmlvkh0CgpGUpgUe1Fkib04Mgf2ngRD2DoPykdJ&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=AVxigLKncWFCXOkmT11fgROaPuHA5cXdvuWO2hNPjqhBKVa5ZwjUn4a2rUoR5x2CGMSK1Ie%2FbS%2FtHMwFyXUnN%2BFLur9vhYdWQ5JNLpiUEfeY%2Bww3EoYmllU%2BfINghfNeGB4Bk404GZSAFbijSgIdcO%2BqkuV7ksQk6PAw6%2FcefqHl3HN%2F3qgA2%2B%2FxJjbwpr2%2BLL6P%2BAE0PSMDriL%2BroJhGiyCJ5E48g%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=AVxigLL5XusEp4YVSkJdbaP3IXpNO7gcF8Ue2J8eMXteStqBipsqocRIQWP3b%2F%2BuRg0ExkNQjQHQ9SsJ47U4w8G7kQcPbcW70xkGuXV7TqJemcfiT1YOUa3jjuU0KX5FFvKHvKxo4RSdINJBf1ftnrmUSLDG4lfI2KaKjOGWkQ3zsMHahTzMkEr8A97olfVMEm47ACrdvOYB6gkZFEJ5VbWwGlYpGg5DYno%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=AVxigLLRsu2HWspT6F8q%2BHgDAG%2BWxSOzCxXi%2FLd7J8QtftPzB5UcGh4SKV8UH9RxX84WkRAlejtQ9LkZ%2Fg%2BiBleiKVZYXNTT%2BUMcbvrCyEl8fiapLF3mV55yG47Z1y%2BWG1I4KAGEjJLLitFZW7aLVcxNswkxXU5On0bIExC%2F%2FGsNcLYsCsX%2Frdf1QqxafOFVy7NfeGzepz1DZpaaTsESbIMDJ2Y%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=AVxigLJnzkNr2NqIb03GUGdqjIqQBNmJ%2BYkXmK2yxk8XStTqK5kgYwKCtlndCVmemXMOHyG8OSREcS7OKmMQtx10VWezWo9wNzRcCX%2BxbPTCJhSAVhPtSE%2FYrj4VqlAMcr9EvwhUfQBbMa7TRRkcRHa3RoPtXHjkUTSVcABH0IKYE7OSgxLI7dJvriF9lC%2Bd8byLHO2aceP4QqU4pes%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=AVxigLJCC0rolzSv2gWnmq24LmI91KjmPeVQV5dJV%2BwUPl9xmiSfhmtNYsesqokshHKU0dCVgJLrHITyKIFWjKxQAiqUjc9EIwi3TZDWC5RwDqf6r1D0l%2FxOWwzjMyDtW3a922%2BqOAc%2FwPj17mx3VmXaptQhhXsYaaPD%2B6lQmOGs6tf8j11o4auTENl8ySTF7lbMh0%2Bilw%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=AVxigLLbEu2VCkKHAsZywqO%2FRjbOR6XVTOerZ3ucXh2Itm4qnfsKPi24XvpgUmSX0PLJkMUhRFUeN4jDqcDo%2B9r1JTgGTVti%2FkCdhR%2FTF5JFB8fQgoNUsNV36veSCqh2dfkX%2FTIZW47b4k4frWdhyGquqLhaxFokPItyeH3SX0EElX9p1y1A5HsiXrpN4Wftse%2FLVjTe&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=AVxigLJ0m7DYd%2BHjLWn9ow1rc1Sbh%2FqFVguo%2BCO1YbP5l%2ByTrZmPUrN%2F89ERSmbBl6%2BTiXseHS9SLnXR43iLxL3axtVIuEtvWZXvL3FZntN%2FAc10FyyOgEAIIzM1hPR1WvAzIPHRlR74nuMVadTRP5ECAT1eNpBME6rpAjc0wsJlVEYbD0GFDkBB9W%2BIVT%2FZPgz%2BI1a2LScUB9t%2F2g%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=AVxigLLF%2FR4T8RsEDYCi3GORHm80hQgfsgWpvVo1eXjySDG9N2FvJA5uYDKXwWBdLHhWDydGcw51%2FrXeosrm6qRY4TCaO218q1ynMfgvRyPVgZkAkXkS%2F0FB2o9eQuHylvEq3pNh7UQBKHMa6tYCjW4C38fI1Y5tz3h1ZKdClb9%2Ft%2F%2FWUeBZiZm%2BVUbqUDK5gQrgytUUJcw6TQlRAxP2rBXLxbGpFwI8FbI%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=AVxigLJ0kQXRoj3zHHXo67KoFo1%2Fg0XZ%2FdJJwhGJ7RnvfwFVfS6koO4XiuJRcTP7YlI3sptKB1EhzR3%2BY4XNTFPbSPnJt8lC9%2BGvneYz6xoF2gxbPc8oj49lWG7T4a1AkKQWASr3dBZve4egnq8ZHazx4isszS6eebYi%2BOz6Kx%2FZtRYus5oX0sj5ijphqa%2BX9bLiVoO3kvLOnVjqz4xewQcBqbfIc1nvPwtpSN0%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=AVxigLLVADYXC6h8vjJxOD9hDUw10lvNdYf3115XSqQqvPRh8wWDxGTx80%2FI4K8rJh0LrZarOkRc6ewr9mmEcF%2Bprq0D0ZwQwLYCYb%2BqxePXsTCCSyO2hMFJnqaTQtHXzKNg07Gf78u7t%2FWPkV8Ar9TCn0wHjHbSoiNaUBT%2FSyS5NlgJf%2FisJptexo40mOzTJK0pYtDCLL5CltCIXpuL6gc%2BV8HRcb5726k%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=AVxigLJ0m7DYd%2BHjLWn9ow1rc1Sbh%2FqFVguo%2BCO1YbP5l%2ByTrZmPUrN%2F89ERSmbBl6%2BTiXseHS9SLnXR43iLxL3axtVIuEtvWZXvL3FZntN%2FAc10FyyOgEAIIzM1hPR1WvAzIPHRlR74nuMVadTRP5ECAT1eNpBME6rpAjc0wsJlVEYbD0GFDkBB9W%2BIVT%2FZPgz%2BI1a2LScUB9t%2F2g%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=AVxigLJJ16U0FXdB3V0Xz90HFdIClgRW2AketbnvWcm3K8%2FVmUfoMJaAdfUkHBbEXZsQbtS8fDY4rvNCQnewPxIJdHyKrowGArzTIpLqqW%2BSytWp4l3ZibarB3koBJY1Kx5%2FAmCU7G93BV5bfvJC1guiKapH%2BK%2B3qR0%2FE7O%2BP4MvJw1wwMegc5MrYjX9j8AVybx5yIM2MDHGfRDAENS4Xq8%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=AVxigLLK%2FfMUybEtRWVODzZ%2FribrUvm91tC8MErvuk4WsCQq50SxUKni%2Fa6jzz3ttpLmpKxOb7LtDQQ17nmXr%2BUTIh%2Boust3jPUM%2F3s7%2Bu8%2FoylG1z%2BDwkJvPw1PUNkyT%2F01NgIe63Oc3RXr%2F9iEfAXQQdGqYZFKkMX%2Btsty1f5WoUv4RQ%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=AVxigLKurB34mXb5AlCTh6dh44u2YgOLhVCjHcsowDaALnf%2FGwx0Sx%2FcxcThhb7i6mLEEdXkZS4gGw3gwOmDtLc%2Fi3hLW%2BSN2RS3uZZD%2Bt1OSyVEQ4c5DfYHMoRsy7UGEFmFQ1QaHZAb88YEDEhHPfZN6hBPDsoKNEY1%2BYfBV7xf7exhE1bGGAR36%2FGcuCPFPQ%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=AVxigLKfbxDr%2BVuD6vD%2FF7%2F5RFBhL9Bp48rHM0oBg0%2BP3hrVSz5OhYfMXkmESizPmuW7wfXbedwXcMSPJN8OvF49Zp3edgexOAiyzCn1AVUAIBWnSBw8feJophjnANimuBw56LFef7E6uGAnryYHoW1T%2BwE6j76McDYhJp5%2B5LJ1&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=AVxigLKE8OsjWlt8EQFGrGnxI%2BLsNVghOV3WwMLO6KHLuZ5enLa4OW0uEA9rFmAqvi%2F0TviuTqAZ%2BddPFjepnQIcaMNPTZF9LDxxip3V0YmDi2KvgpS2QGcUvE48T8LF0gP4h%2FNe9hgNQEtVSVhts9n%2FI1GkQ%2BANPcoz1qltQOWBWBBNkDEDRb57tZuwwQ%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=AVxigLJzva0nN6dT0efE7rQItsMUzaX7TXp%2BfR3JjOSB3ACFM%2FF%2FKd30nUzHoh9ikhdOWOnJgH9DRnHz0YsfJZUmAgeXDEMTVjWG5DTiVKni%2FkEIyLhUYz7%2BGC4KOvqQcLWOZ7sY36n%2Fp1X663Uy1YWHz5u1vjvSRBveoln%2FlaRmjcDM%2F0qMD4VdLXpmUMZTh80zFBFyeFTIKg%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=AVxigLKkGOCIoih5iH4SvXvsw3iOBP6qWnPXrV7MMtDsUuBs6fuLiZ3qC7CyiXeepmz1xVf7ZjfqqV5rYF9LogzegRYMK2q%2F2hTdpTYFDCMqzVm9D1df%2F85HmzXgXDb7cTr%2Fs637Izj8ExfvJRJ%2F2S0uOh9eLhnLcSwUm7qO5B4ponr9975zgjXAXwZpew%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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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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[![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=AVxigLL9QP5C5aH7azcH8vQkbdK5xk4n7AWNvDSYBwracySht9I7VapY2AY5U7ftrzsbWwQRQ1Jo8ELD%2FKzHzUpAHJWaBsuMQMaFKYn%2BuZpiNJP4VzrXqON%2FGFo5%2B7PRaCuRa3VF2Jo%2BmaDAVNSOKZ2DX9uEHNeD8g30grvqLjwdGt6N9A%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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLJSTNnpc82p53vZ2Xz1WTz%2B3ntlBbd%2B4LJRyav6iYm9DGK4zXnLGMFJwIVHdQfjZ%2FLHDm1v1Grq6AScpWmbBN4Y37HUieYl3Y3LPicyMMUH3ad93GKb1USYgCTAVjO5lSDwZbXjCPO3GxyuYrBJGiGwX2tm2eMkFwZndqDZ%2B5I9RSAd4U2GBr1JOAjQecwo7g%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=AVxigLJUDKrc2IHOOUEAJ1HiUdk1g%2BBRH6xEIYeOjDvMqFlnC3GZEFxzzdaGJFz1qFho%2Fg%2FPCagGwrc7keW57ACaDU2VicRxAxYvG88WI0w7RA8rMfv4eI75KRor%2BPrvokNHUZ3ZLw%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=AVxigLJUDKrc2IHOOUEAJ1HiUdk1g%2BBRH6xEIYeOjDvMqFlnC3GZEFxzzdaGJFz1qFho%2Fg%2FPCagGwrc7keW57ACaDU2VicRxAxYvG88WI0w7RA8rMfv4eI75KRor%2BPrvokNHUZ3ZLw%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=AVxigLIFa3l1r6OjXK3uz5zAp5SzOsb7FNU7LSC6yj5aNaib1egB%2BPuItzBzYId8%2BY9p71sCcgxCLLBAzDFrlUGmOSJuEQcCFDVeO9tI5o1fB4draeOG7FQ%2FeqSKb5EETGy4Mdt%2BuZTPTyMdd66ZZOtXHktpWlryA4g1mEwSC4hV4LKXHfDfCRkpnOyUInSKvmBNBzCtUHrlUeEUiYcf%2F2CogQ%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=AVxigLI0eRb9ZW%2Fm9Gcprz4NqDdl3fhyTpScHQGagtT%2FJ%2FH2xEnIbAAyzIX6Rm%2FqFqPK%2Ftb6ovFhIOhvkynPn%2FPFFBsmeVE1q4QuMNwLaZspaFmrShyYTKQbZSD3wSrCHuvdxaMxYEzLyDEW%2Bm8pZKwv%2BCKUx0e661B9dkaFb%2FvZLW2qNMEvFor4uA5Uhid0ElueOAukBsldWGO2kg%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=AVxigLJ2gYSqKjZb3Eh3q6WQt8%2BKINIXlpq%2F227EOi7UAtdd%2ByPDA%2BciAt6mVN6AlISdxidrxoTKUGgbmsfjn7%2BxxMR419u4bp%2FR7mw6NiUJeu4YtiRXOi4zJZpP7%2FSSUgm3ec4KaE9thNArWglqbM11MZjTFH5rUGWEKoHiMYPBB%2B%2Bfm9a0PU5rqUPj6maLaE%2Fi3zQ79zjEAM8erQ%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=AVxigLL%2FmxX9VZR0WJ0jNjUHd1Faq6L4B%2FjhFRLfocglV4NKPHjHxlWW6OE%2FBp3XBc2txa1%2FS71NVHw4tWAc4Ku9HhHzCbsElS3SdrksoxWJa8naVtf%2B%2Bsrmht%2BxcilPipjNFr1L0k8MzLLzTsn4%2BqBJZfIUCSNCbk1qHoFx9vAKKhFGKe3Rx9eAg30DdOlbujQ7daxsDrSA3l7Og3JgRfnhqC4%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=AVxigLLmbFaVY%2Bpz3%2F9CCPPC5TbG226vRaX7W94OCYzI8SBoz1Um2QwuqVhrdN0xO2IRQsZNyBZkbrDGDGoc%2BmrTmKeBtmJySzPUFwbrfzoctUOE9z8xhxSKzwcjBVpgq128yh6gWkcuNzBKtCn59mPxTunRKBbjFt2BXpmm9268urvtzw%2F7jiKLSO0CnHCD1il6aYU2HWoOBD9ufpgKByo%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=AVxigLLSo0ki8I3GloIcV8WQ77m5iJEfi30RKjJGb1O7EN3ltgEE3rziyZHXRMOtDCk78%2BQSJr25zDI%2FVcqpmv1FJsIkdpg3zoRRhBLws8rbTXPAgCB3%2BRAL4lU6Rl1Dix9KlP8%2Bl7NWF3aJdQeIfGHcj5seJMfBs2dhdumzzDTawYU4rAEeLJSUzu041JjIFd4IRowbtbvJ3ZSHhQuC27QvlgoP3A%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=AVxigLLI9N9Iu%2FJnqNd66W5jiwYdh70FeIKnQ4knYOgI0wTCrbm07FP3d6c36dSV4WkUDiVkVRGgbqtfE5nX4WmelH6LqVTIomJM0DecqrfyLnYBK8oh%2Fy2M%2Bhez7dDcveFXDvgheuhW9KY4%2BcTY54XPHphh%2F%2Fm%2BNBKXafsfjzvqZUpm11frAEAoSqYPfNR4q18Y6eByybOdwkz5wFP0evbEQ3wncLY%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=AVxigLLv2dILl2HUjFNrg48qmRcY9bIfQsLvcS9krSEG26bLY273rRg64BdqH3nMk4ved3INeVj32GuimgdGpkn4bHmBcWLcPRN8HGkB37a6oqKd%2Fi4fii%2F3k327mRYAZoyIWmTR7QAnIDlw9ttuuQkxl6j0g4Il5GxVdbr8yA6ulTzIys3PEmArtWQ%2Bgfc7lcdNWNIQiP%2FTVd%2F1IaomDbpc2MQ%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=AVxigLIiROzDsWwqSWRvb9fYFB8MGYDBcljFH9AzOqBBwIal7LASQrgXnjNe0qW5phwuwGS05AWexwHNLoRrBVnQHtFeNDB6TqCOLcWBrQknIL1sGMVUJLRGeb0LBsyVpA1SvOaxPctX5oDFIyKLNqhF5z9uBbajEW1B%2BusX4PeZBjV6NX2%2FYceWkW69sB5%2FPnxvRjV2CIkY%2BLvDeT8wfTJjuw%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=AVxigLJZGFjYEEenSNWI5F6Y%2B5TI9Moi7%2B2jAMENn8b8HpS53BWRqMI3lOA7LsiqrobFP2zAQ%2Fn9FyHzNXqnBD%2BaHyNLrQ5D7KyC3%2FK3pE5eWamMMsVYloUImg9YPKe0G2w97vS8ZpqoB1%2BeyhhaaG4QR0tiBpNliwCc6gYjyjv4e71pOmoc2jTLsHjCFAIS1wIrEzH8i9ampi%2BT3wFOsMfHy6x6pfX6Ut7Y1c0MsjAB3JGXTw%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=AVxigLKxZXDM2LoeAexao1y0JgUwRTxKujpCfQreKshWlL36%2Beyj2cj2yp%2Bl2cGAj8Iy6t%2B4lyIjGKrcPNlwRX%2BbH4LA06Bkpz0ZuZGK3dLQjzijZBragJ0UUraHTCpsa6f2kDVHAk62MQmdTpagm1z0s88a9ffqH4ouDWXouIKXEc4snUlI6rmlvkh0CgpGUpgUe1Fkib04Mgf2ngRD2DoPykdJ&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=AVxigLKncWFCXOkmT11fgROaPuHA5cXdvuWO2hNPjqhBKVa5ZwjUn4a2rUoR5x2CGMSK1Ie%2FbS%2FtHMwFyXUnN%2BFLur9vhYdWQ5JNLpiUEfeY%2Bww3EoYmllU%2BfINghfNeGB4Bk404GZSAFbijSgIdcO%2BqkuV7ksQk6PAw6%2FcefqHl3HN%2F3qgA2%2B%2FxJjbwpr2%2BLL6P%2BAE0PSMDriL%2BroJhGiyCJ5E48g%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=AVxigLL5XusEp4YVSkJdbaP3IXpNO7gcF8Ue2J8eMXteStqBipsqocRIQWP3b%2F%2BuRg0ExkNQjQHQ9SsJ47U4w8G7kQcPbcW70xkGuXV7TqJemcfiT1YOUa3jjuU0KX5FFvKHvKxo4RSdINJBf1ftnrmUSLDG4lfI2KaKjOGWkQ3zsMHahTzMkEr8A97olfVMEm47ACrdvOYB6gkZFEJ5VbWwGlYpGg5DYno%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=AVxigLLRsu2HWspT6F8q%2BHgDAG%2BWxSOzCxXi%2FLd7J8QtftPzB5UcGh4SKV8UH9RxX84WkRAlejtQ9LkZ%2Fg%2BiBleiKVZYXNTT%2BUMcbvrCyEl8fiapLF3mV55yG47Z1y%2BWG1I4KAGEjJLLitFZW7aLVcxNswkxXU5On0bIExC%2F%2FGsNcLYsCsX%2Frdf1QqxafOFVy7NfeGzepz1DZpaaTsESbIMDJ2Y%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=AVxigLJnzkNr2NqIb03GUGdqjIqQBNmJ%2BYkXmK2yxk8XStTqK5kgYwKCtlndCVmemXMOHyG8OSREcS7OKmMQtx10VWezWo9wNzRcCX%2BxbPTCJhSAVhPtSE%2FYrj4VqlAMcr9EvwhUfQBbMa7TRRkcRHa3RoPtXHjkUTSVcABH0IKYE7OSgxLI7dJvriF9lC%2Bd8byLHO2aceP4QqU4pes%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=AVxigLJCC0rolzSv2gWnmq24LmI91KjmPeVQV5dJV%2BwUPl9xmiSfhmtNYsesqokshHKU0dCVgJLrHITyKIFWjKxQAiqUjc9EIwi3TZDWC5RwDqf6r1D0l%2FxOWwzjMyDtW3a922%2BqOAc%2FwPj17mx3VmXaptQhhXsYaaPD%2B6lQmOGs6tf8j11o4auTENl8ySTF7lbMh0%2Bilw%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=AVxigLLbEu2VCkKHAsZywqO%2FRjbOR6XVTOerZ3ucXh2Itm4qnfsKPi24XvpgUmSX0PLJkMUhRFUeN4jDqcDo%2B9r1JTgGTVti%2FkCdhR%2FTF5JFB8fQgoNUsNV36veSCqh2dfkX%2FTIZW47b4k4frWdhyGquqLhaxFokPItyeH3SX0EElX9p1y1A5HsiXrpN4Wftse%2FLVjTe&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=AVxigLJ0m7DYd%2BHjLWn9ow1rc1Sbh%2FqFVguo%2BCO1YbP5l%2ByTrZmPUrN%2F89ERSmbBl6%2BTiXseHS9SLnXR43iLxL3axtVIuEtvWZXvL3FZntN%2FAc10FyyOgEAIIzM1hPR1WvAzIPHRlR74nuMVadTRP5ECAT1eNpBME6rpAjc0wsJlVEYbD0GFDkBB9W%2BIVT%2FZPgz%2BI1a2LScUB9t%2F2g%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=AVxigLLF%2FR4T8RsEDYCi3GORHm80hQgfsgWpvVo1eXjySDG9N2FvJA5uYDKXwWBdLHhWDydGcw51%2FrXeosrm6qRY4TCaO218q1ynMfgvRyPVgZkAkXkS%2F0FB2o9eQuHylvEq3pNh7UQBKHMa6tYCjW4C38fI1Y5tz3h1ZKdClb9%2Ft%2F%2FWUeBZiZm%2BVUbqUDK5gQrgytUUJcw6TQlRAxP2rBXLxbGpFwI8FbI%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=AVxigLJ0kQXRoj3zHHXo67KoFo1%2Fg0XZ%2FdJJwhGJ7RnvfwFVfS6koO4XiuJRcTP7YlI3sptKB1EhzR3%2BY4XNTFPbSPnJt8lC9%2BGvneYz6xoF2gxbPc8oj49lWG7T4a1AkKQWASr3dBZve4egnq8ZHazx4isszS6eebYi%2BOz6Kx%2FZtRYus5oX0sj5ijphqa%2BX9bLiVoO3kvLOnVjqz4xewQcBqbfIc1nvPwtpSN0%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=AVxigLLVADYXC6h8vjJxOD9hDUw10lvNdYf3115XSqQqvPRh8wWDxGTx80%2FI4K8rJh0LrZarOkRc6ewr9mmEcF%2Bprq0D0ZwQwLYCYb%2BqxePXsTCCSyO2hMFJnqaTQtHXzKNg07Gf78u7t%2FWPkV8Ar9TCn0wHjHbSoiNaUBT%2FSyS5NlgJf%2FisJptexo40mOzTJK0pYtDCLL5CltCIXpuL6gc%2BV8HRcb5726k%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=AVxigLJ0m7DYd%2BHjLWn9ow1rc1Sbh%2FqFVguo%2BCO1YbP5l%2ByTrZmPUrN%2F89ERSmbBl6%2BTiXseHS9SLnXR43iLxL3axtVIuEtvWZXvL3FZntN%2FAc10FyyOgEAIIzM1hPR1WvAzIPHRlR74nuMVadTRP5ECAT1eNpBME6rpAjc0wsJlVEYbD0GFDkBB9W%2BIVT%2FZPgz%2BI1a2LScUB9t%2F2g%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=AVxigLJJ16U0FXdB3V0Xz90HFdIClgRW2AketbnvWcm3K8%2FVmUfoMJaAdfUkHBbEXZsQbtS8fDY4rvNCQnewPxIJdHyKrowGArzTIpLqqW%2BSytWp4l3ZibarB3koBJY1Kx5%2FAmCU7G93BV5bfvJC1guiKapH%2BK%2B3qR0%2FE7O%2BP4MvJw1wwMegc5MrYjX9j8AVybx5yIM2MDHGfRDAENS4Xq8%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=AVxigLLK%2FfMUybEtRWVODzZ%2FribrUvm91tC8MErvuk4WsCQq50SxUKni%2Fa6jzz3ttpLmpKxOb7LtDQQ17nmXr%2BUTIh%2Boust3jPUM%2F3s7%2Bu8%2FoylG1z%2BDwkJvPw1PUNkyT%2F01NgIe63Oc3RXr%2F9iEfAXQQdGqYZFKkMX%2Btsty1f5WoUv4RQ%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=AVxigLKurB34mXb5AlCTh6dh44u2YgOLhVCjHcsowDaALnf%2FGwx0Sx%2FcxcThhb7i6mLEEdXkZS4gGw3gwOmDtLc%2Fi3hLW%2BSN2RS3uZZD%2Bt1OSyVEQ4c5DfYHMoRsy7UGEFmFQ1QaHZAb88YEDEhHPfZN6hBPDsoKNEY1%2BYfBV7xf7exhE1bGGAR36%2FGcuCPFPQ%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=AVxigLKfbxDr%2BVuD6vD%2FF7%2F5RFBhL9Bp48rHM0oBg0%2BP3hrVSz5OhYfMXkmESizPmuW7wfXbedwXcMSPJN8OvF49Zp3edgexOAiyzCn1AVUAIBWnSBw8feJophjnANimuBw56LFef7E6uGAnryYHoW1T%2BwE6j76McDYhJp5%2B5LJ1&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=AVxigLKE8OsjWlt8EQFGrGnxI%2BLsNVghOV3WwMLO6KHLuZ5enLa4OW0uEA9rFmAqvi%2F0TviuTqAZ%2BddPFjepnQIcaMNPTZF9LDxxip3V0YmDi2KvgpS2QGcUvE48T8LF0gP4h%2FNe9hgNQEtVSVhts9n%2FI1GkQ%2BANPcoz1qltQOWBWBBNkDEDRb57tZuwwQ%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=AVxigLJzva0nN6dT0efE7rQItsMUzaX7TXp%2BfR3JjOSB3ACFM%2FF%2FKd30nUzHoh9ikhdOWOnJgH9DRnHz0YsfJZUmAgeXDEMTVjWG5DTiVKni%2FkEIyLhUYz7%2BGC4KOvqQcLWOZ7sY36n%2Fp1X663Uy1YWHz5u1vjvSRBveoln%2FlaRmjcDM%2F0qMD4VdLXpmUMZTh80zFBFyeFTIKg%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=AVxigLKkGOCIoih5iH4SvXvsw3iOBP6qWnPXrV7MMtDsUuBs6fuLiZ3qC7CyiXeepmz1xVf7ZjfqqV5rYF9LogzegRYMK2q%2F2hTdpTYFDCMqzVm9D1df%2F85HmzXgXDb7cTr%2Fs637Izj8ExfvJRJ%2F2S0uOh9eLhnLcSwUm7qO5B4ponr9975zgjXAXwZpew%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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&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=AVxigLL9QP5C5aH7azcH8vQkbdK5xk4n7AWNvDSYBwracySht9I7VapY2AY5U7ftrzsbWwQRQ1Jo8ELD%2FKzHzUpAHJWaBsuMQMaFKYn%2BuZpiNJP4VzrXqON%2FGFo5%2B7PRaCuRa3VF2Jo%2BmaDAVNSOKZ2DX9uEHNeD8g30grvqLjwdGt6N9A%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=AVxigLLFpujujC4olcPTKULaRZLWNv%2FuzzAZ%2BDnBZhgXVYVyX5w9Uuv2tvgMobdF3wKkhk9y5snggXux14XkDdUOOgQ80gBJKSgSdIodve2eEfJgb87Fs8Z3cxFEeFTg9b7m%2FDYy6jGBKgLLEhsKQL3f0hYG%2FW%2B6QaT%2FRyzV0on%2FmFhf&webInteractiveContentId=185823046841&portalId=8302174)

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# How do you build a machine learning algorithm? A guide

 Rayven, 13 February 2023

Building a Machine Learning Algorithm | How-To Guide | Rayven

3:45

A [machine learning](https://www.rayven.io/iot-platform/predictive-analytics-ai) 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 explicitly programmed to do so. 

It is a type of Artificial Intelligence (AI) that uses statistical models to analyse data, identify patterns, and make predictions about future events or trends. Essentially, it is a tool that allows computers to learn and improve automatically with experience.

For example, a business owner might use a machine learning algorithm to predict energy usage by analysing past performance. The algorithm would look for patterns in the data, such as when energy usage spiked, and use that information to predict when it’s likely to in the future. This can help a business to make informed decisions about energy management, purchasing, and usage.

## Building a machine learning algorithm involves several steps (and an [AI platform](https://www.rayven.io/ai-platform)):

1. **Defining the problem: **The first step in building a machine learning algorithm is to clearly define the problem that you are trying to solve. This includes understanding the inputs and outputs, as well as the desired performance of the model.
2. **Collecting and preparing the data: **The next step is to collect and prepare the data that will be used to train the algorithm. This includes cleaning and pre-processing the data, as well as splitting it into training and testing sets.
3. **Choosing an algorithm: **Once the data is prepared, the next step is to choose an appropriate algorithm for the task at hand. There are many different algorithms to choose from, including supervised learning algorithms such as decision trees, random forests, and support vector machines, and unsupervised learning algorithms such as k-means and hierarchical clustering.
4. **Training the model: **After choosing an algorithm, the next step is to train the model using the prepared data. This involves providing the algorithm with the training data and allowing it to learn from it.
5. **Evaluating the model: **Once the model is trained, it's essential to evaluate its performance using the testing data. This allows you to measure the model's accuracy and identify any areas that need improvement.
6. **Fine-tuning the model:** After evaluating the model, the next step is to fine-tune it by adjusting its parameters and making other changes as necessary. This process may need to be repeated several times until the model achieves the desired level of performance.
7. **Deploying the model:** Once the model is fine-tuned, it's ready to be deployed. This involves integrating it into the application or system that it will be used in, and testing it to ensure it works as expected.

[Advanced integrated platforms](https://www.rayven.io/rayven-platform), such as [Rayven](https://www.rayven.io/), enable you to do all of the above simply. From building a machine learning model using only drag-and-drop interfaces or importing pre-built Python algorithms, through to training and then testing its performance against other algorithms to see which works best, before then deploying it into a real-world environment to predict, optimise and alert people. Discover more about Rayven's machine learning capabilities [here](https://www.rayven.io/iot-platform/predictive-analytics-ai).

In summary, building a machine learning algorithm involves several steps. It's essential to have a good understanding of the data being used and the problem that is being solved, as well as the strengths and limitations of different algorithms. It's also important to consider the computational resources required for building, training and deploying the model as well as the hardware and software infrastructure that will be required to run it in production.

[Get in contact](https://www.rayven.io/contact) to get some free expert advice.

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#### Author

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

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

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### 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/how-can-you-use-machine-learning-with-industrial-iot>

Blogs

## [How can you use machine learning with industrial IoT?](https://www.rayven.io/blog/how-can-you-use-machine-learning-with-industrial-iot)

 Machine learning (ML) can play a crucial role in industrial IoT (IIoT or industrial internet of things), providing you with the ability to analyse large amounts of...[Read More](https://www.rayven.io/blog/how-can-you-use-machine-learning-with-industrial-iot)

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