---
title: Get Started with Predictive Maintenance | Rayven
description: "So you've done your homework, you know what asset you want to use Predictive Maintenance (PdM) for: here's how to actually do it."
image: https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Website%20Images/Rayven%20Blogs%20Images/Maintenance-Solar.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=AVxigLIDS1xCVy0w3xoh%2F0XaNvqW6bk%2BN%2B1dBnXLytDYs6bCVJc%2BuMW%2FL%2F4nXCsMVIKw8Ww5ByJu%2BkcNEU5ja7IFiKjJJoANGSwitAFj7OLGZ18RtiXoVaI5HJCXqmKz5e2Xq53Fjg%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=AVxigLIDS1xCVy0w3xoh%2F0XaNvqW6bk%2BN%2B1dBnXLytDYs6bCVJc%2BuMW%2FL%2F4nXCsMVIKw8Ww5ByJu%2BkcNEU5ja7IFiKjJJoANGSwitAFj7OLGZ18RtiXoVaI5HJCXqmKz5e2Xq53Fjg%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=AVxigLLoOa96FWax0Ob5H2nbXAVv9TfVcTGUiIhuD7ISTnMQbdAYYSIxfgMw7Nrxm1r7zkvAY%2BRYjg8Z0IFWAZNzw0ppEwPNFPx9nuh6qEY%2Fg5YYjXr5vvbKqxqqhMRmsjg4eut7mTcqquRt7lHwraRcWgBr2mRa4EZkleafCHF1vLrSih80j3InHhyI6cGl6974pgePx2z%2FxE5RgwaVVPdXRA%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=AVxigLIEybZsUNUOR1T5W4mBeUnvlq%2FH9nR1EHFp%2FxJKWgQmsTaCi%2FMl%2BZsIQ1je8vUGwOURlLQFuLpQPkQ6LmRFoQgm%2FB5fV8TPoNfAtQPxBFBs9d9RhpTH0keBB0phqhVQj5MUKqjpjBKcOd%2BO0LexFnJ84kdzABe%2B9DUcWfMg2KqE0l6lltuInCoEA45dDLrqLnnCxeFb%2Fwp%2BNA%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=AVxigLJAuvCJemHU%2BIieVtV7%2BEsy4rkYm7OhyIWpXARKT57fOzsLrSm4W44IMkD%2FuvSKmWAbT2395lP5geHLeBw44o0lOFNMosvgChd94e9OnvwtncMAV%2B4uJW9rIEQ9QC7GGnkwqwu%2F9KhhGBRdTNBNnBJvnHSH0Hr73dO8UHl41rG7DzIjrGnr%2BMnxfxVobVFMqzpnyBYeyh2Upg%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=AVxigLITG9HcEkI1fjoyN1jbhUKEX9paI96OdWcEfwdJwX61i%2B3IFRXJ8Bt5xOH4Eo2q9UvcKMrIpiCLp3%2BNCIxN2xtn62V1vKvsnXjJby0KelrVBpk7F9IkwX8rxBHCPZuHtY0jLic9zRyewTHyBIc8o5Q5TXpt%2FruT%2F6TvZtMZT8bWv91re2qCg3OoWrRGLgLj6x6zgRm9BE2bIJZXKHfE6v0%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=AVxigLLUY37DOaKFkUwHJjOQdZ5qovsB8DTQAJA%2FgdkppY9BbYjh%2F%2FT3Cfg6E7PIcY9zq7y41%2FeHTGRl3%2F32RNTIrkiIBc0M2AgRjGe4Fsqun8P4GjA4C%2FJeH1Nkb1vpb3OhUdhimiDCQwOnFFqB3dKyLMKWvCkpQjPdjp%2BxLnKx%2FgFktZTtV0Rbx65Ry5yGOyU6DCa%2Fb3nnOYSaI%2BKK%2FSs%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=AVxigLKVhVDSJ1UTEamDpRGTVg%2FaP%2FxOUrQU0JcufKncYJ06VI8Yew2DPCBRono01oP7M1mMLDB50Cwby8JPlsru5o%2Fw18qoathh1ltQezlN82Q%2B6dc97DFR1Gc9FVNz3rrGQKmqBhSh1pcrs25CdxuMZlWKxLum4%2ByqtsIrUO3z%2Bw0ach%2BmJJlwByPBratwmkM2aYLVffZJJ0SP5CT%2FGJj1Xa8WOg%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=AVxigLJFO1Q54qx9jhXSx3Bvpc3oHpZlaJUW0RpUlghYeN1GrcScqtusaBqb8JRkpzyGOh61GC0w%2FDIkVzbh%2BtilYiAU8ULfVN3xpcLSgqqGD05WTV%2B%2F5UPkunRUdMxZBqrAeTG4g%2BmaG4Y53iL5MTjEG6jZvuYz65amZmVbGqEIDP2FwnR4pmLhxpUCt7PfainbraFffmVFoBHykZ9z%2BV7TAgoEcyQ%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=AVxigLKoAVFUGrTU9yTtQWE8bI6Ql8ZhT5FLHOFxYdaodTbC1%2BY%2FNhTrlA8myNHyby8UrxoutnfPtAWZdnyvhKrg7PLHsT5nYm5IkXkFbZYhyfWvyqmm8GemT4ZKYbzE1psFeOxx8BNhAI5OXVovthYybeZ9BwFrmImjtKnROJM5pXQ17jstRud0135k81HuVhs8UruoFXF9wz0Cf78DCXrzDto%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=AVxigLIwMdWyJXfx%2FpCsVGGFzi3JgJAE5c%2B9Qkt7dr%2Fqb5fPsO6fp7EE6lDDxKB5NbiVNZm2YqdCf4wm7hiXPgYz%2BnKEZLJXhbFljFird1lyiAjyjAU5VViLBrBj5yi69vcSBh39pQerGaf7HkPeIpY3%2FBeSebvOr1Km%2BMh9wywK22k0nGOGx7%2F5eZ8ER0KlNHX%2B0lTVRj8z7si9evChIgxHiw%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=AVxigLKVkR%2B%2BsoXWRV6TW2NcwM7t4KclF1WZEE5r9gH9OQcTLBs9UrIQFSQ9nRFAu6h9n26LdShav1r9UkELAJqPIpByuF3GGyNMdd25W%2BoIliNSxsd5fwUopvdWVlrXK%2F192GZKD0D1LJ5CgCaSXqaJmLpSFuH1UtVPW9EVDEJSz6WzVlyte7u5mUIc68Poxrjn2E0clhklVE2ngevDNx1EgoTjbrcE%2Fl0FcDGj7LJyKlaygA%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=AVxigLJsvj8hIXBh5uCvFOLdPrN3LE81djNZpPFjvGE6XSTj%2FNNGruviAiu8Y7KSH0N21WXjptX5nyEfdcUukpkxzfG6K0fFTp0E11kMU6zUHeeKCoCBhl%2BkwLHYqateuh2FetP78sUupp4%2Fm3xL1fQTstFb9iEo7NDyUNfYnBFuCH5dKZ9VSUcjvXKJOe2I%2BsDQAYZ3zCtqT6m8FR1gbJc6bruX&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=AVxigLJgUfpK2HBZ%2BMiVrVst4tCzFPClFoZI6SClGfVxFVfFLSKP5FmhDmq6YxDIdCQ0vDSRoZadqTO9zInp8JKgVZBi9pWavIcIDTu%2Bar2m6vOGgb%2BdQjMRoM3ZDejbIxcf2I8Hw0Io40oEIewhV4lHWX0YSvQ%2Bc1ACZi7zJkEe%2FpIpqf3VbjPJ4xCO%2BI%2FcH6QzATGqS7rzl47zoji2eUOOww%2Fwgw%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=AVxigLK%2FYCh%2BoNC1hi4OFI4XK8VpMZ2%2Fi0Vgq5FpLemgxG8XxkWkzFufngqfzbcvMM1cCbwp6E22xy454duZT%2Fsfafn%2BTLpAPySinVtv7E1YXc8ayzEs7L0DvJdsoR64dMbpJXSlT2V8Ll1Z%2FrsF61pjVqwpBxaHok0dhiwkdOqpFlaKuHGCDNHI4ILTz3i%2FuX8n5pjAKLSnXkpjsgd1x0EDEHcIxqJidxY%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=AVxigLJgzq4uFwJEpLl4e%2FxK9iWrnr23H4MaFoUYWXxmY%2BZt9Izuc6SK1dIn5%2Fs56aAx5mmXAooqjc7ca2HvCaZw8zmpGfA%2FxFPbQbdvSK5gtaRemSlFjiBwmFAnPtIOt%2FO5mBV4Is40QIwekvdzpb9vNy%2BariL6jNEbBX%2BfmvNF7%2BfC4Ztzf9%2F%2BSll72g40YVDlh7CQQ%2FamSZQyUWeNiwrPwis%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=AVxigLJV0HY8qXNPPXf9WJaPr7upwICGgqzwMgbjP9u5pQUAoHjrYfdEwMXV0YQ%2B9VUGNc%2Fy7lGqkY0eG8hg9E27Xz9oZ%2FTf527rmcANUeoK6nXxwTSsCzuidNFb94YufhaVsKRvyH%2FDoBUUrC5ESa3d1p0AIJpWAzr1e5V813eShPmSroP5zwyxyBM5TuuACJ8cq8iySx%2BsZQcAnMM%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=AVxigLKzyGLGE6k29LeKl%2FWf3sGhlIqAd5UtPeRoJ8G4uoXboqTMbIKk1PSq8Lt3BTg1ouBPiohiDQUV1cz8XM%2BGdKA7LnLPsfoh5cAOtFs1HZ4iLiKAxfYxeLU2H%2BOvDrjO6JFIx6KkXYW6R9tV%2BzVBg4RX7qMytUx4OkYG6r8FhtBUouPxUrW2%2Fc7s9JDLsXOXFddvUQ%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=AVxigLJPOMNWnvPpMcnFNGZ78cjEMLkjOqUcI%2Fm13BKtOCMiY2kWO%2FpNJa2NsVgluH3BOjdvyreD7GlS5ja6BqtPRRlZ2uuUSAA%2FDgTx98ZV2Z88TPmMgARu5lZ6wj%2FetbePX31E7lIrOojz0ojU530IWDMkChXr6eYOpIytZzWqcWS5ZOWJNjEJxnUQZBsBUp%2BMAS60&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=AVxigLJ0BVA8K%2B3i48g8mPT%2FnyjFEdlutRJHAT4hqfrpHHf1VR3HI4ttua3ssym3zD2PjILOHWvuZi6YGrF0FjApxl%2Byb1hPQ4uSJH053Q5uqR6DcNt0XmgHV8fzUPE1TmGW3fUHQOVOo6SiggjIM3ekyDJK1jKhgVu4qdUAguiDKHqWRnmkGDCI%2FT3EIUaCddaB7MT9ZFs9axYIjQ%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=AVxigLJVIXZ3i%2F4DfO%2Bt3VQBYT7K%2BYzVhOSagDl3T0BhU3U469f%2F7LRZhqvAei2FaDX4AAzgkLmyIra4Q4fReunq9qNv4BKgPJROQ406L6WzJCMOCdBq43O%2FYyIM89mtIEQTVgAFJX09MaP%2BsRQe1e5fp0ujLzZbYXYzty6OqUGWrz5kEdNIKF9sfOoIUp3MPojBCg3GqRHfq9Wz1DmGEcYG6zmLR3NYX1U%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=AVxigLISo3p%2FTEqwJd6vuompSrapl238Hf1R4LABbp8h%2Fzm8k%2BjNn%2Bukxxha%2BKNYET71%2FBE9%2FyqT4nQKxzO3I%2BVqysPNjKfeoTpgE2jIZybkklKOV6fTMNe91o1ZCBtFLmXfBPFPUtKUeMQZXV0u4iYSMF%2FILHwJ4CCM1nH%2BjL%2B75W%2FnhiDotYRvZ7mLzlZH2sETGibzc06HrC5MKTElNORBL3SQ0a8V8Ra2IeM%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=AVxigLIXN7GFZGCFEAA6xNJ4Z14ONTDUnWMzKlrwNR295sr%2FpkE8shEM2zTexaKpYImzpgipAP%2B6K2T3%2Fb0XVnr%2B7zcaAFpesHBMBYuauTCVZq6HaIZBIluJvqUPGhEqRVUWg7eWExJbauQIcGDAKcFqMhFNfA3oKnq%2F%2FO8Z3hacoIEbWrFSlejK1%2FZTt72A3rkTZ%2BokDisI5UFx0Jz7lsAl%2Bx2avWFb7XQ%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=AVxigLJ0BVA8K%2B3i48g8mPT%2FnyjFEdlutRJHAT4hqfrpHHf1VR3HI4ttua3ssym3zD2PjILOHWvuZi6YGrF0FjApxl%2Byb1hPQ4uSJH053Q5uqR6DcNt0XmgHV8fzUPE1TmGW3fUHQOVOo6SiggjIM3ekyDJK1jKhgVu4qdUAguiDKHqWRnmkGDCI%2FT3EIUaCddaB7MT9ZFs9axYIjQ%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=AVxigLIAGTRQU9sGJjbYyt2sZTsm4p2MwBf51M0l3Co%2FVxpuIK9g76uPZF47IxcbJb1JJWghNe9c9z0hI9lfudekYMBLkknGOYUw7NqoFpTlLs%2FpfWsncLW3qVaaNkQ4TCPdQo8cdll%2BMKnNAXLFH6bKDdfooKlbrQGfc4dmA5CJhIzgq0XARKK2gSOOeHvvgdwyJ5zYRzS0jkTXSkc6N4Y%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=AVxigLJz%2BNhRz2uhAuK7pwYpr72DR2jB0rFu2mCie0dxdeI6gtvjoBy%2BEu7wscniP3GYijNNiWNOOBnyxtVC8f0yMYtwZ4QUmBcpNHHFDzehzH7mupkmpddjqPHmp2EC9wncbzlbK5TYlGZM6%2B4SMr5Tt%2BH5awPoBvU7vqlLYCy2nQnatA%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=AVxigLKu%2BgtwJhqSt4zW7BUQ0yNVg3YH%2FI8TNW01ueOSLTdYSPrYfiyqUQRQzMHbthQPjcr70yMVcUZdNpftnmuQgb8O%2BSDccXWWvbLwCPL%2F%2BFjOs40C%2BffZ%2FZfdm5a5UmIGyxhnm120KDW05PZSRPxr727dS6LolFO7uwMeOBNmQAybCPRoD08n1gBdW9yL6Q%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=AVxigLJtkEwtFMGdgMb4QBANYrPLrJ5fRZVJLUItnDkltjSWrpbSVxncuFzcLDCtGvyeiXEMiRu%2BD53%2BduFCYDl5GUoGn8ZQB1jn6uqWBeQ66%2BFwTfByqmzFLljcqE%2F4wakBPA1duNyQg7I97zvIfEwmqaHJyhuiXpFC51myzKuz&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=AVxigLKH%2BmPBkjSwjVWtXiXfUf4%2FoQ9xfE4QpJQ2g5ckG3T%2BSFVLWmUS1BnoGqW8z5BXsI3cHtz1AoidvR9UM2ahvRnRJJfV6WjBdGxjzRMOUVtRzF8jbGN9%2FCZi%2BPydDtn0PXAsD%2F7Z3ov%2F1PfzhRY2FHyqbEWEngiBeNpI52JFx3awwpcJlq8XdnhpTA%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=AVxigLLLOPRhzLHHVXuMr8GrwTMHA1X%2FSSWlisw2pnNv2tR37n17tCJu%2BvSHV7X6R7zYgDODBAceC3GMFDvJvX6IlRmFtflo1%2BjoZbyiTt%2F3Y7RglOHsxaIkJdwas%2F7kb2QgzNuVwhL7%2BosA9eI2tiaULsRcY8%2FUq1VTsW6nHyKPf4MiFKunGhKjcijWjLe3xjlQ15xOwpyDZA%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=AVxigLIOo3g1tVPFvx4RI4q7TUPmT83tQVTX6iQVtLC497WdvVWTpQhfy6AKKj%2BwYhbnOJ2MYYRFJ8y3qi%2FmV6hhgrXKUm8eKyVSz2csfSSlany4w%2BX%2FZCh6Q269yD9LlWWmryVwKCiu9uBGmtKEZDjA6ziFB4D%2BIO2qLWg7a6OVr5aMCK2sHazlD1SDcg%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=AVxigLIBVkW6EsgI1OOyUI9L0QCsUuKBsDwYA4CLqefRJLUpwg055U36qCCjnwLCLyCVTKs7WbbH4hkzL0b0tbWVUj46n99NcyCWGieWJB0waKA1QIyeHukbhtkCFb7JNCbNDpnr46oGZ7BWV259EqjBl%2FnAsD2HgXmIF6CUoXMF94ev&webInteractiveContentId=185823046841&portalId=8302174)

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Overview

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Library

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Our Company

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

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

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**

[ 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=AVxigLIDS1xCVy0w3xoh%2F0XaNvqW6bk%2BN%2B1dBnXLytDYs6bCVJc%2BuMW%2FL%2F4nXCsMVIKw8Ww5ByJu%2BkcNEU5ja7IFiKjJJoANGSwitAFj7OLGZ18RtiXoVaI5HJCXqmKz5e2Xq53Fjg%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=AVxigLIDS1xCVy0w3xoh%2F0XaNvqW6bk%2BN%2B1dBnXLytDYs6bCVJc%2BuMW%2FL%2F4nXCsMVIKw8Ww5ByJu%2BkcNEU5ja7IFiKjJJoANGSwitAFj7OLGZ18RtiXoVaI5HJCXqmKz5e2Xq53Fjg%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=AVxigLLoOa96FWax0Ob5H2nbXAVv9TfVcTGUiIhuD7ISTnMQbdAYYSIxfgMw7Nrxm1r7zkvAY%2BRYjg8Z0IFWAZNzw0ppEwPNFPx9nuh6qEY%2Fg5YYjXr5vvbKqxqqhMRmsjg4eut7mTcqquRt7lHwraRcWgBr2mRa4EZkleafCHF1vLrSih80j3InHhyI6cGl6974pgePx2z%2FxE5RgwaVVPdXRA%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=AVxigLIEybZsUNUOR1T5W4mBeUnvlq%2FH9nR1EHFp%2FxJKWgQmsTaCi%2FMl%2BZsIQ1je8vUGwOURlLQFuLpQPkQ6LmRFoQgm%2FB5fV8TPoNfAtQPxBFBs9d9RhpTH0keBB0phqhVQj5MUKqjpjBKcOd%2BO0LexFnJ84kdzABe%2B9DUcWfMg2KqE0l6lltuInCoEA45dDLrqLnnCxeFb%2Fwp%2BNA%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=AVxigLJAuvCJemHU%2BIieVtV7%2BEsy4rkYm7OhyIWpXARKT57fOzsLrSm4W44IMkD%2FuvSKmWAbT2395lP5geHLeBw44o0lOFNMosvgChd94e9OnvwtncMAV%2B4uJW9rIEQ9QC7GGnkwqwu%2F9KhhGBRdTNBNnBJvnHSH0Hr73dO8UHl41rG7DzIjrGnr%2BMnxfxVobVFMqzpnyBYeyh2Upg%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=AVxigLITG9HcEkI1fjoyN1jbhUKEX9paI96OdWcEfwdJwX61i%2B3IFRXJ8Bt5xOH4Eo2q9UvcKMrIpiCLp3%2BNCIxN2xtn62V1vKvsnXjJby0KelrVBpk7F9IkwX8rxBHCPZuHtY0jLic9zRyewTHyBIc8o5Q5TXpt%2FruT%2F6TvZtMZT8bWv91re2qCg3OoWrRGLgLj6x6zgRm9BE2bIJZXKHfE6v0%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=AVxigLLUY37DOaKFkUwHJjOQdZ5qovsB8DTQAJA%2FgdkppY9BbYjh%2F%2FT3Cfg6E7PIcY9zq7y41%2FeHTGRl3%2F32RNTIrkiIBc0M2AgRjGe4Fsqun8P4GjA4C%2FJeH1Nkb1vpb3OhUdhimiDCQwOnFFqB3dKyLMKWvCkpQjPdjp%2BxLnKx%2FgFktZTtV0Rbx65Ry5yGOyU6DCa%2Fb3nnOYSaI%2BKK%2FSs%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=AVxigLKVhVDSJ1UTEamDpRGTVg%2FaP%2FxOUrQU0JcufKncYJ06VI8Yew2DPCBRono01oP7M1mMLDB50Cwby8JPlsru5o%2Fw18qoathh1ltQezlN82Q%2B6dc97DFR1Gc9FVNz3rrGQKmqBhSh1pcrs25CdxuMZlWKxLum4%2ByqtsIrUO3z%2Bw0ach%2BmJJlwByPBratwmkM2aYLVffZJJ0SP5CT%2FGJj1Xa8WOg%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=AVxigLJFO1Q54qx9jhXSx3Bvpc3oHpZlaJUW0RpUlghYeN1GrcScqtusaBqb8JRkpzyGOh61GC0w%2FDIkVzbh%2BtilYiAU8ULfVN3xpcLSgqqGD05WTV%2B%2F5UPkunRUdMxZBqrAeTG4g%2BmaG4Y53iL5MTjEG6jZvuYz65amZmVbGqEIDP2FwnR4pmLhxpUCt7PfainbraFffmVFoBHykZ9z%2BV7TAgoEcyQ%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=AVxigLKoAVFUGrTU9yTtQWE8bI6Ql8ZhT5FLHOFxYdaodTbC1%2BY%2FNhTrlA8myNHyby8UrxoutnfPtAWZdnyvhKrg7PLHsT5nYm5IkXkFbZYhyfWvyqmm8GemT4ZKYbzE1psFeOxx8BNhAI5OXVovthYybeZ9BwFrmImjtKnROJM5pXQ17jstRud0135k81HuVhs8UruoFXF9wz0Cf78DCXrzDto%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=AVxigLIwMdWyJXfx%2FpCsVGGFzi3JgJAE5c%2B9Qkt7dr%2Fqb5fPsO6fp7EE6lDDxKB5NbiVNZm2YqdCf4wm7hiXPgYz%2BnKEZLJXhbFljFird1lyiAjyjAU5VViLBrBj5yi69vcSBh39pQerGaf7HkPeIpY3%2FBeSebvOr1Km%2BMh9wywK22k0nGOGx7%2F5eZ8ER0KlNHX%2B0lTVRj8z7si9evChIgxHiw%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=AVxigLKVkR%2B%2BsoXWRV6TW2NcwM7t4KclF1WZEE5r9gH9OQcTLBs9UrIQFSQ9nRFAu6h9n26LdShav1r9UkELAJqPIpByuF3GGyNMdd25W%2BoIliNSxsd5fwUopvdWVlrXK%2F192GZKD0D1LJ5CgCaSXqaJmLpSFuH1UtVPW9EVDEJSz6WzVlyte7u5mUIc68Poxrjn2E0clhklVE2ngevDNx1EgoTjbrcE%2Fl0FcDGj7LJyKlaygA%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=AVxigLJsvj8hIXBh5uCvFOLdPrN3LE81djNZpPFjvGE6XSTj%2FNNGruviAiu8Y7KSH0N21WXjptX5nyEfdcUukpkxzfG6K0fFTp0E11kMU6zUHeeKCoCBhl%2BkwLHYqateuh2FetP78sUupp4%2Fm3xL1fQTstFb9iEo7NDyUNfYnBFuCH5dKZ9VSUcjvXKJOe2I%2BsDQAYZ3zCtqT6m8FR1gbJc6bruX&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=AVxigLJgUfpK2HBZ%2BMiVrVst4tCzFPClFoZI6SClGfVxFVfFLSKP5FmhDmq6YxDIdCQ0vDSRoZadqTO9zInp8JKgVZBi9pWavIcIDTu%2Bar2m6vOGgb%2BdQjMRoM3ZDejbIxcf2I8Hw0Io40oEIewhV4lHWX0YSvQ%2Bc1ACZi7zJkEe%2FpIpqf3VbjPJ4xCO%2BI%2FcH6QzATGqS7rzl47zoji2eUOOww%2Fwgw%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=AVxigLK%2FYCh%2BoNC1hi4OFI4XK8VpMZ2%2Fi0Vgq5FpLemgxG8XxkWkzFufngqfzbcvMM1cCbwp6E22xy454duZT%2Fsfafn%2BTLpAPySinVtv7E1YXc8ayzEs7L0DvJdsoR64dMbpJXSlT2V8Ll1Z%2FrsF61pjVqwpBxaHok0dhiwkdOqpFlaKuHGCDNHI4ILTz3i%2FuX8n5pjAKLSnXkpjsgd1x0EDEHcIxqJidxY%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=AVxigLJgzq4uFwJEpLl4e%2FxK9iWrnr23H4MaFoUYWXxmY%2BZt9Izuc6SK1dIn5%2Fs56aAx5mmXAooqjc7ca2HvCaZw8zmpGfA%2FxFPbQbdvSK5gtaRemSlFjiBwmFAnPtIOt%2FO5mBV4Is40QIwekvdzpb9vNy%2BariL6jNEbBX%2BfmvNF7%2BfC4Ztzf9%2F%2BSll72g40YVDlh7CQQ%2FamSZQyUWeNiwrPwis%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=AVxigLJV0HY8qXNPPXf9WJaPr7upwICGgqzwMgbjP9u5pQUAoHjrYfdEwMXV0YQ%2B9VUGNc%2Fy7lGqkY0eG8hg9E27Xz9oZ%2FTf527rmcANUeoK6nXxwTSsCzuidNFb94YufhaVsKRvyH%2FDoBUUrC5ESa3d1p0AIJpWAzr1e5V813eShPmSroP5zwyxyBM5TuuACJ8cq8iySx%2BsZQcAnMM%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=AVxigLKzyGLGE6k29LeKl%2FWf3sGhlIqAd5UtPeRoJ8G4uoXboqTMbIKk1PSq8Lt3BTg1ouBPiohiDQUV1cz8XM%2BGdKA7LnLPsfoh5cAOtFs1HZ4iLiKAxfYxeLU2H%2BOvDrjO6JFIx6KkXYW6R9tV%2BzVBg4RX7qMytUx4OkYG6r8FhtBUouPxUrW2%2Fc7s9JDLsXOXFddvUQ%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=AVxigLJPOMNWnvPpMcnFNGZ78cjEMLkjOqUcI%2Fm13BKtOCMiY2kWO%2FpNJa2NsVgluH3BOjdvyreD7GlS5ja6BqtPRRlZ2uuUSAA%2FDgTx98ZV2Z88TPmMgARu5lZ6wj%2FetbePX31E7lIrOojz0ojU530IWDMkChXr6eYOpIytZzWqcWS5ZOWJNjEJxnUQZBsBUp%2BMAS60&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=AVxigLJ0BVA8K%2B3i48g8mPT%2FnyjFEdlutRJHAT4hqfrpHHf1VR3HI4ttua3ssym3zD2PjILOHWvuZi6YGrF0FjApxl%2Byb1hPQ4uSJH053Q5uqR6DcNt0XmgHV8fzUPE1TmGW3fUHQOVOo6SiggjIM3ekyDJK1jKhgVu4qdUAguiDKHqWRnmkGDCI%2FT3EIUaCddaB7MT9ZFs9axYIjQ%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=AVxigLJVIXZ3i%2F4DfO%2Bt3VQBYT7K%2BYzVhOSagDl3T0BhU3U469f%2F7LRZhqvAei2FaDX4AAzgkLmyIra4Q4fReunq9qNv4BKgPJROQ406L6WzJCMOCdBq43O%2FYyIM89mtIEQTVgAFJX09MaP%2BsRQe1e5fp0ujLzZbYXYzty6OqUGWrz5kEdNIKF9sfOoIUp3MPojBCg3GqRHfq9Wz1DmGEcYG6zmLR3NYX1U%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=AVxigLISo3p%2FTEqwJd6vuompSrapl238Hf1R4LABbp8h%2Fzm8k%2BjNn%2Bukxxha%2BKNYET71%2FBE9%2FyqT4nQKxzO3I%2BVqysPNjKfeoTpgE2jIZybkklKOV6fTMNe91o1ZCBtFLmXfBPFPUtKUeMQZXV0u4iYSMF%2FILHwJ4CCM1nH%2BjL%2B75W%2FnhiDotYRvZ7mLzlZH2sETGibzc06HrC5MKTElNORBL3SQ0a8V8Ra2IeM%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=AVxigLIXN7GFZGCFEAA6xNJ4Z14ONTDUnWMzKlrwNR295sr%2FpkE8shEM2zTexaKpYImzpgipAP%2B6K2T3%2Fb0XVnr%2B7zcaAFpesHBMBYuauTCVZq6HaIZBIluJvqUPGhEqRVUWg7eWExJbauQIcGDAKcFqMhFNfA3oKnq%2F%2FO8Z3hacoIEbWrFSlejK1%2FZTt72A3rkTZ%2BokDisI5UFx0Jz7lsAl%2Bx2avWFb7XQ%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=AVxigLJ0BVA8K%2B3i48g8mPT%2FnyjFEdlutRJHAT4hqfrpHHf1VR3HI4ttua3ssym3zD2PjILOHWvuZi6YGrF0FjApxl%2Byb1hPQ4uSJH053Q5uqR6DcNt0XmgHV8fzUPE1TmGW3fUHQOVOo6SiggjIM3ekyDJK1jKhgVu4qdUAguiDKHqWRnmkGDCI%2FT3EIUaCddaB7MT9ZFs9axYIjQ%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=AVxigLIAGTRQU9sGJjbYyt2sZTsm4p2MwBf51M0l3Co%2FVxpuIK9g76uPZF47IxcbJb1JJWghNe9c9z0hI9lfudekYMBLkknGOYUw7NqoFpTlLs%2FpfWsncLW3qVaaNkQ4TCPdQo8cdll%2BMKnNAXLFH6bKDdfooKlbrQGfc4dmA5CJhIzgq0XARKK2gSOOeHvvgdwyJ5zYRzS0jkTXSkc6N4Y%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=AVxigLJz%2BNhRz2uhAuK7pwYpr72DR2jB0rFu2mCie0dxdeI6gtvjoBy%2BEu7wscniP3GYijNNiWNOOBnyxtVC8f0yMYtwZ4QUmBcpNHHFDzehzH7mupkmpddjqPHmp2EC9wncbzlbK5TYlGZM6%2B4SMr5Tt%2BH5awPoBvU7vqlLYCy2nQnatA%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=AVxigLKu%2BgtwJhqSt4zW7BUQ0yNVg3YH%2FI8TNW01ueOSLTdYSPrYfiyqUQRQzMHbthQPjcr70yMVcUZdNpftnmuQgb8O%2BSDccXWWvbLwCPL%2F%2BFjOs40C%2BffZ%2FZfdm5a5UmIGyxhnm120KDW05PZSRPxr727dS6LolFO7uwMeOBNmQAybCPRoD08n1gBdW9yL6Q%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=AVxigLJtkEwtFMGdgMb4QBANYrPLrJ5fRZVJLUItnDkltjSWrpbSVxncuFzcLDCtGvyeiXEMiRu%2BD53%2BduFCYDl5GUoGn8ZQB1jn6uqWBeQ66%2BFwTfByqmzFLljcqE%2F4wakBPA1duNyQg7I97zvIfEwmqaHJyhuiXpFC51myzKuz&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=AVxigLKH%2BmPBkjSwjVWtXiXfUf4%2FoQ9xfE4QpJQ2g5ckG3T%2BSFVLWmUS1BnoGqW8z5BXsI3cHtz1AoidvR9UM2ahvRnRJJfV6WjBdGxjzRMOUVtRzF8jbGN9%2FCZi%2BPydDtn0PXAsD%2F7Z3ov%2F1PfzhRY2FHyqbEWEngiBeNpI52JFx3awwpcJlq8XdnhpTA%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=AVxigLLLOPRhzLHHVXuMr8GrwTMHA1X%2FSSWlisw2pnNv2tR37n17tCJu%2BvSHV7X6R7zYgDODBAceC3GMFDvJvX6IlRmFtflo1%2BjoZbyiTt%2F3Y7RglOHsxaIkJdwas%2F7kb2QgzNuVwhL7%2BosA9eI2tiaULsRcY8%2FUq1VTsW6nHyKPf4MiFKunGhKjcijWjLe3xjlQ15xOwpyDZA%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=AVxigLIOo3g1tVPFvx4RI4q7TUPmT83tQVTX6iQVtLC497WdvVWTpQhfy6AKKj%2BwYhbnOJ2MYYRFJ8y3qi%2FmV6hhgrXKUm8eKyVSz2csfSSlany4w%2BX%2FZCh6Q269yD9LlWWmryVwKCiu9uBGmtKEZDjA6ziFB4D%2BIO2qLWg7a6OVr5aMCK2sHazlD1SDcg%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=AVxigLIBVkW6EsgI1OOyUI9L0QCsUuKBsDwYA4CLqefRJLUpwg055U36qCCjnwLCLyCVTKs7WbbH4hkzL0b0tbWVUj46n99NcyCWGieWJB0waKA1QIyeHukbhtkCFb7JNCbNDpnr46oGZ7BWV259EqjBl%2FnAsD2HgXmIF6CUoXMF94ev&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=AVxigLIBVkW6EsgI1OOyUI9L0QCsUuKBsDwYA4CLqefRJLUpwg055U36qCCjnwLCLyCVTKs7WbbH4hkzL0b0tbWVUj46n99NcyCWGieWJB0waKA1QIyeHukbhtkCFb7JNCbNDpnr46oGZ7BWV259EqjBl%2FnAsD2HgXmIF6CUoXMF94ev&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=AVxigLIBVkW6EsgI1OOyUI9L0QCsUuKBsDwYA4CLqefRJLUpwg055U36qCCjnwLCLyCVTKs7WbbH4hkzL0b0tbWVUj46n99NcyCWGieWJB0waKA1QIyeHukbhtkCFb7JNCbNDpnr46oGZ7BWV259EqjBl%2FnAsD2HgXmIF6CUoXMF94ev&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=AVxigLIBVkW6EsgI1OOyUI9L0QCsUuKBsDwYA4CLqefRJLUpwg055U36qCCjnwLCLyCVTKs7WbbH4hkzL0b0tbWVUj46n99NcyCWGieWJB0waKA1QIyeHukbhtkCFb7JNCbNDpnr46oGZ7BWV259EqjBl%2FnAsD2HgXmIF6CUoXMF94ev&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=AVxigLIBVkW6EsgI1OOyUI9L0QCsUuKBsDwYA4CLqefRJLUpwg055U36qCCjnwLCLyCVTKs7WbbH4hkzL0b0tbWVUj46n99NcyCWGieWJB0waKA1QIyeHukbhtkCFb7JNCbNDpnr46oGZ7BWV259EqjBl%2FnAsD2HgXmIF6CUoXMF94ev&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=AVxigLIBVkW6EsgI1OOyUI9L0QCsUuKBsDwYA4CLqefRJLUpwg055U36qCCjnwLCLyCVTKs7WbbH4hkzL0b0tbWVUj46n99NcyCWGieWJB0waKA1QIyeHukbhtkCFb7JNCbNDpnr46oGZ7BWV259EqjBl%2FnAsD2HgXmIF6CUoXMF94ev&webInteractiveContentId=185823046841&portalId=8302174)

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

**

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Blogs

# How to start with Predictive Maintenance

 Dr Bernard Kornfeld, 12 November 2020

So you’ve done your homework, you know what asset you want to use Predictive Maintenance (PdM) for, and have [put together a business case](https://www.rayven.io/blog/business-case-predictive-maintenance) for it – how do you get started with it?

What we will say at the outset is that [Predictive Maintenance solutions](https://www.rayven.io/iot-solutions/predictive-maintenance) should be manageable, not cost the earth, nor risk disrupting your operations. If this is the scope of the project that someone has come to you with, then run far, fast.

The key to the successful deployment of Predictive Maintenance is to start small. If you’ve identified the correct assets that it should be deployed for, i.e. that their business-critical and have multiple variables that affect their operation which cannot all be measured from a single sensor, then by definition the risk of something going wrong and disrupting your operations is significant. You’ll also know that, for it to be truly effective, it needs [Data Science](https://www.rayven.io/iot-services) and Machine Learning, as well as time to build a large enough set of historical data to get things right – something you’re only going to be able to get after something is up and running to collect and process the data coming from it.

## With that out the way, this is how we think Predictive Maintenance should be approached:

1. **Understand the way you currently maintain the asset and its current performance **– discover where it’s commonly failing or which parts it’s needing changing frequently, what the current maintenance schedule is (i.e. when is there planned downtime), and discover what its current productivity is. What you’re looking to do here is collect enough data to get a baseline calculation of performance and understand points of failure so that you can collect the appropriate real-time data.
2. **Identify and deploy the correct IoT sensors and meters, plus integrate existing systems –** what you’re looking to do is to establish real-time, accurate data streams into your IoT platform so that you can utilise data science and machine learning. It’s likely that you’ll need fit new sensors to old machinery, (which may need a specialist, depending on the machinery) and integrate existing systems (e.g. SCADA), so it might be best to seek some advice first.
3. **Build the Data Warehouse and programme the [IoT platform](https://www.rayven.io/iot-platform) – **with all the sensors in place, you need to build the data warehouse where it will be stored (in the Cloud) and then tune your IoT platform so that it can process the information and visualise it. It’s at this stage that you should develop asset health scores and be able to visualise it – a big step!
4. **[Data Science](https://www.rayven.io/iot-services) & Machine Learning** – with the solution up and running, getting accurate real-time data streams, and providing a dashboard of readings, you can get started with building your machine learning algorithms that are going to predict failure. This might sound complicated, but some platforms (like ours!) have a drag-and-drop, codeless interface (Rayven’s Machine Learning Engine) which make it possible to build yourself.
5. **Simulate (or measure real) failures and deploy** – once created, good IoT platforms ([like ours](https://www.rayven.io/iot-platform/)!) can then allow you to test the algorithm in a simulator using different variables to track its efficacy in predicting failure. This presents you with the opportunity to finetune it before then deploying it into your real operations. There is likely to still be failures over this period as new scenarios occur, but these are all things that the machine learning algorithm will be learning from to help prevent in the future by adjusting failure thresholds.
6. **Optimise –** as you collect more data over time, with Machine Learning, you can start to learn more about your asset’s performance, spots deeper trends in the data, and then further tune it so that you’re not only predicting failure, but also finding new, more effective ways of operating the asset or conducting maintenance. You’ll also be able to optimise your existing maintenance schedules and better organise maintenance crews to be more efficient.
7. **Scale – **once you’ve a proven Predictive Maintenance model that’s demonstrating a clear bottom line benefit to your organisation, then it’s time to scale the solution. If it’s on one truck, scale it to the fleet, one production line, move it to all others in different facilities. This is the stage where you compound the benefits and capitalise on the upfront investments that have been made in [Data Science](https://www.rayven.io/industrial-iot-data-science) and Machine Learning. This will further increase the ROI of your project and open new opportunities for IoT technology deployment across your organisation.

Rayven’s approach to Predictive Maintenance (and all IoT projects) is to deploy small-sale preconfigured solutions fast (and affordably), utilising experts with in depth industry knowledge and experience in the field (as well as data science) who can then finetune it to your operations. Once you start collecting the right data and the machine learning algorithm is improving itself, you can judge the business impact and then scale.

Rayven has experience building [Predictive Maintenance IoT solutions](https://www.rayven.io/iot-solutions/predictive-maintenance) - on our world-leading hybrid iPaaS, Data, ETL, IoT, Workflow Automation, ETL, BI, App Development + PaaS[ Rayven platform](https://www.rayven.io/rayven-platform) - with organisations in manufacturing, facility & asset management, trucking & logistics, agriculture, energy & utilities, and infrastructure & construction – implementing them both quickly and affordably.

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

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