---
title: What is Predictive Maintenance? A Easy Guide | Rayven
description: There are numerous different maintenance strategies, but what are they all? Here's how to tell the difference between them all and how PdM can help.
image: https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Website%20Images/Rayven%20Blogs%20Images/Maintenance-Electricity.jpg
---

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**Custom AI + Agents**

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

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

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

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

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

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

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Field Applications

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

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**Platform Overview**

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

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

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**Integration Layer**

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

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

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**Data Layer**

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

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

[![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=AVxigLKpBft6e7vXgUaqLn23nhfayIYB%2FXBxs5z66rEDI4HiQk5sVbGu3YIq%2Br1Hmm3QlXtqGZIPRJB2geFGl7mic9lSx%2B9HLX4We%2F6rk0JIqzUMjH2b0uZE5xJfBpnYGI106zdhGg%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=AVxigLIX56unBwI2hP9Hhl32y7QbS%2F63yYZP%2Bm%2BJKhd2%2FZE8xhLFIwTLV30rNr3dYVzOUNhldwu6rulPtJY0nvZpZExVJC5BdIkw%2B%2FVKQjf6JBtONrhLR22L%2B0%2B4mtYH71jyaGQsft98lKbNjNk%2BvnEq5Dfm6ZZjmrW1HePMxz410UDugfzrAcMJ%2BaCPylwW9EvNFNXzyhLF31B5TanE8NvV0g%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=AVxigLJM4nnrBBBeLGcPbL5M0k%2Fu5ffeUysK7eBXctalgPQA0NF53ok5v4t%2BjmuVAxoOgfAlPthp2E0TSTsF3f%2BZlHzQMmCLRU4R4ya53LA4UgmvIQZcJDdzoArCUnVnZx7yhFKP%2FkWjgWrw93%2BfTX3GaU7kKBEpMYE%2BTfMQNmhRJqJoyUOMIHEL2kexhXgfjF0kXadW0WbGwfaFbA%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=AVxigLKim9CgoIZSJn9RC9Q4uf6pb6EOIs82t3cjPfA6OFsmdCVviF7x%2F25eIqCfShKAz0Ly5lhmx5HNVzbWnn16OeImpTwCJcvMO6817HgpCGR2Qt81pV1nHZbL9hy0Y8XA%2FyDlk4LNKkXnNwapaQcsQLAc6Noqbi0zs68A98jjDoSKMtgwKV8S7RBfrSMGJLh9PKsSWVVeBjmB8A%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=AVxigLJeP%2FAt8Sp9w%2Fz36nKE6s1B02ze4e5nMAnZ4xYaxyKNu2Bi5VxHd8TcQ4M4WCHCoOtJY19xNY7d%2FJQa%2BRMjMAwSuG6d%2BXKuHyqLZgJAFsNj%2BWfOXLzJJY5ngDtN0QMDdKzmc2HIVG%2F7kXTyvPzwCvQRMfXz%2BRnC49n13NPdTvG%2F4Ph%2BLcmMGoEJCT0gtEihCO983arnH%2FVhXOqeSwx8pHI%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=AVxigLKugOCUlgMnyw4qXOXgLpkTb6ElxYNHKDaQQ8%2Bt30R4t%2F3SOMN3E9TWjzBPfFGY%2F6Xaox7TyLeidfbJO4b2JoT9FaP6mHkeM%2FIYMSvnFQUXCMxiW4%2Bw6UyliRXDNsa7NLWUI2t48drBZiD1fuoTc6vWt1OjHTa2JV%2F9OzK0tC33HkYhiClTsZUK4swvKhXpaBMwR6WSiGUPgA4Kc0g%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=AVxigLIj9W75tL2tc0QTvOLLJlwLQHdjMAU1CDLaAjVxJ6XK%2FwRWIY2y%2BAie5U9e4597M9iOTiywS6YgXenvNnahEnXKtp3l6b470OaI5XmjOt7yjJeht1bqzi6UHddIVDAgV7wXwr7nMnihsGD3TGINmSTHG223T1YOolp9VPLJfYpN2tVgrMN%2BMetp3WVQhGPRjDiuP1r5pwPsVoRa3uRawsOkmg%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=AVxigLKJsKMQn2TO82OW64khpnGbeALBAjRlGDvoS4LU9nprrT6ykIjjX6IninuRGaeW8UhKZtjXrITjhf7rjMsEzzwztWLNSb4NpP6lJozq%2FsT4T90cfTxRSUfDf39qC3MFnU2H5LDMIPBYiDfgxnP5BxPAQxxUm2Q0Php2pb%2F2H4GY2K%2B1k0xS5wxVMHY9Hc1ffJqsUZQ3jon%2Bjjx4O8dskZLlnJA%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=AVxigLIWaUmsedstQfT0yJzryh6gSnx2hfLj1QBgGYY%2F3ZkbLPDFH2tzleE%2FDQUav%2BBs%2BPV0YtBwY1dRACxeimf0HSlK6H61YnBrbo1xkphSgrOCe%2FVqs%2FNqTYkNjjJ%2FUmtyVOYB6SOk3Ua6EMJ0PSb4UllU7kzXPz9cWVN%2Br2t1TLB0UJIkr2Xycyn1qFJVI90W84T0FzkN5oYzjzAKd68%2BOZY%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=AVxigLJ7GRQ8wUEaNLzT41WlNmpTQy463HkEs3n%2BUPk3%2FdLM2sLWtaaBWh4NjWO4NUzWEG%2BKVneOgUQxfAL347KDPfHH8ZaocZyUU7xhlqeeM2Xrn%2BfZZeZEFf%2BY7PnPaCQAapSifn321KQECwBWD8BBOHxHih2Po1HimQiIAIMcunQch%2BIt%2B7YGMRDUdBR8aZmmLVVy7aOZC1p%2FsKNcdsIZJw%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=AVxigLILp7AiAZINBv86CK6E%2BM%2B5gnqW1NfmhrBr3vP0BcBvJck%2BbCA9JT1dqmsKW1BEskJtjCXWBnCMizImFt2tq7fqK%2Fd%2FG21iT6S3aNbyo1mCyu2zMoN2jFp%2FT3HQNVAN14Gb%2BGiZVb4WdtEBQUbHnNRljOnzprZ%2B2CFOyC5J%2BKZGpHh%2Bs9d4sVQE7tgYcvjYUagjFfzd%2FDQY0u76IeN2NDBugUjXKs0Ca989ZPCke%2FDwEg%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=AVxigLJ5aLemWaV6KTrbJSYdOsvXSYSXZqDHf8WfDfp%2Fzt6fvJBp9ToFdOwJ0NfOK5vs%2F1FWIqeqk5MD14MBD%2BcjUa4RXWdi%2FjSSCWK4RtFlHz6veMMmbbVeD6%2BS50sc1UOcZMSlcA8lP817gwI2dy8uM86%2BsmbvlnabaqKwU9qJrfEcY5bxA%2BM%2FKMcEsK10INxldMnxxe5lvCATvzJ3%2BfG0v%2BC0&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=AVxigLIiH5FdaSIr1LUCiKIurV1HNiHHAqYxkQxVoPQQf%2BtU20tPLePkfjSBs%2FAgeYDJM68F7kBadJ1nGrc3ehGbwev83jtOZ%2B3tPdhP8o%2FX7Y9beSlvgbj%2FIUFfAr3NAD5VVjAcJjtlI7GaCFi4MTccijx6rpOQfeHA1JZtYDv0ygIM1x6DJqH%2FnhqjzaOZki%2FS0Rkp6vWS51LRUZ5v%2BR5mspLzGA%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=AVxigLIS9zOuHX1Y9yyUHUHX3tnRjbZlri%2BlY3x4eTrUCl9YWDsZbjHi8w8Ou06rmV5Ag%2BI56kFz6VMfZ1DdZFdWT5tYgN70wMr%2FFyOvJXiU9Oc1fI1nWLvnm7f7Gg62cjmWI2L%2FLXB06vMKDHoZONC2iHurAOtE1p0AO3T7r1m6cspdc5K3OJjLLiNVESVxLV7e%2B1YR8ry%2BbffQEOQT1Kb5eO%2FLJ51emTc%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=AVxigLKPW2diKXofOayCc6QF03RVl3rAjz2HtOjKy5xD2u3VW%2FUzmBTFOcwqBUdStokPIVp01S6YznipwPNNHZmsnLXR5qZvk%2Be%2BNYEguwNeKP%2FHQJotmuw4UO7M%2BfghvvkFCfdh3ZskplBdBgUMTEzDdoOJAKLTtSyYWUQLAs4Qtk0S5glx2f5SkALhZg5jBvc4ceT96lTa6C5%2BvgLNfevU3ds%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=AVxigLIiZ6SaBlM%2BNFc6tJZcYKMRXfZ0EAYaPI6iEOgchYT7pOBoinzRTj2oSNspzCCWzkdbc%2F51NUPhXFOyuE9fVTAsIW2A1FNkk7O7tS%2BNye1j7%2BuadP7%2BiobviL%2BhJqRHp1992DjsnIiRioAUCA9h7mJSZotGDAJj9zcuLOxPHed1fs%2BREcR9GHNnjMcxF9%2FfcCYsD7BhLoRFw2w%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=AVxigLKvlHla1MFareHMNjkDVXj2KgER0LI1o%2FBaTItT54mKs3qR7setJkm1g8tV1RNXAK6X%2FH8SJy0DYmfCxT6ficKqnJVQovpzhLq%2FPhggr3kZ%2B%2FB8SuCAMhhv8XL5gLa70kfvDmHXC30L0k5CotM%2Bxj9MxXsO8uDFJIYeUANGoT7MazZT0Xwt42RpnraOs1vLttO9pQ%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=AVxigLJj6VMTurYdl5GwOxYjswA8SDZX4rAp0SQto5xRMKtz%2BxYohxMn4f%2F6MwEYKM3Z8tgSyuXj6KSPGk2Cqz2xxYsIcBhPQ22djms7viUWxLIHY430frn73pd4pJu%2FRF2%2FxYZOW8MLyHAIhoL3K1hNw0%2F68w1hFGqTgWubs1SQasTYozY%2FA82z5ZVHCuiRlbocUei3&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=AVxigLJJXVirQhNQEHPcB0Jopo4E5R2PBVYHgrQnQzsVchreibHgdumteWPbjSP27DeKBwR9%2FHsurfNxe0C9L%2B0rezlfAR4ZVLoZimC%2BhWlkomJ262o0zb%2B9emAs%2FmnvrXO5lmIGcc9ruFbHk2I5vPlrD%2F4dCtLabG25egW2aIvrucohjm7fK1cuw99d1D6tYgmShHCI%2FRuQiiVg8g%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=AVxigLKJhqkzPDP9NbVtA5qVXeinDq9Eouvavoi%2FV33HkgMy1561%2BjB6dmKbOfRpX7ZnM9d8ZD8YWCYlz78NKwnBoMxnpM1TTaNiw6WL8%2Bp59vmtS61VwAJjiLA%2F%2FhBF%2FTjYLSub68xGsHJm4V0YNx%2FGrUHz3PkYEaMsseqdE%2FV5JpC18FJmzhU4dKVp1j6ZcoNOGnHJAyan9tLotGCNoQo0zN%2Bz8aaYRsQ%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=AVxigLL8LMuuRrmScfYgB0wIqzsmgFKUNKePr6%2FeyfkDpj1aAu2xX7W0RGfoZYOT4hfJ%2FPGyWlPCEDL0lql%2Fpbwn2c61O%2FSikNdx0Tl2fs36KUNmxHtRY3gBhBBzRQSLTRLgtGU0GQ%2F6vFhU7fYca8W41XN2Xzoug8nWPgucDG03Ww08wOMPnJjO4oSGD566PJQmGnwayUwaBcEXpxzv2HztHdXtSqORhHUqt%2BI%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=AVxigLJFf3Z%2BN2e85DPtqrQbWMbEGgBa3DqLA27YYDVr9z7Iv52MRr6toGrCZ1RI0y57eV4GW9dWosdpdkgIKBDIXbcVP%2BDy2jlLSI0Kk1d2KzHeMef%2F%2FteSpHLmxM8y2aIvbKj2nOifpc29ofE%2B0bGEKOJCUbRuBmuSRYoaZ4oGubP2FxdMjWrcxtHHCyQ4E4vusl8QwbNsWIm1Ic4ulVPWFa7bzTaYRko%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=AVxigLJJXVirQhNQEHPcB0Jopo4E5R2PBVYHgrQnQzsVchreibHgdumteWPbjSP27DeKBwR9%2FHsurfNxe0C9L%2B0rezlfAR4ZVLoZimC%2BhWlkomJ262o0zb%2B9emAs%2FmnvrXO5lmIGcc9ruFbHk2I5vPlrD%2F4dCtLabG25egW2aIvrucohjm7fK1cuw99d1D6tYgmShHCI%2FRuQiiVg8g%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=AVxigLKTzo4Rj9x9DgeAAyHadpHC1p18MnrsezJLItYf5fFWmyJ6TVOc%2BHwTYUJoGDxX32Pc0aLcOFsEIBuxYAyc0pG7mtGeW00OUEsoZc43TuaQGqvATbpY2konUfPPBStIsRp6hsaqiDC45%2BZJ%2BN7rRR8MsB%2FRFtEmfCSOwla67btVRMeb7%2FaXtU4Bj%2BkqdNaUAEPCcOrW2WqAAlLNKj0%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=AVxigLLXmosdniGfgJ%2BzK6ZepQ0lDHL6zKwv49dNFiiGTF8YzQyBepXh4zX9x3%2F88FZnFDReUnMQEw7scMCvKzuKq9ZBzUriwKhe8SlvZTUzJzzn2RtP9CGNx8MoVPpMYWjXjpaiSqMMUdM8GtJEZ34rH2WsnpMhQTT4phaRSP8GRIicJw%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=AVxigLLYKQfiThuEaYzpFWNcp3h9A59KckUiV3h4J8Y1jDLHU0SfI0PwjnuHmmxr7uZ33GH2BxIp58%2Ffv8%2BiQFMsrZNyO1HskEezQdgQr5FoeU5R3Xy90ovVUhFCbXvbUo5ovAO7Bpqwb%2FnEL8ow%2Bhz9s5z5d6cJyGfUlGi4W%2FnvjNAjUb4S%2Bt3gWq8ifLlQOQ%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=AVxigLKcPqPoKuab1uXRLnLkquAIaitEO1O54ir4uP%2BFJ7E4ylkhbwp4lYeJ6HhtCD%2FuYxBtXBhIjFIlxb7nGrKpLzqy3fvXOFXvGDFV1HBRhhNKfG1W12%2BVkm4NSgketZYuv73g0xyWLlzpnCKBihPPWRshdgbmy0SoNC01GoRJ&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=AVxigLIqdZ59lp50ZSvYeRgvrekINoRvfie0Ytkn2WAzo9jY2RDY2bIeLlEsduH1v9oydz8CSWi3fqBQdJELC9m4l6JqwI%2Fx7PB%2FiSV9TXUhb1HCxm%2B0DXeBTHty7lOH5YuaErQUX7VtkbhEqOAn1ipr3hm3aY6I7gXA60tDWZDhECExOOmPf54OJJl4aA%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=AVxigLKvZRrUEy2hbqN%2FbTUdGOfgABsVt9iNCzWYOzKwTo%2F3en0BM%2FbEJQbu8QSqAK1qwA6QtcJ4UUBavx0ScaAt4%2FLMD1nO5Lbghnw2xs0ZVYrhSDfi7DUPvtY23mc95xVpDHp4eB3iWTDeFmyKrsF2xfFm%2BtLl1jkkFzOyBjoYf2VNQ5PwaGgLYWUlnQCPfDCk9NCxNpmpNg%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=AVxigLICkhtwLNYCnqKuOza%2FhO7SzkmyaPM5fQWTK5PZAsAZV5hUG4VNYKdAeGjL4jdp4BG9wlXNNI3MnEtUFdRPzi3NlkjHAbggv0%2BCWGkUunliJ6vtxkOmamdLhrdmynxWqUcO8SE4DL5JdZZRWdiYVxwWenddXV07Q0FMg3LBWbv4uDpDRaXEZioJlQ%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=AVxigLKaGTdhjE8NzCeQBMAKHI0q1VJwlQ%2Bs2jovlva6D8Ke2BUqtZIMFDmMO0qDXf6mLhwzYtmCJvvafX6%2FY5WJb1zZaNRJaymt4edm%2BGB7969FCxLLZ7%2FyHAEVU8AOeFLL7pAcwjtWP7kFOtpgKP6wCFLrXtkq%2Bug1J8L5ZxhUlEG%2F&webInteractiveContentId=185823046841&portalId=8302174)

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Overview

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

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

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

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

We Partner With

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

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

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

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

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

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

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

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

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

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Library

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

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

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

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

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

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

Our Company

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

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

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

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

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[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKaGTdhjE8NzCeQBMAKHI0q1VJwlQ%2Bs2jovlva6D8Ke2BUqtZIMFDmMO0qDXf6mLhwzYtmCJvvafX6%2FY5WJb1zZaNRJaymt4edm%2BGB7969FCxLLZ7%2FyHAEVU8AOeFLL7pAcwjtWP7kFOtpgKP6wCFLrXtkq%2Bug1J8L5ZxhUlEG%2F&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=AVxigLJLnmj%2FPTFQZT8kLWdNWgg%2Bcax3HZ7EfgdU07ZhPDBmQQTYOqZp2uFn5zLat9m0mSDvKpa7XtwqcorM%2F7OiwTn37oM6jhrD6iFcgIzaRa5WJCrtaHuVZmPHFtM3sz%2F69NKBT%2Fi8%2FUZgiujFwMMPH%2FYgUxCwv3Xv%2B8RmlhzjFPQ07xRj6YjiFeWIglYhws9kgg%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=AVxigLKpBft6e7vXgUaqLn23nhfayIYB%2FXBxs5z66rEDI4HiQk5sVbGu3YIq%2Br1Hmm3QlXtqGZIPRJB2geFGl7mic9lSx%2B9HLX4We%2F6rk0JIqzUMjH2b0uZE5xJfBpnYGI106zdhGg%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=AVxigLKpBft6e7vXgUaqLn23nhfayIYB%2FXBxs5z66rEDI4HiQk5sVbGu3YIq%2Br1Hmm3QlXtqGZIPRJB2geFGl7mic9lSx%2B9HLX4We%2F6rk0JIqzUMjH2b0uZE5xJfBpnYGI106zdhGg%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=AVxigLIX56unBwI2hP9Hhl32y7QbS%2F63yYZP%2Bm%2BJKhd2%2FZE8xhLFIwTLV30rNr3dYVzOUNhldwu6rulPtJY0nvZpZExVJC5BdIkw%2B%2FVKQjf6JBtONrhLR22L%2B0%2B4mtYH71jyaGQsft98lKbNjNk%2BvnEq5Dfm6ZZjmrW1HePMxz410UDugfzrAcMJ%2BaCPylwW9EvNFNXzyhLF31B5TanE8NvV0g%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=AVxigLJM4nnrBBBeLGcPbL5M0k%2Fu5ffeUysK7eBXctalgPQA0NF53ok5v4t%2BjmuVAxoOgfAlPthp2E0TSTsF3f%2BZlHzQMmCLRU4R4ya53LA4UgmvIQZcJDdzoArCUnVnZx7yhFKP%2FkWjgWrw93%2BfTX3GaU7kKBEpMYE%2BTfMQNmhRJqJoyUOMIHEL2kexhXgfjF0kXadW0WbGwfaFbA%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=AVxigLKim9CgoIZSJn9RC9Q4uf6pb6EOIs82t3cjPfA6OFsmdCVviF7x%2F25eIqCfShKAz0Ly5lhmx5HNVzbWnn16OeImpTwCJcvMO6817HgpCGR2Qt81pV1nHZbL9hy0Y8XA%2FyDlk4LNKkXnNwapaQcsQLAc6Noqbi0zs68A98jjDoSKMtgwKV8S7RBfrSMGJLh9PKsSWVVeBjmB8A%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=AVxigLJeP%2FAt8Sp9w%2Fz36nKE6s1B02ze4e5nMAnZ4xYaxyKNu2Bi5VxHd8TcQ4M4WCHCoOtJY19xNY7d%2FJQa%2BRMjMAwSuG6d%2BXKuHyqLZgJAFsNj%2BWfOXLzJJY5ngDtN0QMDdKzmc2HIVG%2F7kXTyvPzwCvQRMfXz%2BRnC49n13NPdTvG%2F4Ph%2BLcmMGoEJCT0gtEihCO983arnH%2FVhXOqeSwx8pHI%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=AVxigLKugOCUlgMnyw4qXOXgLpkTb6ElxYNHKDaQQ8%2Bt30R4t%2F3SOMN3E9TWjzBPfFGY%2F6Xaox7TyLeidfbJO4b2JoT9FaP6mHkeM%2FIYMSvnFQUXCMxiW4%2Bw6UyliRXDNsa7NLWUI2t48drBZiD1fuoTc6vWt1OjHTa2JV%2F9OzK0tC33HkYhiClTsZUK4swvKhXpaBMwR6WSiGUPgA4Kc0g%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=AVxigLIj9W75tL2tc0QTvOLLJlwLQHdjMAU1CDLaAjVxJ6XK%2FwRWIY2y%2BAie5U9e4597M9iOTiywS6YgXenvNnahEnXKtp3l6b470OaI5XmjOt7yjJeht1bqzi6UHddIVDAgV7wXwr7nMnihsGD3TGINmSTHG223T1YOolp9VPLJfYpN2tVgrMN%2BMetp3WVQhGPRjDiuP1r5pwPsVoRa3uRawsOkmg%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=AVxigLKJsKMQn2TO82OW64khpnGbeALBAjRlGDvoS4LU9nprrT6ykIjjX6IninuRGaeW8UhKZtjXrITjhf7rjMsEzzwztWLNSb4NpP6lJozq%2FsT4T90cfTxRSUfDf39qC3MFnU2H5LDMIPBYiDfgxnP5BxPAQxxUm2Q0Php2pb%2F2H4GY2K%2B1k0xS5wxVMHY9Hc1ffJqsUZQ3jon%2Bjjx4O8dskZLlnJA%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=AVxigLIWaUmsedstQfT0yJzryh6gSnx2hfLj1QBgGYY%2F3ZkbLPDFH2tzleE%2FDQUav%2BBs%2BPV0YtBwY1dRACxeimf0HSlK6H61YnBrbo1xkphSgrOCe%2FVqs%2FNqTYkNjjJ%2FUmtyVOYB6SOk3Ua6EMJ0PSb4UllU7kzXPz9cWVN%2Br2t1TLB0UJIkr2Xycyn1qFJVI90W84T0FzkN5oYzjzAKd68%2BOZY%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=AVxigLJ7GRQ8wUEaNLzT41WlNmpTQy463HkEs3n%2BUPk3%2FdLM2sLWtaaBWh4NjWO4NUzWEG%2BKVneOgUQxfAL347KDPfHH8ZaocZyUU7xhlqeeM2Xrn%2BfZZeZEFf%2BY7PnPaCQAapSifn321KQECwBWD8BBOHxHih2Po1HimQiIAIMcunQch%2BIt%2B7YGMRDUdBR8aZmmLVVy7aOZC1p%2FsKNcdsIZJw%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=AVxigLILp7AiAZINBv86CK6E%2BM%2B5gnqW1NfmhrBr3vP0BcBvJck%2BbCA9JT1dqmsKW1BEskJtjCXWBnCMizImFt2tq7fqK%2Fd%2FG21iT6S3aNbyo1mCyu2zMoN2jFp%2FT3HQNVAN14Gb%2BGiZVb4WdtEBQUbHnNRljOnzprZ%2B2CFOyC5J%2BKZGpHh%2Bs9d4sVQE7tgYcvjYUagjFfzd%2FDQY0u76IeN2NDBugUjXKs0Ca989ZPCke%2FDwEg%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=AVxigLJ5aLemWaV6KTrbJSYdOsvXSYSXZqDHf8WfDfp%2Fzt6fvJBp9ToFdOwJ0NfOK5vs%2F1FWIqeqk5MD14MBD%2BcjUa4RXWdi%2FjSSCWK4RtFlHz6veMMmbbVeD6%2BS50sc1UOcZMSlcA8lP817gwI2dy8uM86%2BsmbvlnabaqKwU9qJrfEcY5bxA%2BM%2FKMcEsK10INxldMnxxe5lvCATvzJ3%2BfG0v%2BC0&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=AVxigLIiH5FdaSIr1LUCiKIurV1HNiHHAqYxkQxVoPQQf%2BtU20tPLePkfjSBs%2FAgeYDJM68F7kBadJ1nGrc3ehGbwev83jtOZ%2B3tPdhP8o%2FX7Y9beSlvgbj%2FIUFfAr3NAD5VVjAcJjtlI7GaCFi4MTccijx6rpOQfeHA1JZtYDv0ygIM1x6DJqH%2FnhqjzaOZki%2FS0Rkp6vWS51LRUZ5v%2BR5mspLzGA%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=AVxigLIS9zOuHX1Y9yyUHUHX3tnRjbZlri%2BlY3x4eTrUCl9YWDsZbjHi8w8Ou06rmV5Ag%2BI56kFz6VMfZ1DdZFdWT5tYgN70wMr%2FFyOvJXiU9Oc1fI1nWLvnm7f7Gg62cjmWI2L%2FLXB06vMKDHoZONC2iHurAOtE1p0AO3T7r1m6cspdc5K3OJjLLiNVESVxLV7e%2B1YR8ry%2BbffQEOQT1Kb5eO%2FLJ51emTc%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=AVxigLKPW2diKXofOayCc6QF03RVl3rAjz2HtOjKy5xD2u3VW%2FUzmBTFOcwqBUdStokPIVp01S6YznipwPNNHZmsnLXR5qZvk%2Be%2BNYEguwNeKP%2FHQJotmuw4UO7M%2BfghvvkFCfdh3ZskplBdBgUMTEzDdoOJAKLTtSyYWUQLAs4Qtk0S5glx2f5SkALhZg5jBvc4ceT96lTa6C5%2BvgLNfevU3ds%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=AVxigLIiZ6SaBlM%2BNFc6tJZcYKMRXfZ0EAYaPI6iEOgchYT7pOBoinzRTj2oSNspzCCWzkdbc%2F51NUPhXFOyuE9fVTAsIW2A1FNkk7O7tS%2BNye1j7%2BuadP7%2BiobviL%2BhJqRHp1992DjsnIiRioAUCA9h7mJSZotGDAJj9zcuLOxPHed1fs%2BREcR9GHNnjMcxF9%2FfcCYsD7BhLoRFw2w%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=AVxigLKvlHla1MFareHMNjkDVXj2KgER0LI1o%2FBaTItT54mKs3qR7setJkm1g8tV1RNXAK6X%2FH8SJy0DYmfCxT6ficKqnJVQovpzhLq%2FPhggr3kZ%2B%2FB8SuCAMhhv8XL5gLa70kfvDmHXC30L0k5CotM%2Bxj9MxXsO8uDFJIYeUANGoT7MazZT0Xwt42RpnraOs1vLttO9pQ%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=AVxigLJj6VMTurYdl5GwOxYjswA8SDZX4rAp0SQto5xRMKtz%2BxYohxMn4f%2F6MwEYKM3Z8tgSyuXj6KSPGk2Cqz2xxYsIcBhPQ22djms7viUWxLIHY430frn73pd4pJu%2FRF2%2FxYZOW8MLyHAIhoL3K1hNw0%2F68w1hFGqTgWubs1SQasTYozY%2FA82z5ZVHCuiRlbocUei3&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=AVxigLJJXVirQhNQEHPcB0Jopo4E5R2PBVYHgrQnQzsVchreibHgdumteWPbjSP27DeKBwR9%2FHsurfNxe0C9L%2B0rezlfAR4ZVLoZimC%2BhWlkomJ262o0zb%2B9emAs%2FmnvrXO5lmIGcc9ruFbHk2I5vPlrD%2F4dCtLabG25egW2aIvrucohjm7fK1cuw99d1D6tYgmShHCI%2FRuQiiVg8g%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=AVxigLKJhqkzPDP9NbVtA5qVXeinDq9Eouvavoi%2FV33HkgMy1561%2BjB6dmKbOfRpX7ZnM9d8ZD8YWCYlz78NKwnBoMxnpM1TTaNiw6WL8%2Bp59vmtS61VwAJjiLA%2F%2FhBF%2FTjYLSub68xGsHJm4V0YNx%2FGrUHz3PkYEaMsseqdE%2FV5JpC18FJmzhU4dKVp1j6ZcoNOGnHJAyan9tLotGCNoQo0zN%2Bz8aaYRsQ%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=AVxigLL8LMuuRrmScfYgB0wIqzsmgFKUNKePr6%2FeyfkDpj1aAu2xX7W0RGfoZYOT4hfJ%2FPGyWlPCEDL0lql%2Fpbwn2c61O%2FSikNdx0Tl2fs36KUNmxHtRY3gBhBBzRQSLTRLgtGU0GQ%2F6vFhU7fYca8W41XN2Xzoug8nWPgucDG03Ww08wOMPnJjO4oSGD566PJQmGnwayUwaBcEXpxzv2HztHdXtSqORhHUqt%2BI%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=AVxigLJFf3Z%2BN2e85DPtqrQbWMbEGgBa3DqLA27YYDVr9z7Iv52MRr6toGrCZ1RI0y57eV4GW9dWosdpdkgIKBDIXbcVP%2BDy2jlLSI0Kk1d2KzHeMef%2F%2FteSpHLmxM8y2aIvbKj2nOifpc29ofE%2B0bGEKOJCUbRuBmuSRYoaZ4oGubP2FxdMjWrcxtHHCyQ4E4vusl8QwbNsWIm1Ic4ulVPWFa7bzTaYRko%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=AVxigLJJXVirQhNQEHPcB0Jopo4E5R2PBVYHgrQnQzsVchreibHgdumteWPbjSP27DeKBwR9%2FHsurfNxe0C9L%2B0rezlfAR4ZVLoZimC%2BhWlkomJ262o0zb%2B9emAs%2FmnvrXO5lmIGcc9ruFbHk2I5vPlrD%2F4dCtLabG25egW2aIvrucohjm7fK1cuw99d1D6tYgmShHCI%2FRuQiiVg8g%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=AVxigLKTzo4Rj9x9DgeAAyHadpHC1p18MnrsezJLItYf5fFWmyJ6TVOc%2BHwTYUJoGDxX32Pc0aLcOFsEIBuxYAyc0pG7mtGeW00OUEsoZc43TuaQGqvATbpY2konUfPPBStIsRp6hsaqiDC45%2BZJ%2BN7rRR8MsB%2FRFtEmfCSOwla67btVRMeb7%2FaXtU4Bj%2BkqdNaUAEPCcOrW2WqAAlLNKj0%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=AVxigLLXmosdniGfgJ%2BzK6ZepQ0lDHL6zKwv49dNFiiGTF8YzQyBepXh4zX9x3%2F88FZnFDReUnMQEw7scMCvKzuKq9ZBzUriwKhe8SlvZTUzJzzn2RtP9CGNx8MoVPpMYWjXjpaiSqMMUdM8GtJEZ34rH2WsnpMhQTT4phaRSP8GRIicJw%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=AVxigLLYKQfiThuEaYzpFWNcp3h9A59KckUiV3h4J8Y1jDLHU0SfI0PwjnuHmmxr7uZ33GH2BxIp58%2Ffv8%2BiQFMsrZNyO1HskEezQdgQr5FoeU5R3Xy90ovVUhFCbXvbUo5ovAO7Bpqwb%2FnEL8ow%2Bhz9s5z5d6cJyGfUlGi4W%2FnvjNAjUb4S%2Bt3gWq8ifLlQOQ%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=AVxigLKcPqPoKuab1uXRLnLkquAIaitEO1O54ir4uP%2BFJ7E4ylkhbwp4lYeJ6HhtCD%2FuYxBtXBhIjFIlxb7nGrKpLzqy3fvXOFXvGDFV1HBRhhNKfG1W12%2BVkm4NSgketZYuv73g0xyWLlzpnCKBihPPWRshdgbmy0SoNC01GoRJ&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=AVxigLIqdZ59lp50ZSvYeRgvrekINoRvfie0Ytkn2WAzo9jY2RDY2bIeLlEsduH1v9oydz8CSWi3fqBQdJELC9m4l6JqwI%2Fx7PB%2FiSV9TXUhb1HCxm%2B0DXeBTHty7lOH5YuaErQUX7VtkbhEqOAn1ipr3hm3aY6I7gXA60tDWZDhECExOOmPf54OJJl4aA%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=AVxigLKvZRrUEy2hbqN%2FbTUdGOfgABsVt9iNCzWYOzKwTo%2F3en0BM%2FbEJQbu8QSqAK1qwA6QtcJ4UUBavx0ScaAt4%2FLMD1nO5Lbghnw2xs0ZVYrhSDfi7DUPvtY23mc95xVpDHp4eB3iWTDeFmyKrsF2xfFm%2BtLl1jkkFzOyBjoYf2VNQ5PwaGgLYWUlnQCPfDCk9NCxNpmpNg%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=AVxigLICkhtwLNYCnqKuOza%2FhO7SzkmyaPM5fQWTK5PZAsAZV5hUG4VNYKdAeGjL4jdp4BG9wlXNNI3MnEtUFdRPzi3NlkjHAbggv0%2BCWGkUunliJ6vtxkOmamdLhrdmynxWqUcO8SE4DL5JdZZRWdiYVxwWenddXV07Q0FMg3LBWbv4uDpDRaXEZioJlQ%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=AVxigLKaGTdhjE8NzCeQBMAKHI0q1VJwlQ%2Bs2jovlva6D8Ke2BUqtZIMFDmMO0qDXf6mLhwzYtmCJvvafX6%2FY5WJb1zZaNRJaymt4edm%2BGB7969FCxLLZ7%2FyHAEVU8AOeFLL7pAcwjtWP7kFOtpgKP6wCFLrXtkq%2Bug1J8L5ZxhUlEG%2F&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=AVxigLKaGTdhjE8NzCeQBMAKHI0q1VJwlQ%2Bs2jovlva6D8Ke2BUqtZIMFDmMO0qDXf6mLhwzYtmCJvvafX6%2FY5WJb1zZaNRJaymt4edm%2BGB7969FCxLLZ7%2FyHAEVU8AOeFLL7pAcwjtWP7kFOtpgKP6wCFLrXtkq%2Bug1J8L5ZxhUlEG%2F&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=AVxigLKaGTdhjE8NzCeQBMAKHI0q1VJwlQ%2Bs2jovlva6D8Ke2BUqtZIMFDmMO0qDXf6mLhwzYtmCJvvafX6%2FY5WJb1zZaNRJaymt4edm%2BGB7969FCxLLZ7%2FyHAEVU8AOeFLL7pAcwjtWP7kFOtpgKP6wCFLrXtkq%2Bug1J8L5ZxhUlEG%2F&webInteractiveContentId=185823046841&portalId=8302174)

[ AI for Accountancy ](https://www.rayven.io/services/ai-accounting-engagement)

**

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[ AI for Financial Services ](https://www.rayven.io/services/ai-financial-services-engagement)

**

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[ AI for Government + Agencies ](https://www.rayven.io/services/ai-government-engagement)

**

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

**

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

**

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

**

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

**

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

**

### Overview

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

**

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

**

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[ 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=AVxigLKaGTdhjE8NzCeQBMAKHI0q1VJwlQ%2Bs2jovlva6D8Ke2BUqtZIMFDmMO0qDXf6mLhwzYtmCJvvafX6%2FY5WJb1zZaNRJaymt4edm%2BGB7969FCxLLZ7%2FyHAEVU8AOeFLL7pAcwjtWP7kFOtpgKP6wCFLrXtkq%2Bug1J8L5ZxhUlEG%2F&webInteractiveContentId=185823046841&portalId=8302174)

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

**

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### We Partner With

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

**

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

**

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[ 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=AVxigLKaGTdhjE8NzCeQBMAKHI0q1VJwlQ%2Bs2jovlva6D8Ke2BUqtZIMFDmMO0qDXf6mLhwzYtmCJvvafX6%2FY5WJb1zZaNRJaymt4edm%2BGB7969FCxLLZ7%2FyHAEVU8AOeFLL7pAcwjtWP7kFOtpgKP6wCFLrXtkq%2Bug1J8L5ZxhUlEG%2F&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=AVxigLKaGTdhjE8NzCeQBMAKHI0q1VJwlQ%2Bs2jovlva6D8Ke2BUqtZIMFDmMO0qDXf6mLhwzYtmCJvvafX6%2FY5WJb1zZaNRJaymt4edm%2BGB7969FCxLLZ7%2FyHAEVU8AOeFLL7pAcwjtWP7kFOtpgKP6wCFLrXtkq%2Bug1J8L5ZxhUlEG%2F&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=AVxigLKaGTdhjE8NzCeQBMAKHI0q1VJwlQ%2Bs2jovlva6D8Ke2BUqtZIMFDmMO0qDXf6mLhwzYtmCJvvafX6%2FY5WJb1zZaNRJaymt4edm%2BGB7969FCxLLZ7%2FyHAEVU8AOeFLL7pAcwjtWP7kFOtpgKP6wCFLrXtkq%2Bug1J8L5ZxhUlEG%2F&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=AVxigLKaGTdhjE8NzCeQBMAKHI0q1VJwlQ%2Bs2jovlva6D8Ke2BUqtZIMFDmMO0qDXf6mLhwzYtmCJvvafX6%2FY5WJb1zZaNRJaymt4edm%2BGB7969FCxLLZ7%2FyHAEVU8AOeFLL7pAcwjtWP7kFOtpgKP6wCFLrXtkq%2Bug1J8L5ZxhUlEG%2F&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=AVxigLKaGTdhjE8NzCeQBMAKHI0q1VJwlQ%2Bs2jovlva6D8Ke2BUqtZIMFDmMO0qDXf6mLhwzYtmCJvvafX6%2FY5WJb1zZaNRJaymt4edm%2BGB7969FCxLLZ7%2FyHAEVU8AOeFLL7pAcwjtWP7kFOtpgKP6wCFLrXtkq%2Bug1J8L5ZxhUlEG%2F&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=AVxigLKaGTdhjE8NzCeQBMAKHI0q1VJwlQ%2Bs2jovlva6D8Ke2BUqtZIMFDmMO0qDXf6mLhwzYtmCJvvafX6%2FY5WJb1zZaNRJaymt4edm%2BGB7969FCxLLZ7%2FyHAEVU8AOeFLL7pAcwjtWP7kFOtpgKP6wCFLrXtkq%2Bug1J8L5ZxhUlEG%2F&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=AVxigLKaGTdhjE8NzCeQBMAKHI0q1VJwlQ%2Bs2jovlva6D8Ke2BUqtZIMFDmMO0qDXf6mLhwzYtmCJvvafX6%2FY5WJb1zZaNRJaymt4edm%2BGB7969FCxLLZ7%2FyHAEVU8AOeFLL7pAcwjtWP7kFOtpgKP6wCFLrXtkq%2Bug1J8L5ZxhUlEG%2F&webInteractiveContentId=185823046841&portalId=8302174)

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

**

### Library

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

**

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

**

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[ 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=AVxigLKaGTdhjE8NzCeQBMAKHI0q1VJwlQ%2Bs2jovlva6D8Ke2BUqtZIMFDmMO0qDXf6mLhwzYtmCJvvafX6%2FY5WJb1zZaNRJaymt4edm%2BGB7969FCxLLZ7%2FyHAEVU8AOeFLL7pAcwjtWP7kFOtpgKP6wCFLrXtkq%2Bug1J8L5ZxhUlEG%2F&webInteractiveContentId=185823046841&portalId=8302174)

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

**

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[ 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=AVxigLKaGTdhjE8NzCeQBMAKHI0q1VJwlQ%2Bs2jovlva6D8Ke2BUqtZIMFDmMO0qDXf6mLhwzYtmCJvvafX6%2FY5WJb1zZaNRJaymt4edm%2BGB7969FCxLLZ7%2FyHAEVU8AOeFLL7pAcwjtWP7kFOtpgKP6wCFLrXtkq%2Bug1J8L5ZxhUlEG%2F&webInteractiveContentId=185823046841&portalId=8302174)

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

**

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### 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=AVxigLL0dOERf%2FEX19%2Ff9NQw6yNB7wWymfKkYpmgO2%2FiXjF%2FWhXTBF%2B37xvqIj2dSXVcS8TsTS8nudj7QvXsl%2F0Dpys7oDMbHri0CaS1BFV0lvj8TxZ%2Fk7Q9racGHLVEEQFwwMDF93gFedkxVGuNNbR9sQAog1a2D9yPeBvWopUcLMR0HA%3D%3D&webInteractiveContentId=183792126777&portalId=8302174)

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

**

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

**

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

**

[![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=AVxigLJLnmj%2FPTFQZT8kLWdNWgg%2Bcax3HZ7EfgdU07ZhPDBmQQTYOqZp2uFn5zLat9m0mSDvKpa7XtwqcorM%2F7OiwTn37oM6jhrD6iFcgIzaRa5WJCrtaHuVZmPHFtM3sz%2F69NKBT%2Fi8%2FUZgiujFwMMPH%2FYgUxCwv3Xv%2B8RmlhzjFPQ07xRj6YjiFeWIglYhws9kgg%3D%3D&webInteractiveContentId=185823046770&portalId=8302174)

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

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

Blogs

# What’s the difference between Reactive, Preventative, Condition-based and Predictive Maintenance?

 Paul Berkovic, 12 November 2020

What is Predictive Maintenance? A Easy Guide | Rayven

6:09

There are numerous different maintenance strategies, but what are they all? Where are they best applied in an industrial or business context? And what are the benefits of them?  Let’s take a closer look and find out…

### Reactive Maintenance

**What it is: **it’s a form of unplanned maintenance and is simply when you fix something after it breaks.

**Example: **replacing a light bulb. You replace a light bulb once it has blown.

**Weaknesses:** because it only addresses the problem once its occurred, if used in the wrong place, it could be disruptive to wider operations or lead to catastrophic failures which are dangerous to staff, shorten the lifespan of machinery and cause very expensive and time consuming fixes.

**Strengths: **low upfront and ongoing costs, doesn’t require any planning and needs no capital investment.

**When is it often used: **You see it typically applied for assets that are of low value, that don’t have a major impact on your operations, are easy to replace, and are, because of it, highly-disposable – i.e. the cost of predicting failure would far outweigh the benefit. Sure, you could spend a fortune monitoring the temperature of the bulb, detecting energy usage irregularities, or that its output has gone down by a few lumens, but what’s the point if the lightbulb is one of a dozen in a corridor in your office building.

### Preventative Maintenance

**What it is: i**t’s when you attempt to prevent the failure of an asset or machinery by doing regular maintenance at predetermined intervals during its lifecycle.

**Example: **HVAC servicing. You may give your industrial air conditioning units a service and check-over once or twice a year depending on usage.

**Weaknesses:** requires diligent planning and record keeping, to have ready-access to maintenance crews (so expensive), and can lead to unnecessary services, part replacement, downtime and asset underutilisation.

**Strengths: **requires limited upfront costs, but reduces downtime and requires no upfront capital investments.

**When is it often used: **when the cost to maintain the asset is moderate and it going offline is only an inconvenience, that there are windows in its usage schedule that mean it can be done without taking it offline for long periods, and that failure will have an impact on a small part of the operation rather than bringing everything to stop.

### Condition-based Maintenance

**What it is: **like preventive maintenance, but considers how an asset has been and is being used to determine when servicing should occur. In some instances, this will be directed by the asset themselves if they have internal systems that can detect faults.

**Example: **fleet servicing. You service your trucks every 10,000kms, every 4,000 hours of usage, or when you get a warning light on the dashboard of your vehicle.

**Weaknesses:** limited accuracy when it comes to predicting a failure, may still lead to unnecessary downtime and service costs.

**Strengths: **maintenance occurs when it’s much more likely to be needed and, in some instances, is based off of real-time data or insights, meaning that faults are known and quicker to fix. This will extend the lifespan of the asset, improve utilisation, and reduce the risks of catastrophic failure and downtime.

**When should it be used: **when the maintenance costs aren’t particularly high and you can schedule asset downtime to fit with your operations schedule. Many modern ‘smart’ assets and technologies come with condition-based maintenance functionality built into it, but it’s also possible to roll out retrospectively by applying IoT sensors and meters to existing machinery to detect faults – but don’t confuse it with Predictive Maintenance just because you’re using IoT technologies!

### Predictive Maintenance

**What it is:** Predictive Maintenance relies on the close monitoring of assets using IoT technologies (such as meters and sensors), Data Science and Machine Learning to predict when machinery needs to be serviced. It does this by feeding this information into an IoT platform and then relying on the system to find trends in the data coming into it (from multiple sources and comparing it to historical data) to predict failure and inform maintenance crews of required work.

**Example: **on a manufacturing line. You monitor the productivity, energy usage, temperature, speed, vibrations, hours of continuous use, etc. to detect anomalies that are impossible for humans to spot that indicate a forthcoming failure.

**Weaknesses:** needs expert IoT, [Data Science](https://www.rayven.io/iot-services) and Machine Learning knowledge to implement; requires upfront capital investment; and requires time to finetune to predict every type of failure.

**Strengths: **can schedule maintenance to occur during scheduled downtimes, reduces time to fix, increases asset lifespan, reduces downtime, increases asset utilisation, improves safety, and enables efficiency savings (e.g. energy usage).

**When should it be used: **when the failure of an asset (even minor) causes major disruption to a businesses operation, when maintenance and parts costs are high, there are many variables that go into predicting the failure of the machinery, or when a problem can cause a major health and safety risk.

 

Much like many business problems not being IoT ones (read [this blog](https://www.rayven.io/blog/problems-industrial-iot-solves) for more information), not all of your assets and machinery need Predictive Maintenance – it’s not always economically viable or desirable. However, for business-critical assets that you need to have minimal downtime, it’s by far and away the most efficient and cost-effective way to maintain those assets.

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, ETL, BI, App Development + PaaS 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.

[Speak to us today](https://www.rayven.io/contact) to find out more.

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Paul Berkovic

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