---
title: Customer Data Platform vs CRM Guide | Rayven
description: "Customer Data Platform vs CRM: discover how CDPs outperform traditional CRMs by offering real-time data processing, AI-driven automation + flexibility."
image: https://www.rayven.io/hubfs/AI-Generated%20Media/Images/The%20image%20depicts%20a%20futuristic%20office%20environment%20filled%20with%20sleek%2c%20modern%20technology%20with%20vibrant%20graphs%20and%20data%20visualizations.jpeg
---

[![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=AVxigLJ1oifttvJIhlHLqI5TL9qEn2oMPxt5MeUPugMtPV9YqGDsPiNJX5K%2BYL53%2Bg3GV5%2Ft3mKzseYBkuK4P%2B50P%2BggK9F24GeTEftnPq5OLdtHSpJUNZOv1yw8mVJm7Wv8mKmwiQ%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=AVxigLJ1oifttvJIhlHLqI5TL9qEn2oMPxt5MeUPugMtPV9YqGDsPiNJX5K%2BYL53%2Bg3GV5%2Ft3mKzseYBkuK4P%2B50P%2BggK9F24GeTEftnPq5OLdtHSpJUNZOv1yw8mVJm7Wv8mKmwiQ%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=AVxigLKobrGjfdL5FBovI8Q1sWp0Zs34YiH1%2BgNXDdQi3rIlHlwRzVOYTR3q29iCFPH%2B%2B5ZoCx7oM9%2FJt4XV%2Fl2CxJ%2BRDMwEf1mvCs7zpEN%2BrRhaw3hW9o0GJnwDbzCxGOtEi%2Fax8dBn%2FcUFnDy7lHo7p3rE2Q1cUuLUEKGgzmHa63%2FO3aYgsCPD2M8NHeU%2FoPhlsyCfcJF17NNTq5s8XJ98Zg%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=AVxigLIHWLGnGSu0iti1gkk5RFrkHXBaq7zfzB7WhjObUe7Dj5IwTa%2FHr%2BMBoxHJGCLmt%2Bz1pQSWQOsbAIq46Idm3zfT%2F41%2FfnIjZUJFsnZZwNQvoKMQogoEFYU7Ek3G2wRtPNhI5NULfTcBuw%2BEux1EYQLScoOMjwBb0%2B7AR8I4uVh%2BCMxT0KRw9be4MR4tTDyiwugyzMnuOl2wCw%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=AVxigLK3OQb2LS%2FlI475YOYS3Ccem%2BOl2jqAQoK4ykQtj%2FXrLH8bpGn0vWqAqym1i6N8gxpIpn46W7XBpYceh6NSvI0iAYA33Ljh5vzie62AFd8PaFn5mdB10Fqj%2FkjB%2BzAohyxuM17%2Bedm1VuPiTg%2BFJv5OHW6a%2Fx6S0JMGdY4K5UDQUL79aW%2Bm5Wirogo%2Bz%2BRZCylZIYlrtpETlA%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=AVxigLJ5GlqOvdxekEnbcyAY4wG%2B2otHmKtUvIzryEC6yD3jy%2BjXV17GDHqYVZQDBER7p%2BLLezur4awKUPyx%2FDy%2FE3ggTNVpSom99rIJICn2qKQBaOJjK%2B3MokKO5NEyL1sxgmdtnXqx1XpK7om%2B05aoGqicnlaqVQoItDnTW6UTDB9xiDyc%2Bm2cAzTZ8v2HSqDQoNFP%2FPdixeq%2Bo4Ro81jl%2BME%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=AVxigLJ%2FhwQ%2Bp9Mk%2Bz1ihkAX29HGWLv0iRfXD5%2Fm%2FCfVXM168DRqJeG1DPJiaL2CbvTDQKR89HGDvrTwi8co20xd6TWeG%2BE3bnR469mKOubhrnLRY4w39JGlssfgoQSYowHtBoxr77NBARknCPzVXqHl3I4uVMYACiHlJn%2FUZqEheEIBWFsWfVHTfAUFd9hUY4PiJN36kBJoGR1wlv3B0mA%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=AVxigLIDb7ajEv%2FnFej4Zy8HrovrHq%2Fot%2B7CiBh0mqL3wL0jTIgeYJ9ZqabMLgHK3yG6Jron4C%2BJHPQDu7h90OvuqvaFqv%2FsTD5tXDpS%2FnaRa1kgGlY3XR8oFiIuFmAdzXiG15qPn7ycC3QGuW8rJzxG199Ayl9SbxJbg6bt4wj1SLXmFy8xAb%2FaBCa2hGcfJdle9NxwZJx9dNkIRv5gG30Fgjqt6Q%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=AVxigLL8s4st9BIAkAtJtrVm6Pd7H%2Fkt1VjqpkacfB2AKI08EXY1cuntPKVdSkoX%2BgSNVw52QGuZbbleLHTf2zOc4Rev%2B0NVIya1GsmlVfWbe9Kxfu%2FBxhTs5haW%2BGG%2FMKTkIZD9YFU9vmAaMhFF6Nwr7pWc39PeaZeA3YmYWhPb9Gg8lVnxBbz%2B63g5FD09%2BzfcQntI6YASYo95TuhQn%2FiP434UA6E%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=AVxigLJPHHOdakSiN5532g12r7fiXTlu8ZuIWOssM54r2U9vscYGMG3Bfqq6R9ni358EdOYZk4s6c2BYcGZt6G203FxdTMrRboY3cxomHWfrROxsjPvi4jZ74X665tSMdJ9VA%2Fp8xuiJqPqIPPGaknOUajftsqTs1uUBGkjWnW27D8sgUkm8NmiboyHy3GAFzKGwILcjndUTIVanCdoTH4xvyrc%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=AVxigLJAACiR9W0yv1kDfIBIdpehUbtJcLmIkWK6UyysvxvC87KMOKeB0UJyw3nLaOesJd6EqzV6oo9skGrtFfWv74iCMw8B2EVrciw5ME9QyknhdSo5EED7HLnifKm1c8Ci86s5hA4NvGJFVMyQXVkZT5PLrNF96Luvu%2Bc%2BXIgX%2FoasDpCkTdkn8wOK%2FUrjHcFI2yrW8Tj1mpv6ttYYnr51Bg%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=AVxigLIdGdS5AlnlO2B57reE16wfYlQs%2B4sO7gsmSrehH8EqUniDIbIsR6d88kfSVRDlBmU5smP0rTFvbuty%2BEa%2FHaCqoIMt2Xk7LPiQLslZtpkTEkWOOWK1SFIbhDYQd1TeJ%2BVUOgn25dOfmGOYMCiTxF9XeOfa7p8Me%2FPm7jqWTPzJWfJQ0X9fTVugB8slgoMrHHjm4Uxyf1KFNHFnRnhg%2Bhmtj3SuJYyux7Ckl6hZVGN1iw%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=AVxigLIfSGir1ub2ROstG9O7hii%2B2RA6C7aAVaG3jxHCDuRG6Zx242VsuBMqxUQ%2FbSLJnuVSEykdfGwnwrwk2gE9%2FSB9nAK4p8ZtN7VpSzS68vW4yyBHRvQL%2BI1A7eq7%2BaOiJ1Aidfyyh4xWX7UzHKPS9Mbq1Oqc11sltRZbOcPAKtM%2BINZDWddIiE07vRm6YCIRhEL%2FZEX9Ipms5HQ7hbsHcn%2F%2F&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=AVxigLK5VRabJkum%2FiOB6m608sO5Ofn%2B6qFO7%2BsvN7DihcMSSqvMrQN%2BFFbndc0QJP3qO%2FEiRD1kbiEdN2tv0JpT%2FWCqz5JDh6EYrILgbhrdrZlnLeW7SoPNphkeecPhrbkRNXoIX3eNKMUNT7lCsZJ0caT%2BZ8btheyJjSPAxcjiaZr6BQwdkvFAurwS9KdkqTRtv8EULIKMlA8UUPnpSDTevLsVYw%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=AVxigLJfYsVyKSei9%2FgZJ3aibhMfGaLFybdimiqqihoP5RB4gnJricBlVPIhRrAz1RrLAZA8JoRcdycGsm2mNpxJyDLkvvqrAZDK6xN3bFLtckBYcxjUf3P5nAeaMXH7rGLBZITGK80Y6NikiXZisaq9bfbtZL%2BOZIXGB%2FmahN5DszjgxI2BzSf2veRWnpUWnzfNMxKq6m55K%2Fc3UVmgEhbDOKRUr3VRZzE%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=AVxigLIxLAENyrj9XezRRxDImQNnscOiOJiwfZUwOE5HL3R51QmJCczbdGnFQYiVA1bIkVq2WnAzxxrdZNUKb2ySPSybBofK8X68NzTvX26KoDT4TeRNyPmdJqGhgIz4g0QSfjtF%2BNMw7gDNQO4Nv6K8MVMPY9Ok09G9kt9ZN%2BJ5akRMZ2Lg%2BWPnmov0lZEtvUoERxSLf2ZEu%2FbaEo1Lp3o4pAI%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=AVxigLLSlKcb4FD6hKmkHMMV3PgnMjNE8pC3NXUFQzu%2BrsbVylFe%2B2TBKXX0tqWFU6VMtRqJ9iglF2eArZb362E0JcnuECrILUJmmdhLYP8Mv5Mx0ra6GiC5EAX0%2BPZWJ4TB5rTLBW15S2dfAzlPsn7%2FYxzogCOJKvBWNNSBWEJrgUm5FmEj97xYVoGBKp1j87CGXqMRy%2BU0t2GUDvM%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=AVxigLJSf6a5Wxnod9ia1q9JDMxua73oH031WKixi0msAcTHWIITxzE6r9jPeAHjhGNT8itQHBlUkYN2u9lxQ3fk6WFrNw61v7qjWBUBbqNgZmhA9uDG7ln7NSMDOPF5pECPJFtReShOeeVPeXGmgJW1a0zJFsIRLGIwx3aaBUQBDlrHQLHsCmhqFsAdHTzBU2ftP%2BMF%2FQ%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=AVxigLJd2BIaYLByt5wkanMo5u8wZfmA15NzXD4njPwgOCwwBkOByrmVKe0kb90n%2Fa8U0KHeJx6txTOpkdvD2Hkqq6Oo67rkhW4lwptUYNshCT1bIubtm9g2DROUNup8FTrzp%2BfEHqBtFtDcg8qBfg%2BClizmrG40D559hmCv0tFbsS7v4LGNyP4cSKVeyZ24%2Bhzx8PfF&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=AVxigLJ%2BiZG09KNkBbix3ZtT65PX%2FLdDxMAuB9Ok0LgjgsqFn3ji1arBnhjOH4gmFeqV3qMenl2%2B9aqR5MSZqWuXcYEp9UnIsJx1lT0SNvrZmu%2F8n17DYW1U7hiLePhe%2BRQaghzpduZZAC%2FN%2FpjdCo5vKNV3kgtXrwbPNYvv94m7H6T7yDCoChePiorQx4VPQKk%2Fl3vp7%2BTULZTiVQ%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=AVxigLKTb940FUh0NkylUyFp%2F8Eix09%2Fv9zqcW0Z2DeE2oouLMXDnNXTJyezw6Qp7jnBt1db%2FiiELteWc5lAYnPO99FvmnSzRifDk43fWZYtAkUkNICnyTy1zRZ4Ph2TU5KMN1j67EINtDbQmhsPDHdykPb0iFfDfize3WoO29lxHqcnnPC7jp0tO4gtu7lWhDE5SGO%2FQuQMo25vzmUnrfH8O0FJHMA32ug%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=AVxigLIkZI6axtWbKjqCKex4zFl0Y%2BpTUu2iWhMZ36ovD%2FBEtToHPC%2BbHZNRtf6R2iUZAO894BEuus5LmYMe13Qvog6GpM3DSmUjUAJZIvBjKlBumo8rJz0zqJLDOYvqg6Ust7rk8pHy8ulD8yRXHHYPFmyWRVYV%2B%2FGZ%2Flv%2FxDXlVFlFaG1XQmxsWKr3G1o27UCXmNO7BP1QuY3A1DFruv3cbJ4zBsNdjVnp2vw%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=AVxigLIIv0TPEo5nN%2Bp3AN6jQxApYp1d%2BY6cyBFrIcKnSfSSmQAwq9huDgtMGjxm0Rq4aLYc4vH77u2jWMPu3JtsseTA0tUJFgmcvHleuqsxFdwvmiYu95%2Bsbe45YLB9%2F8XYoHR1a6T2SmsarJynj99b9Aw95Yi7o3lf5QoGZe%2F3Jsun%2ByxmJwlr%2BqeP%2BY5c5QfA1eObq0Cu%2FSkZdJVno0NEm8QKr%2FEA3Uw%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=AVxigLJ%2BiZG09KNkBbix3ZtT65PX%2FLdDxMAuB9Ok0LgjgsqFn3ji1arBnhjOH4gmFeqV3qMenl2%2B9aqR5MSZqWuXcYEp9UnIsJx1lT0SNvrZmu%2F8n17DYW1U7hiLePhe%2BRQaghzpduZZAC%2FN%2FpjdCo5vKNV3kgtXrwbPNYvv94m7H6T7yDCoChePiorQx4VPQKk%2Fl3vp7%2BTULZTiVQ%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=AVxigLJyCTQ2BENYWaP7k31Wp0rg%2FnzZjye%2FtOR1%2BWlmI77s7p%2BM2Qer%2BOEkY5XmJfQaaVPY%2FkLHyCsKvbjApZwWikKGcJo7%2BPI0ipwiIgl1F4jVohZza0ddGlh67%2Bb5kbwytBSKQCFb6VhpUISk%2BTkQkbFkHkX2F6zCbXnWI46GHHe7M8LzkII4Ap7uQKUUus2g8F1Y2Xidfg0Ih8ra9pg%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=AVxigLLILmzZ5A0ZKGE78OgZoOyW5reFW3p1b6zbouFXfDwozWz8YTUf6QNceIZ4sTi1CnRH2MbRczXq67X4kAkHg3AAT4ff4EliV48smUGXMm5Zuwz7JresMP%2FtBwMJ6jMLRwqNiktKRLP4ceHhgb2gyIJozeE76xSYboldpcGAIMl0Dw%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=AVxigLKv%2FEHuzh6d8cVRulbnjqAaYf9hD4pVAmBDmzi%2FB44G2EERTUux6%2B5RyMka399%2BZysA4x04wHkJqVjiq6vG5JjcWxQcBglD%2BxytoxL%2BaZc8gUW8N508scuAzekASdCTiaidXPh90zAy%2F9HPIpFMT7ksTPTl1JtiMkpXmxufOf2N4BzfXM2ioMvCU1kmUA%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=AVxigLJ3gBW00aqSKefy0KGVTJhEI39lvOW5yrL1FtSyHrLyegHw3lItaT3h0XrF5MBJitSxRo7SXhg8ERyy%2FNwoSrZ0vfCfxgCi%2Fe8sPqfiInCiGO2r%2BpbPngxqeWPPYsFh7VgWOwr7Qg7ZNPZ9xmSAP6yLJNNYdMTJS0MlkMVN&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=AVxigLLEkoZ3QJrfQ1NCBASsE%2Fbv0Re10BJK6zydcDx8OlmIDhlX83ZnfYF05MsxL8Lb9naaS9qVo2xzsiMSxnbpevffOhmjVYN7HrW4s7GpaiG%2Fu5h1o%2BIJ2CyEd9L%2F14VA8QI8NyCNvoZmfr4bo9IoMvKkoPsH9P2oGm6n8JS%2F5CHRVW3JHuWPj5wVlA%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=AVxigLKgBvQCtk3gAq9XF51r4ojfkkSje9hw5nal8%2F92SqBF7bt%2BZkPE15WG%2FVt9uXW7edPIVpKdrEqvQF1%2FOBhV51XmUHm%2Bbh2iST5q26RiQt37xhSv3jCOfwHCaAJfwwBO%2FOzkMcu3aeb%2Ft2KrX87pFZRuNJAGRwECDYah2oWJiQ2tVA%2BVDx%2FGJXKiMtz%2F3NvV2LJOPqVcDA%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=AVxigLJlUwCT%2B0v4XDfzHCjH3U1UeqaJCv6WR5KL4abD%2BfYaimDsOuk8ForL6oT4tzODTGdKSL%2BcKiAXWX5vmh1C4MduheUAd5xUjuIaxVQ6vlVeoVF6vc1x1vrHsBm8C10X9M4SuSs7Auiy5A%2BmtoipP119vcO0%2F%2Brr2DD2GyGKOfCn8bYmu6joN0buOw%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=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&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=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&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=AVxigLLQHUUXPvUuOJflSCdmnCvVQ4rRmgygzq7hMIe37rW3l%2FhcU0RYQvlF9JdcHpka%2BYmf8j7EDmWgtSuiou9Q8XkgqyH11yYlmrZaIZ%2BZ8n6AON60jNkFEMnuW7knkMvRhZ%2BJEcck79DawO21U7C6DHpbmoA8SBvSOVg9aI5AM%2FzhUxLopattLa7OWqpwMrMoMA%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=AVxigLJ1oifttvJIhlHLqI5TL9qEn2oMPxt5MeUPugMtPV9YqGDsPiNJX5K%2BYL53%2Bg3GV5%2Ft3mKzseYBkuK4P%2B50P%2BggK9F24GeTEftnPq5OLdtHSpJUNZOv1yw8mVJm7Wv8mKmwiQ%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=AVxigLJ1oifttvJIhlHLqI5TL9qEn2oMPxt5MeUPugMtPV9YqGDsPiNJX5K%2BYL53%2Bg3GV5%2Ft3mKzseYBkuK4P%2B50P%2BggK9F24GeTEftnPq5OLdtHSpJUNZOv1yw8mVJm7Wv8mKmwiQ%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=AVxigLKobrGjfdL5FBovI8Q1sWp0Zs34YiH1%2BgNXDdQi3rIlHlwRzVOYTR3q29iCFPH%2B%2B5ZoCx7oM9%2FJt4XV%2Fl2CxJ%2BRDMwEf1mvCs7zpEN%2BrRhaw3hW9o0GJnwDbzCxGOtEi%2Fax8dBn%2FcUFnDy7lHo7p3rE2Q1cUuLUEKGgzmHa63%2FO3aYgsCPD2M8NHeU%2FoPhlsyCfcJF17NNTq5s8XJ98Zg%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=AVxigLIHWLGnGSu0iti1gkk5RFrkHXBaq7zfzB7WhjObUe7Dj5IwTa%2FHr%2BMBoxHJGCLmt%2Bz1pQSWQOsbAIq46Idm3zfT%2F41%2FfnIjZUJFsnZZwNQvoKMQogoEFYU7Ek3G2wRtPNhI5NULfTcBuw%2BEux1EYQLScoOMjwBb0%2B7AR8I4uVh%2BCMxT0KRw9be4MR4tTDyiwugyzMnuOl2wCw%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=AVxigLK3OQb2LS%2FlI475YOYS3Ccem%2BOl2jqAQoK4ykQtj%2FXrLH8bpGn0vWqAqym1i6N8gxpIpn46W7XBpYceh6NSvI0iAYA33Ljh5vzie62AFd8PaFn5mdB10Fqj%2FkjB%2BzAohyxuM17%2Bedm1VuPiTg%2BFJv5OHW6a%2Fx6S0JMGdY4K5UDQUL79aW%2Bm5Wirogo%2Bz%2BRZCylZIYlrtpETlA%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=AVxigLJ5GlqOvdxekEnbcyAY4wG%2B2otHmKtUvIzryEC6yD3jy%2BjXV17GDHqYVZQDBER7p%2BLLezur4awKUPyx%2FDy%2FE3ggTNVpSom99rIJICn2qKQBaOJjK%2B3MokKO5NEyL1sxgmdtnXqx1XpK7om%2B05aoGqicnlaqVQoItDnTW6UTDB9xiDyc%2Bm2cAzTZ8v2HSqDQoNFP%2FPdixeq%2Bo4Ro81jl%2BME%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=AVxigLJ%2FhwQ%2Bp9Mk%2Bz1ihkAX29HGWLv0iRfXD5%2Fm%2FCfVXM168DRqJeG1DPJiaL2CbvTDQKR89HGDvrTwi8co20xd6TWeG%2BE3bnR469mKOubhrnLRY4w39JGlssfgoQSYowHtBoxr77NBARknCPzVXqHl3I4uVMYACiHlJn%2FUZqEheEIBWFsWfVHTfAUFd9hUY4PiJN36kBJoGR1wlv3B0mA%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=AVxigLIDb7ajEv%2FnFej4Zy8HrovrHq%2Fot%2B7CiBh0mqL3wL0jTIgeYJ9ZqabMLgHK3yG6Jron4C%2BJHPQDu7h90OvuqvaFqv%2FsTD5tXDpS%2FnaRa1kgGlY3XR8oFiIuFmAdzXiG15qPn7ycC3QGuW8rJzxG199Ayl9SbxJbg6bt4wj1SLXmFy8xAb%2FaBCa2hGcfJdle9NxwZJx9dNkIRv5gG30Fgjqt6Q%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=AVxigLL8s4st9BIAkAtJtrVm6Pd7H%2Fkt1VjqpkacfB2AKI08EXY1cuntPKVdSkoX%2BgSNVw52QGuZbbleLHTf2zOc4Rev%2B0NVIya1GsmlVfWbe9Kxfu%2FBxhTs5haW%2BGG%2FMKTkIZD9YFU9vmAaMhFF6Nwr7pWc39PeaZeA3YmYWhPb9Gg8lVnxBbz%2B63g5FD09%2BzfcQntI6YASYo95TuhQn%2FiP434UA6E%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=AVxigLJPHHOdakSiN5532g12r7fiXTlu8ZuIWOssM54r2U9vscYGMG3Bfqq6R9ni358EdOYZk4s6c2BYcGZt6G203FxdTMrRboY3cxomHWfrROxsjPvi4jZ74X665tSMdJ9VA%2Fp8xuiJqPqIPPGaknOUajftsqTs1uUBGkjWnW27D8sgUkm8NmiboyHy3GAFzKGwILcjndUTIVanCdoTH4xvyrc%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=AVxigLJAACiR9W0yv1kDfIBIdpehUbtJcLmIkWK6UyysvxvC87KMOKeB0UJyw3nLaOesJd6EqzV6oo9skGrtFfWv74iCMw8B2EVrciw5ME9QyknhdSo5EED7HLnifKm1c8Ci86s5hA4NvGJFVMyQXVkZT5PLrNF96Luvu%2Bc%2BXIgX%2FoasDpCkTdkn8wOK%2FUrjHcFI2yrW8Tj1mpv6ttYYnr51Bg%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=AVxigLIdGdS5AlnlO2B57reE16wfYlQs%2B4sO7gsmSrehH8EqUniDIbIsR6d88kfSVRDlBmU5smP0rTFvbuty%2BEa%2FHaCqoIMt2Xk7LPiQLslZtpkTEkWOOWK1SFIbhDYQd1TeJ%2BVUOgn25dOfmGOYMCiTxF9XeOfa7p8Me%2FPm7jqWTPzJWfJQ0X9fTVugB8slgoMrHHjm4Uxyf1KFNHFnRnhg%2Bhmtj3SuJYyux7Ckl6hZVGN1iw%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=AVxigLIfSGir1ub2ROstG9O7hii%2B2RA6C7aAVaG3jxHCDuRG6Zx242VsuBMqxUQ%2FbSLJnuVSEykdfGwnwrwk2gE9%2FSB9nAK4p8ZtN7VpSzS68vW4yyBHRvQL%2BI1A7eq7%2BaOiJ1Aidfyyh4xWX7UzHKPS9Mbq1Oqc11sltRZbOcPAKtM%2BINZDWddIiE07vRm6YCIRhEL%2FZEX9Ipms5HQ7hbsHcn%2F%2F&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=AVxigLK5VRabJkum%2FiOB6m608sO5Ofn%2B6qFO7%2BsvN7DihcMSSqvMrQN%2BFFbndc0QJP3qO%2FEiRD1kbiEdN2tv0JpT%2FWCqz5JDh6EYrILgbhrdrZlnLeW7SoPNphkeecPhrbkRNXoIX3eNKMUNT7lCsZJ0caT%2BZ8btheyJjSPAxcjiaZr6BQwdkvFAurwS9KdkqTRtv8EULIKMlA8UUPnpSDTevLsVYw%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=AVxigLJfYsVyKSei9%2FgZJ3aibhMfGaLFybdimiqqihoP5RB4gnJricBlVPIhRrAz1RrLAZA8JoRcdycGsm2mNpxJyDLkvvqrAZDK6xN3bFLtckBYcxjUf3P5nAeaMXH7rGLBZITGK80Y6NikiXZisaq9bfbtZL%2BOZIXGB%2FmahN5DszjgxI2BzSf2veRWnpUWnzfNMxKq6m55K%2Fc3UVmgEhbDOKRUr3VRZzE%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=AVxigLIxLAENyrj9XezRRxDImQNnscOiOJiwfZUwOE5HL3R51QmJCczbdGnFQYiVA1bIkVq2WnAzxxrdZNUKb2ySPSybBofK8X68NzTvX26KoDT4TeRNyPmdJqGhgIz4g0QSfjtF%2BNMw7gDNQO4Nv6K8MVMPY9Ok09G9kt9ZN%2BJ5akRMZ2Lg%2BWPnmov0lZEtvUoERxSLf2ZEu%2FbaEo1Lp3o4pAI%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=AVxigLLSlKcb4FD6hKmkHMMV3PgnMjNE8pC3NXUFQzu%2BrsbVylFe%2B2TBKXX0tqWFU6VMtRqJ9iglF2eArZb362E0JcnuECrILUJmmdhLYP8Mv5Mx0ra6GiC5EAX0%2BPZWJ4TB5rTLBW15S2dfAzlPsn7%2FYxzogCOJKvBWNNSBWEJrgUm5FmEj97xYVoGBKp1j87CGXqMRy%2BU0t2GUDvM%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=AVxigLJSf6a5Wxnod9ia1q9JDMxua73oH031WKixi0msAcTHWIITxzE6r9jPeAHjhGNT8itQHBlUkYN2u9lxQ3fk6WFrNw61v7qjWBUBbqNgZmhA9uDG7ln7NSMDOPF5pECPJFtReShOeeVPeXGmgJW1a0zJFsIRLGIwx3aaBUQBDlrHQLHsCmhqFsAdHTzBU2ftP%2BMF%2FQ%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=AVxigLJd2BIaYLByt5wkanMo5u8wZfmA15NzXD4njPwgOCwwBkOByrmVKe0kb90n%2Fa8U0KHeJx6txTOpkdvD2Hkqq6Oo67rkhW4lwptUYNshCT1bIubtm9g2DROUNup8FTrzp%2BfEHqBtFtDcg8qBfg%2BClizmrG40D559hmCv0tFbsS7v4LGNyP4cSKVeyZ24%2Bhzx8PfF&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=AVxigLJ%2BiZG09KNkBbix3ZtT65PX%2FLdDxMAuB9Ok0LgjgsqFn3ji1arBnhjOH4gmFeqV3qMenl2%2B9aqR5MSZqWuXcYEp9UnIsJx1lT0SNvrZmu%2F8n17DYW1U7hiLePhe%2BRQaghzpduZZAC%2FN%2FpjdCo5vKNV3kgtXrwbPNYvv94m7H6T7yDCoChePiorQx4VPQKk%2Fl3vp7%2BTULZTiVQ%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=AVxigLKTb940FUh0NkylUyFp%2F8Eix09%2Fv9zqcW0Z2DeE2oouLMXDnNXTJyezw6Qp7jnBt1db%2FiiELteWc5lAYnPO99FvmnSzRifDk43fWZYtAkUkNICnyTy1zRZ4Ph2TU5KMN1j67EINtDbQmhsPDHdykPb0iFfDfize3WoO29lxHqcnnPC7jp0tO4gtu7lWhDE5SGO%2FQuQMo25vzmUnrfH8O0FJHMA32ug%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=AVxigLIkZI6axtWbKjqCKex4zFl0Y%2BpTUu2iWhMZ36ovD%2FBEtToHPC%2BbHZNRtf6R2iUZAO894BEuus5LmYMe13Qvog6GpM3DSmUjUAJZIvBjKlBumo8rJz0zqJLDOYvqg6Ust7rk8pHy8ulD8yRXHHYPFmyWRVYV%2B%2FGZ%2Flv%2FxDXlVFlFaG1XQmxsWKr3G1o27UCXmNO7BP1QuY3A1DFruv3cbJ4zBsNdjVnp2vw%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=AVxigLIIv0TPEo5nN%2Bp3AN6jQxApYp1d%2BY6cyBFrIcKnSfSSmQAwq9huDgtMGjxm0Rq4aLYc4vH77u2jWMPu3JtsseTA0tUJFgmcvHleuqsxFdwvmiYu95%2Bsbe45YLB9%2F8XYoHR1a6T2SmsarJynj99b9Aw95Yi7o3lf5QoGZe%2F3Jsun%2ByxmJwlr%2BqeP%2BY5c5QfA1eObq0Cu%2FSkZdJVno0NEm8QKr%2FEA3Uw%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=AVxigLJ%2BiZG09KNkBbix3ZtT65PX%2FLdDxMAuB9Ok0LgjgsqFn3ji1arBnhjOH4gmFeqV3qMenl2%2B9aqR5MSZqWuXcYEp9UnIsJx1lT0SNvrZmu%2F8n17DYW1U7hiLePhe%2BRQaghzpduZZAC%2FN%2FpjdCo5vKNV3kgtXrwbPNYvv94m7H6T7yDCoChePiorQx4VPQKk%2Fl3vp7%2BTULZTiVQ%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=AVxigLJyCTQ2BENYWaP7k31Wp0rg%2FnzZjye%2FtOR1%2BWlmI77s7p%2BM2Qer%2BOEkY5XmJfQaaVPY%2FkLHyCsKvbjApZwWikKGcJo7%2BPI0ipwiIgl1F4jVohZza0ddGlh67%2Bb5kbwytBSKQCFb6VhpUISk%2BTkQkbFkHkX2F6zCbXnWI46GHHe7M8LzkII4Ap7uQKUUus2g8F1Y2Xidfg0Ih8ra9pg%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=AVxigLLILmzZ5A0ZKGE78OgZoOyW5reFW3p1b6zbouFXfDwozWz8YTUf6QNceIZ4sTi1CnRH2MbRczXq67X4kAkHg3AAT4ff4EliV48smUGXMm5Zuwz7JresMP%2FtBwMJ6jMLRwqNiktKRLP4ceHhgb2gyIJozeE76xSYboldpcGAIMl0Dw%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=AVxigLKv%2FEHuzh6d8cVRulbnjqAaYf9hD4pVAmBDmzi%2FB44G2EERTUux6%2B5RyMka399%2BZysA4x04wHkJqVjiq6vG5JjcWxQcBglD%2BxytoxL%2BaZc8gUW8N508scuAzekASdCTiaidXPh90zAy%2F9HPIpFMT7ksTPTl1JtiMkpXmxufOf2N4BzfXM2ioMvCU1kmUA%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=AVxigLJ3gBW00aqSKefy0KGVTJhEI39lvOW5yrL1FtSyHrLyegHw3lItaT3h0XrF5MBJitSxRo7SXhg8ERyy%2FNwoSrZ0vfCfxgCi%2Fe8sPqfiInCiGO2r%2BpbPngxqeWPPYsFh7VgWOwr7Qg7ZNPZ9xmSAP6yLJNNYdMTJS0MlkMVN&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=AVxigLLEkoZ3QJrfQ1NCBASsE%2Fbv0Re10BJK6zydcDx8OlmIDhlX83ZnfYF05MsxL8Lb9naaS9qVo2xzsiMSxnbpevffOhmjVYN7HrW4s7GpaiG%2Fu5h1o%2BIJ2CyEd9L%2F14VA8QI8NyCNvoZmfr4bo9IoMvKkoPsH9P2oGm6n8JS%2F5CHRVW3JHuWPj5wVlA%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=AVxigLKgBvQCtk3gAq9XF51r4ojfkkSje9hw5nal8%2F92SqBF7bt%2BZkPE15WG%2FVt9uXW7edPIVpKdrEqvQF1%2FOBhV51XmUHm%2Bbh2iST5q26RiQt37xhSv3jCOfwHCaAJfwwBO%2FOzkMcu3aeb%2Ft2KrX87pFZRuNJAGRwECDYah2oWJiQ2tVA%2BVDx%2FGJXKiMtz%2F3NvV2LJOPqVcDA%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=AVxigLJlUwCT%2B0v4XDfzHCjH3U1UeqaJCv6WR5KL4abD%2BfYaimDsOuk8ForL6oT4tzODTGdKSL%2BcKiAXWX5vmh1C4MduheUAd5xUjuIaxVQ6vlVeoVF6vc1x1vrHsBm8C10X9M4SuSs7Auiy5A%2BmtoipP119vcO0%2F%2Brr2DD2GyGKOfCn8bYmu6joN0buOw%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=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&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=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&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=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&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=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&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=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&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=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

### Overview

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&webInteractiveContentId=185823046841&portalId=8302174)

### We Partner With

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&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=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&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=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&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=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&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=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&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=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&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=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

### Library

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&webInteractiveContentId=185823046841&portalId=8302174)

### Our Company

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

**

[![Learn more about Rayven, our mission + history.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183792126777.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLLcdlyV9k7gEnKRMzn7fjNt3TeAuZNd%2F2QEJiVVuOxbaC58CeRAsbZBVzHegl9Z7GGw8KRnDwb5jK9QSfuHPI97f7Bqrrx3uVkBbE%2FnyODqRKhTXRat3MlsCbOsBT5Btxlw8UbaBksoynGN42%2FzrA9Wx2NqzgKnxznGfrW572U9Q%3D%3D&webInteractiveContentId=183792126777&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLN%2FDKL8Rw6wCxwi91OOaLVop%2F51zTrJoZ%2FCCdd6Cts8pjWSQgbF3BDA4t2tdi8kqsy%2FIlsLFamTrizc%2F5sA4NIUgnuue8Jx%2B4Woi8xf5esXj%2BAbznpzev2dIegTo%2FgkXDTFfkQAPxNLbH9FXfrCAwAo1aNZwDwuUuq5MQMKwTE&webInteractiveContentId=185823046841&portalId=8302174)

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Blogs

# Customer Data Platform vs CRM: The Blueprint for a Dynamic Data Ecosystem

 Rory McNeil, 29 January 2025

Customer Data Platform vs CRM Guide | Rayven

7:55

Modern businesses don’t operate in static hierarchies or rigid data silos. Today’s customer ecosystems demand a dynamic, real-time approach to data collection, analysis, and activation - and this is where an advanced Customer Data Platform (CDP) excels.

Unlike traditional data structures that rely on predefined funnels or linear lead-contact-account flows, CDPs adapt to your business’s specific needs, creating a modular, ever-evolving system.

Rayven’s [Customer Data Platform](https://www.rayven.io/customer-data-platform) redefines what’s possible by offering unprecedented flexibility and scalability. Below, we’ll delve into the technical setup, dynamic capabilities, and potential applications of CDPs.

### **Breaking Free from Traditional Data Models.**

Conventional data systems - CRMs, ERPs, or DMPs - often rely on hierarchical data structures (e.g. lead → contact → account). While effective for certain workflows, these structures can limit the dynamic, real-time adaptability required for complex use cases.

An advanced CDP removes these constraints by introducing:

#### **1. Event-Based Data Modelling:**

- Instead of predefined hierarchies, CDPs store event-level data (e.g. “page viewed,” “cart abandoned,” “email clicked”) in real-time, providing granular insights into every customer action.
- This data can be queried on-demand to build custom workflows or campaigns without limitations.

#### **2. Schema-Less Data Storage:**

- With a schema-less architecture, CDPs allow data from any source - structured, semi-structured, or unstructured - to flow into the platform seamlessly.
- This makes it easy to integrate non-traditional sources like IoT devices, chat logs, or third-party APIs.

#### **3. Dynamic Customer Profiles:**

- Unlike static records, customer profiles evolve dynamically, updating in real-time as new data streams in.

Discover how Rayven simplifies data integration and transformation on our Platform Features page.

### **Technical Features Powering a Dynamic CDP Setup.**

Let’s unpack the advanced technical features that make CDPs so versatile:

#### **1. Real-Time Ingestion and Processing**

- CDPs can ingest millions of data points per second from multiple sources, including transactional databases, third-party APIs, and edge devices like IoT sensors.
- Use case: A retail business can use real-time CDP data to adjust online product recommendations as a customer browses the site.

Learn more about Rayven’s real-time data capabilities on our [Data Integration and Ingestion](https://www.rayven.io/data-integration-ingestion) page.

#### **2. AI and Machine Learning for Dynamic Workflows**

- AI models within a CDP enable predictive analytics, churn forecasting, and even proactive customer engagement.
- On the backend,** **[Generative AI (GenAI)](https://www.rayven.io/genai) simplifies complex configurations like connecting new data sources or creating [workflows](https://www.rayven.io/workflow-automation-software) using natural language commands.
- Use case: A telecommunications provider can use machine learning to predict network outages and proactively notify affected customers.

#### **3. Event Streaming and Webhooks**

- Event streaming capabilities allow CDPs to push real-time updates to external systems via webhooks or APIs.
- Use case: A finance company can trigger a webhook to a CRM when a customer crosses a transaction threshold, initiating a personalised offer campaign.

#### **4. Advanced Identity Resolution**

- Through deterministic and probabilistic matching, CDPs stitch together fragmented data points to create unified customer profiles.
- This feature is particularly critical for industries handling multiple touchpoints like eCommerce and healthcare.

### **How CDPs Outperform CRMs: A Technical Comparison.**

While Customer Relationship Management (CRM) systems are widely used for managing customer interactions, their limitations become evident when compared to the advanced capabilities of CDPs. Here’s how they differ:

| Feature | CDPs | CRMs |
| --- | --- | --- |
| **Data Scope** | Handles all customer data (event-level, transactional, behavioural). | Focuses on structured data (e.g., leads, contacts, accounts). |
| **Real-Time Capabilities** | Processes data and triggers actions in real-time. | Typically batch-processed; lacks real-time flexibility. |
| **AI-Ready** | Built for AI/ML applications, enabling predictive analytics and GenAI-driven automation. | Limited AI capabilities; primarily relies on manual workflows. |
| **Interoperability** | Integrates seamlessly with diverse systems (IoT, APIs, etc.). | Integrates well with marketing and sales tools but struggles with unstructured data sources. |
| **Cost-Effectiveness** | Lower total cost of ownership due to automation and flexibility. | Higher ongoing costs for manual management and rigid workflows. |
| **Personalisation** | Supports hyper-personalisation based on real-time insights. | Offers limited personalisation options, relying on predefined templates. |
| **Scalability** | Designed for large, complex datasets and evolving data streams. | Limited scalability; better suited for smaller data sets. |

#### ** Why CDPs Are Superior.**

1. **Real-Time Data Processing:** Unlike CRMs, which often rely on batch updates, CDPs provide instant insights and enable on-the-fly adjustments to customer interactions.
2. **AI-Ready Infrastructure:** With built-in machine learning capabilities, CDPs can deliver predictive analytics and automate workflows at scale.
3. **Lower Cost of Ownership:** By reducing the need for manual data management, CDPs minimise operational overheads.
4. **Dynamic Data Models:** While CRMs are tied to rigid lead-contact-account structures, CDPs adapt to any data model, making them ideal for complex workflows.
5. **Unified View of the Customer:** CDPs consolidate data from diverse sources, including unstructured and IoT data, creating a true 360-degree customer view.

For more on how CDPs provide an edge over traditional systems, visit our [Customer Data Platform](https://www.rayven.io/customer-data-platform) page.

### **Dynamic CDP Applications Across Industries.**

An effective CDP adapts to highly specific, technical workflows. Here’s how:

#### **Retail and eCommerce.**

- **Dynamic Recommendation Engines:** Use real-time behaviour to deliver personalised product recommendations.
- **Inventory Sync:** Automate updates across online and offline stores using IoT integrations.

#### **Energy and Utilities.**

- **Demand Prediction:** Use IoT sensors and ML to optimise energy distribution.
- **Customer Notifications:** Automatically inform users of peak energy costs based on real-time usage data.

#### **Healthcare.**

- **360-Degree Patient Profiles:** Combine electronic health records (EHR) with wearables and IoT devices to provide holistic care.
- **Anomaly Detection:** Use AI to detect irregularities in patient data and alert caregivers.

### **How a CDP Connects Everything.**

The true power of a CDP lies in its connectivity:

**1. Backend:  
**Integrates directly with data lakes, analytics tools, and AI platforms (or have all these native with the platform, as with Rayven!) for advanced processing.

**2. Customer-Facing Frontend:  
**Provides APIs and other [connectors](https://www.rayven.io/software-integration) for building dynamic customer-facing applications, such as personalised dashboards or mobile apps.

**3. Automation:  
**Pushes insights to external systems, such as CRMs or marketing platforms, to trigger [automated workflows](https://www.rayven.io/workflow-automation).

### **The Future of Dynamic Data Ecosystems.**

With features like schema-less data storage, real-time ingestion, and AI-driven automation, CDPs offer unparalleled flexibility for modern businesses.

CDPs will become the backbone of modern data ecosystems, offering the flexibility, scalability, and intelligence businesses need to thrive. Unlike CRMs, which excel in managing interactions, CDPs drive actionable insights by unifying data, processing it in real-time, and enabling automation at scale.

If you’re ready to revolutionise how you manage and leverage customer data, visit our [Customer Data Platform](https://www.rayven.io/customer-data-platform) page or [get in contact](https://www.rayven.io/contact) with us today - we'd love to talk and help you to explore how you can assess your needs.

#### Tags

[Blogs](https://www.rayven.io/blog/tag/blogs) [Comparative Analysis](https://www.rayven.io/blog/tag/comparative-analysis) [Media Coverage](https://www.rayven.io/blog/tag/media-coverage) [Brochures + eBooks](https://www.rayven.io/blog/tag/brochures-ebooks)

#### Author

Rory McNeil

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### Explore further related content:

<https://www.rayven.io/blog/what-role-does-data-play-in-industrial-iot>

Blogs

## [What role does data play in industrial IoT?](https://www.rayven.io/blog/what-role-does-data-play-in-industrial-iot)

 Data plays a critical role in industrial IoT (IIoT or industrial internet of things) as it is the foundation upon which IIoT systems operate and real-time...[Read More](https://www.rayven.io/blog/what-role-does-data-play-in-industrial-iot)

<https://www.rayven.io/blog/whats-the-right-kind-of-data-to-use-in-industrial-iot>

Blogs

## [What's the right kind of data to use in industrial IoT?](https://www.rayven.io/blog/whats-the-right-kind-of-data-to-use-in-industrial-iot)

 The right kind of data to use for industrial IoT (IIoT) within your IoT platform (and beyond) depends on your specific use case and your individual requirements,...[Read More](https://www.rayven.io/blog/whats-the-right-kind-of-data-to-use-in-industrial-iot)

<https://www.rayven.io/blog/industrial-ai-data-fabric-what-it-is-and-why-it-matters>

Blogs

## [Industrial AI Data Fabric: What It Is and Why It Matters for Industrial Operations](https://www.rayven.io/blog/industrial-ai-data-fabric-what-it-is-and-why-it-matters)

 An industrial AI data fabric is a unified architecture that connects every source of operational data - machines, sensors, enterprise systems, field data - into a...[Read More](https://www.rayven.io/blog/industrial-ai-data-fabric-what-it-is-and-why-it-matters)

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