---
title: What Is MCP and How Can Businesses Use It?
description: Model Context Protocol (MCP) - a standard introduced by Anthropic for connecting AI assistants to live business systems - gives tools like Claude...
image: https://www.rayven.io/hubfs/agent-fleet/blog-heroes/mcp-use-cases-for-business-hero.jpg
---

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**Custom AI + Agents**

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

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

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

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

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

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    Rayven MCP

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

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Field Applications

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

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**Platform Overview**

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

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**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=AVxigLIl78b3v6VJoKkLPbPU%2FznPBZWUQOyYqmGVtvNeK803ZcwbVEb98l1yNLKrxHh%2FMaasAkjXbNfQopAGQj9oZ0nyxZnzkwCXKRwoSQBwLqxVW0Eiqn%2F5sb4BxAZoxG%2FYIg%2FIVA%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=AVxigLIQ2HI1oNVMkeHXlYFIfb2ecBUBkTHu6GgCoxR6%2Fle25%2FC%2FeU3yh%2FbEgTLZyFIRMR4HZol3qkTfahmbgef7sJiBqBSQQ7S1kshDAdtPYOfM6oOx9UEiiz%2B3gw1UMoDD7Alo3ApJsOWrpbjVlOd8wPbo8cpaeGIKeb%2BuD9McR0ZzfgTCSUHUz2X9raC5K5IcdsnqW1ag6oYKKywWnikd6Q%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=AVxigLLFJQIV6bi6L%2BWLnLiY74cTSldorNo2BQntd1FNzOaQX7ZgY0cqy0KOtzZysmqtXnCmlMMO8cYvjfmEuG3%2FlRwiED7sv%2BhFDBavUkwVaovVrcucUgSi%2BlT%2Fm0vJyq%2FCyBp7tVg81mkr2VTKoZ8YwQN9vd1As8W4zq4TS08v06KAxulgvtGAVZh8Mq%2FzIX8h%2FPVBFSD612qfew%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=AVxigLIGQpuGU3iXxlqYJiK6%2Fjgvf0YHeAqgEx28S4alV%2FyzqMBIfDWW3Q4VWCApPQBUjVM8PgPZQzpzpOQAXuf4qBF110tBSeVnxetl82ICXDnVVfPhLW9mP5SRIi%2BXmDn3BRPvuRlZnEfvmZy7DiV%2Ffc%2FKct%2F1EilBGqmkhDa%2B5swH70t%2B19IwlpoeCbXN1oF1giXJ1TbHBSI%2BQA%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=AVxigLJEI%2FgoUROF4ABk1T9HATzdk5sr5pKWJr8E3SGvT5ql91VyHmKUPkC4jGmTgR3CL2YtUU16VwrTlftoOfAm8t5H3IvB5VgWoQZSKNMoRrguRdMQ%2F3ELvdUptyzRQySqxiaaQdUbY0NEfkLNuV75Z7uP3QhZAXOdFcg%2FMg7niAf9fsx7w4JsmCXN6VaqRqkn2a2IlUVHqrIn5A%2BLJZyF%2F8g%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=AVxigLLGNYE7GCXe%2FSeGIacgKtRyHhKG5zIjflG10C2GuzoHfEnBJlgPpx66t4C66AW1OQ3IwqlFS5tre2Gi0aDvqBKQ3NyshPdImlzGs066e5BB9CJmCHr1xA%2B3lxd3GTk%2BcgNTloQjFqPVzG09jqWk1j3KW7x29%2BR8N6sKDi9YcAwz6iXi6OSYmoV0UfJOZ%2BZgSDnfkkrVXyQoqCVWpKg%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=AVxigLIOS6I3MtdzknX%2FtW7IIGeCMN%2F4d3efBadIT3qGognFFD8gEASdVMVSbwcLO322WsvQwr3TQcgatkE115mmMJkcbHeI9SsekyX15vUkSQT8QeK93pUbc9Ca9nC4z6NdwWffdYjILy8MixL2kicJhbFvw0Lcd%2Fev71kXewwq4WbWhqF10JsCwYU3Jntw0iNMlTnPC7mIYdFUUIfj%2FwQVL3916w%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=AVxigLIZyanErdNQ2i2MkJwfUKmx5GfYpOz%2FFVZwi7eqHtq0ovWQOiSWEtSP%2F1m%2FmU6ufo9%2B2rm0uKYNPV%2FUA74iViEAuYOy4FScEsonsl8ujnPwhu6PGKooTJLyWh%2FDCyZpOgFzobXtI3fv11tbBVVSPH9sguMnCy%2F0rLq6uXg587rxc09Dh4gv%2F%2F5e3VWxENDKxl5d4rcR%2B5%2FPTMx7r%2Fj2v%2BR1BJY%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=AVxigLJwp4vOuHBG%2FHPr1n5%2BOGi7QnSlb703gtMej5%2FLfJ6CBn74sRhvU9dWjOry0yFQBfAIAhoRC14HnNrr1iUrIw6fCuN6mkfjQWH7JjG5dfSkgCWD%2BQQUoUrl%2Fod6Rzwd%2FgKB0tBXeFXnNmu9aK7uVM%2BfZWIhumZ8zWAeZx%2B1HX7LAXASUaKFNqHrZ8mVPX%2FDrADLTszzAA5Q84Ee7Er1u2M%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=AVxigLLByHwCc6tq2nnDCXVPkrd49cuekS6phlu%2BbcR6kuvaK3IfByA311E2dcIMznpQDp2wY4EZzVRVQowmPU3T9NnoWvv854ta%2BVyiaCDyetZR6sN93Cqnwdz1a%2Bmj5EYa0tehs50dKTIq0pOUGiZK1RSg%2B29tbQI%2BgMwDLr%2FKw98%2BQZeLtLKJp5ackmnO7LTj0oCDCPALl4uh1FkUplGsTQ%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=AVxigLIhRq68g%2BCjxNdPkxx6CXJBHQivCDBf8fLYbaoQI%2Bb611jWsI3iNiCoUYycfRjjBtW6oJEGwLx%2FbDIyWdALO4EOhJtcgaiDeyjiOSmZ3HhykPFn0TV6lsGuagChzy2RF68Dv50EKysgXH5DvcucwWOr%2FxsS%2F3cvJ%2B63Umgp%2FN8vI3MexWSog0RQYyQBV%2FqJjL4MX4jw20%2Bzh7bntlMbx%2B7ZkWvu2yrGVL7hyp%2BWt3UinA%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=AVxigLIbjENCmPcNbYmrXaQZuJ%2Bj4Xrji%2BeHCMqBD383%2FiLZj3kSMfFfg2Vlhwy8u%2B9uHVmK%2FVteYtc22bv0Lg%2BwzcqYAumrOF2%2B6H5EGZjI%2BmG3cDvQwkGGG0g3OmVPKwR9mzRJZpCSIjc%2F%2F71dhQhZnXfWjkm%2B2dYAqv%2FFnTcQYa%2FRCm0gNJq5VDeYtuq2fftjMCBjmgn0vn2yqwgU2%2Bme6yGK&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=AVxigLJT4WTs4MN4MxDTyqigJySacGOAFCkCwHEsVsodMdatd59t3lqAjDzG6X8yvFASMPssqs5SsnCTuvb8U7158Ws7M1o%2FDWuTwik5FFPGWfFST6gWD9sZxTdgfv8oYtWgzN%2FWQ9eCv311EbpyvCpxK6pj4Jsr6mZfvc%2FRF7%2FYgtfMM2pE7rtu4rR5EXBGo7m%2FDQCjVxPecaDYq0YIGA%2F5efu%2FtQ%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=AVxigLJuZigm4WFxiUqd2d41us5vXiCv7aqQ3RhVhfSxTozuR51QFGiYam4HpCu%2BJtOmCoD296r0XzUN9GtC71VswSFIfz0EG0aRElquZzEU%2FN49sTP5eIdtcUr%2FYxp7t%2BvJHUbL1kRBwqw4pXOB%2BguLJPaUuUjZZoT15UyF4t2YI2YUoMYCqBcVmWcuQgIDBiGu8a1ZTNDFR93TMmHNvRi97VWatJWez9M%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=AVxigLI4umBcB8cvLLAjgIgLVM3KXIafztyP6Itw3l7q2c1B5bwY3aMfKZa34e3W7yrK4uWrUXEvOrB7v39vsoTBZPwIR86BspzRAiGY%2FoXxdLMmfj9hjTK93Abr1C%2FYl3lyPt49RL0ElCcmQFjOVy3KJglcB6KJJf6qZk%2BwOl325bKPjrYhCm%2B%2BBHA%2BvncOZWYZoyG0IlkvqzM7RqyQazsNqJw%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=AVxigLLy0g%2Bz9vhwyWVJoNmTopWiHLEPcNacW3l0LAqIgM7kl2Bcn9xN%2Fj%2FcUVJW3beMNmp3JIEbHBdIABH5rDHPD7fbDvAAyTEo2vqJEX%2F2Hbx44DObepeSXRuodZe84Q1B790O4ODoi2CGn0puv0izIrvIZFdImVVftnkzQvHj9UksFJvp8cfWNpDx9kBRdWoGTHBoN%2BoUjTXxuH8%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=AVxigLKXlNazgyqrlsUYNMngxBMC1EXqpSnevyXMKk4y0Sv8RvfYOJH%2FWv%2BZv7zAX%2B0qSFzFuIRMzJham23Br2lS53tciQut1jzQuBb9xms4gL8Xw0vJ9g2KGt%2FeFvFM8YPxIYtKPsQ%2BFD%2FGp661ocx2U0Wan%2BymLEEnGBof13FzuHLwyivXRkGMJ2EUFzsn8kHNZcTaAw%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=AVxigLLBnbmtAkontrHcq8cNeo6SGBOTWZCBv1WqG8O6uBwkHFqFeXgZq%2FxDfUvUE%2F6dv5JiCzlEOb24mVLeGCnRxVVqoEtUMn6vaSbAJkz69MZ5Gvlu0y2zclqbcLYJnKovfky7RYYfIntKR5V69K8mCVZ2Z1l4iK5xy4SZo05iuaLceYcWNtj9Yvq3ShoUluC02v4A&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=AVxigLL6OT5ALTMPA8ngbX0Al8ctIFM4Z7UzysZO28c13RCBoiu8uWAa343CVkeqU7lqHW6J9QYcTKXqCgydJmpvMeu%2BoGJpFCykSxLGs5A%2Bh6zRaNURnsWmlhQ%2Bpq3ufpC1IL%2Ff4yDn7Vl53lDW9u%2BfDDdZrM8iqPdIamCaW3YFcoObA%2FOPZIbxBHDPPFFvJfYR0M%2F9WvTA4tEk2g%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=AVxigLJfHhiZPqPZlWMTqBwmA9j0%2FSfWSpXvn8xKYUaAgtQsU8BGS3QLe5EQW1BxNL6lAHGy5q64489oKFHNCslXxXfrdE3P8sF3DLJcpn3NMf2aGbKe03bO5VAn1ZLkFoO2uDVMTabzqyYyOrImsskC8J%2FMijT4Hn7m%2BEz1fdsHlbEajQcNy8EmOtJlMfnZsIsoDA%2BgjLITwCaXljR2ie3wsq7RK6xT4%2Fs%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=AVxigLKW%2BMFrpmtZpYG3h1HpLXn685keEOWSNnjpA1VDe70ZyZG%2BrGlaF2ZkfxVmVla95gJZYMmaTAW8vn0abnqHbuajNuRFUAUcPA7CdKgp1ygp2FsEQDd0Ye65Sizv%2BNrumpjO0lZq73C%2FoLCtGgBcBr7IT7IRov%2BYLqqOb6QFsjl8YSYG%2FOi1UmNuBO4L6RyX60XNgxOmO1JAxR7qAdhaSnd%2BX3NV0JvfcHo%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=AVxigLK1PByw9kWS%2FQtaQxI0bKW87etrWPxFDTzSzwykKGjKAi6NT9FyVoFDznjFuCSwgyRY9ZpsLzRQcT3JctdLSDbh7F%2BOSz63GZABMEtwTiKzUHg9ICY4M8t2Pn%2BhJGtV9VtHN1Ut0w8aUijFlzSfwRw4fKnj7HJ8%2Bride2Pqf57MW0R0ONcpqfWWOb1uEtDuToF%2FtbEfQxXu%2Bt9Yjt%2Bx1FlNYjIvYkc%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=AVxigLL6OT5ALTMPA8ngbX0Al8ctIFM4Z7UzysZO28c13RCBoiu8uWAa343CVkeqU7lqHW6J9QYcTKXqCgydJmpvMeu%2BoGJpFCykSxLGs5A%2Bh6zRaNURnsWmlhQ%2Bpq3ufpC1IL%2Ff4yDn7Vl53lDW9u%2BfDDdZrM8iqPdIamCaW3YFcoObA%2FOPZIbxBHDPPFFvJfYR0M%2F9WvTA4tEk2g%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=AVxigLIMxb%2BQtkX%2BQDdOHRiQd%2FfKEPAXS3tBfSnPRynMqRvzd4Z9%2F0eNdrKSttMz5NjtyaefnrRiEUMXV3Ukt1CLEopyuyn3dgr9W3W8Zp5zTzlTLhJqRHfr8SiJ%2Fd4yp5Rz70y2tTkQQfsEYr4syfsyCOt6y1xONNJk4NSgZcRuEaoX4Kzdchguo%2F2wNo1n2PmllTRnHorcchE2xgu9g1M%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=AVxigLIaxlaDjnkhYRRLw%2B%2BfwkjZtZvMQl9NGyBC3XdCaK8If6cRXpUcLzpyVdQLaTAyvY2xIiqwWDBNsr5kRz1K3r0ON45x7xVjHdvYCK2vIvb17%2Fn152D%2F%2F%2BaMulnhxNJI6cO78Yvc0N1L4tEnqNQ0YTp%2BUX9Zq75MkVsG1Ps3DLuDmw%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=AVxigLLs7WML4wzgPM0p6U%2BEFATIWmfAciMDQqH7iRUgCCXbGkIcVq8BEV73FmxRcp8VuzcNKiANDpkCKuTCszK6k%2BJXeoeH9ou7ansH3yOkx3oRx31eNQBksH5fRImOqo3XFHWlll5bqWX0S6kFhcGZE5KFKppiyOJPKbx%2FkSz8A6i%2B3rdFraZr31GbJbf9lw%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=AVxigLJUmaIFqEceUo5v5Xc9RChJWeX1FZShHlwY2PUefuXhsExVzk3qLk2x7Fl64EI0Hz299ncq%2Bm%2BMjGCVUedXOqU3h2mPxZOLry0hAIO0r1PJ4ZdPnk5vEXY1dYnnt5HDKaLSJ6AxCIKQ2pZM3mUcbiU%2F4QCNX0TyH0HVT6WO&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=AVxigLIE3iBQcYTPo4OW9ksE7oTZqCDbuqkASRLWvNwYLYU3iactWgQoX1LpTQNr%2F4W9lJJjK3U17by%2BgOhdOXMfOGScO0Q%2BbiXvUZ0IL2lcJgavyqAyFiDqQIas9a%2FmTGae0UGpQVobk4QQoXQOGWHStYImcGjiXL7fjCU%2Fmn4ML6wZW%2FHUiv46oPDT1w%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=AVxigLKC1NOyPls4zp5CfO8id%2BIgIbkuXFEWWNdzQCmM5jQPioI8pVIbEs5k82LuSGlRBSPtA615q8Wygz37Q463HM3J134t8lkqAh6ttn%2FQXFVDOme1bw4hXKLQ3VvqUJEY0xFH5aAhFzCRyoeg%2Fs0sqwJjZ2yiSF9zM%2F2d2y9v%2B%2F%2F3MXdCyoP6r%2BuKCVaVhf6oxleySjQIDg%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=AVxigLI5B6VJD6Ydl%2BvU2zBx1ytPh3hmu6Jb2aWnLOXp9RANKyMPKSRe2gwDqhOS1ByIo4k4wP4NVkLoRfZeExihLHh5zNRYToI1lDo0llSgwZ5x3p%2B14xTYmZ7n4RB%2B5tF3S8jnqugev5pqH4dm%2FKz6SFdDmwD3d1Gf1i384%2BbAxOdXfISjyvvjqlDKQg%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)

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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

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

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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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLJL3steEHnHTl309dEoXYkfCt4BnxxOA38Hio1amW0Wi6tGFGTc1b%2FA7XwqE5b2tVe3EwRECcZecZ%2F5DmQ62gTJFUwPkdpp%2FK%2FLZZsFNQ%2F6MmIfSiHrqhIJ6q1FrAGtLc0yyTWO%2BT%2FDXbOAV%2FO6xRavLrGGqF6FZlscyfR0I3rTb%2FJbPY2GO1%2BF3VnJ5Sl6Ig%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=AVxigLIl78b3v6VJoKkLPbPU%2FznPBZWUQOyYqmGVtvNeK803ZcwbVEb98l1yNLKrxHh%2FMaasAkjXbNfQopAGQj9oZ0nyxZnzkwCXKRwoSQBwLqxVW0Eiqn%2F5sb4BxAZoxG%2FYIg%2FIVA%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=AVxigLIl78b3v6VJoKkLPbPU%2FznPBZWUQOyYqmGVtvNeK803ZcwbVEb98l1yNLKrxHh%2FMaasAkjXbNfQopAGQj9oZ0nyxZnzkwCXKRwoSQBwLqxVW0Eiqn%2F5sb4BxAZoxG%2FYIg%2FIVA%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=AVxigLIQ2HI1oNVMkeHXlYFIfb2ecBUBkTHu6GgCoxR6%2Fle25%2FC%2FeU3yh%2FbEgTLZyFIRMR4HZol3qkTfahmbgef7sJiBqBSQQ7S1kshDAdtPYOfM6oOx9UEiiz%2B3gw1UMoDD7Alo3ApJsOWrpbjVlOd8wPbo8cpaeGIKeb%2BuD9McR0ZzfgTCSUHUz2X9raC5K5IcdsnqW1ag6oYKKywWnikd6Q%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=AVxigLLFJQIV6bi6L%2BWLnLiY74cTSldorNo2BQntd1FNzOaQX7ZgY0cqy0KOtzZysmqtXnCmlMMO8cYvjfmEuG3%2FlRwiED7sv%2BhFDBavUkwVaovVrcucUgSi%2BlT%2Fm0vJyq%2FCyBp7tVg81mkr2VTKoZ8YwQN9vd1As8W4zq4TS08v06KAxulgvtGAVZh8Mq%2FzIX8h%2FPVBFSD612qfew%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=AVxigLIGQpuGU3iXxlqYJiK6%2Fjgvf0YHeAqgEx28S4alV%2FyzqMBIfDWW3Q4VWCApPQBUjVM8PgPZQzpzpOQAXuf4qBF110tBSeVnxetl82ICXDnVVfPhLW9mP5SRIi%2BXmDn3BRPvuRlZnEfvmZy7DiV%2Ffc%2FKct%2F1EilBGqmkhDa%2B5swH70t%2B19IwlpoeCbXN1oF1giXJ1TbHBSI%2BQA%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=AVxigLJEI%2FgoUROF4ABk1T9HATzdk5sr5pKWJr8E3SGvT5ql91VyHmKUPkC4jGmTgR3CL2YtUU16VwrTlftoOfAm8t5H3IvB5VgWoQZSKNMoRrguRdMQ%2F3ELvdUptyzRQySqxiaaQdUbY0NEfkLNuV75Z7uP3QhZAXOdFcg%2FMg7niAf9fsx7w4JsmCXN6VaqRqkn2a2IlUVHqrIn5A%2BLJZyF%2F8g%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=AVxigLLGNYE7GCXe%2FSeGIacgKtRyHhKG5zIjflG10C2GuzoHfEnBJlgPpx66t4C66AW1OQ3IwqlFS5tre2Gi0aDvqBKQ3NyshPdImlzGs066e5BB9CJmCHr1xA%2B3lxd3GTk%2BcgNTloQjFqPVzG09jqWk1j3KW7x29%2BR8N6sKDi9YcAwz6iXi6OSYmoV0UfJOZ%2BZgSDnfkkrVXyQoqCVWpKg%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=AVxigLIOS6I3MtdzknX%2FtW7IIGeCMN%2F4d3efBadIT3qGognFFD8gEASdVMVSbwcLO322WsvQwr3TQcgatkE115mmMJkcbHeI9SsekyX15vUkSQT8QeK93pUbc9Ca9nC4z6NdwWffdYjILy8MixL2kicJhbFvw0Lcd%2Fev71kXewwq4WbWhqF10JsCwYU3Jntw0iNMlTnPC7mIYdFUUIfj%2FwQVL3916w%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=AVxigLIZyanErdNQ2i2MkJwfUKmx5GfYpOz%2FFVZwi7eqHtq0ovWQOiSWEtSP%2F1m%2FmU6ufo9%2B2rm0uKYNPV%2FUA74iViEAuYOy4FScEsonsl8ujnPwhu6PGKooTJLyWh%2FDCyZpOgFzobXtI3fv11tbBVVSPH9sguMnCy%2F0rLq6uXg587rxc09Dh4gv%2F%2F5e3VWxENDKxl5d4rcR%2B5%2FPTMx7r%2Fj2v%2BR1BJY%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=AVxigLJwp4vOuHBG%2FHPr1n5%2BOGi7QnSlb703gtMej5%2FLfJ6CBn74sRhvU9dWjOry0yFQBfAIAhoRC14HnNrr1iUrIw6fCuN6mkfjQWH7JjG5dfSkgCWD%2BQQUoUrl%2Fod6Rzwd%2FgKB0tBXeFXnNmu9aK7uVM%2BfZWIhumZ8zWAeZx%2B1HX7LAXASUaKFNqHrZ8mVPX%2FDrADLTszzAA5Q84Ee7Er1u2M%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=AVxigLLByHwCc6tq2nnDCXVPkrd49cuekS6phlu%2BbcR6kuvaK3IfByA311E2dcIMznpQDp2wY4EZzVRVQowmPU3T9NnoWvv854ta%2BVyiaCDyetZR6sN93Cqnwdz1a%2Bmj5EYa0tehs50dKTIq0pOUGiZK1RSg%2B29tbQI%2BgMwDLr%2FKw98%2BQZeLtLKJp5ackmnO7LTj0oCDCPALl4uh1FkUplGsTQ%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=AVxigLIhRq68g%2BCjxNdPkxx6CXJBHQivCDBf8fLYbaoQI%2Bb611jWsI3iNiCoUYycfRjjBtW6oJEGwLx%2FbDIyWdALO4EOhJtcgaiDeyjiOSmZ3HhykPFn0TV6lsGuagChzy2RF68Dv50EKysgXH5DvcucwWOr%2FxsS%2F3cvJ%2B63Umgp%2FN8vI3MexWSog0RQYyQBV%2FqJjL4MX4jw20%2Bzh7bntlMbx%2B7ZkWvu2yrGVL7hyp%2BWt3UinA%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=AVxigLIbjENCmPcNbYmrXaQZuJ%2Bj4Xrji%2BeHCMqBD383%2FiLZj3kSMfFfg2Vlhwy8u%2B9uHVmK%2FVteYtc22bv0Lg%2BwzcqYAumrOF2%2B6H5EGZjI%2BmG3cDvQwkGGG0g3OmVPKwR9mzRJZpCSIjc%2F%2F71dhQhZnXfWjkm%2B2dYAqv%2FFnTcQYa%2FRCm0gNJq5VDeYtuq2fftjMCBjmgn0vn2yqwgU2%2Bme6yGK&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=AVxigLJT4WTs4MN4MxDTyqigJySacGOAFCkCwHEsVsodMdatd59t3lqAjDzG6X8yvFASMPssqs5SsnCTuvb8U7158Ws7M1o%2FDWuTwik5FFPGWfFST6gWD9sZxTdgfv8oYtWgzN%2FWQ9eCv311EbpyvCpxK6pj4Jsr6mZfvc%2FRF7%2FYgtfMM2pE7rtu4rR5EXBGo7m%2FDQCjVxPecaDYq0YIGA%2F5efu%2FtQ%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=AVxigLJuZigm4WFxiUqd2d41us5vXiCv7aqQ3RhVhfSxTozuR51QFGiYam4HpCu%2BJtOmCoD296r0XzUN9GtC71VswSFIfz0EG0aRElquZzEU%2FN49sTP5eIdtcUr%2FYxp7t%2BvJHUbL1kRBwqw4pXOB%2BguLJPaUuUjZZoT15UyF4t2YI2YUoMYCqBcVmWcuQgIDBiGu8a1ZTNDFR93TMmHNvRi97VWatJWez9M%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=AVxigLI4umBcB8cvLLAjgIgLVM3KXIafztyP6Itw3l7q2c1B5bwY3aMfKZa34e3W7yrK4uWrUXEvOrB7v39vsoTBZPwIR86BspzRAiGY%2FoXxdLMmfj9hjTK93Abr1C%2FYl3lyPt49RL0ElCcmQFjOVy3KJglcB6KJJf6qZk%2BwOl325bKPjrYhCm%2B%2BBHA%2BvncOZWYZoyG0IlkvqzM7RqyQazsNqJw%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=AVxigLLy0g%2Bz9vhwyWVJoNmTopWiHLEPcNacW3l0LAqIgM7kl2Bcn9xN%2Fj%2FcUVJW3beMNmp3JIEbHBdIABH5rDHPD7fbDvAAyTEo2vqJEX%2F2Hbx44DObepeSXRuodZe84Q1B790O4ODoi2CGn0puv0izIrvIZFdImVVftnkzQvHj9UksFJvp8cfWNpDx9kBRdWoGTHBoN%2BoUjTXxuH8%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=AVxigLKXlNazgyqrlsUYNMngxBMC1EXqpSnevyXMKk4y0Sv8RvfYOJH%2FWv%2BZv7zAX%2B0qSFzFuIRMzJham23Br2lS53tciQut1jzQuBb9xms4gL8Xw0vJ9g2KGt%2FeFvFM8YPxIYtKPsQ%2BFD%2FGp661ocx2U0Wan%2BymLEEnGBof13FzuHLwyivXRkGMJ2EUFzsn8kHNZcTaAw%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=AVxigLLBnbmtAkontrHcq8cNeo6SGBOTWZCBv1WqG8O6uBwkHFqFeXgZq%2FxDfUvUE%2F6dv5JiCzlEOb24mVLeGCnRxVVqoEtUMn6vaSbAJkz69MZ5Gvlu0y2zclqbcLYJnKovfky7RYYfIntKR5V69K8mCVZ2Z1l4iK5xy4SZo05iuaLceYcWNtj9Yvq3ShoUluC02v4A&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=AVxigLL6OT5ALTMPA8ngbX0Al8ctIFM4Z7UzysZO28c13RCBoiu8uWAa343CVkeqU7lqHW6J9QYcTKXqCgydJmpvMeu%2BoGJpFCykSxLGs5A%2Bh6zRaNURnsWmlhQ%2Bpq3ufpC1IL%2Ff4yDn7Vl53lDW9u%2BfDDdZrM8iqPdIamCaW3YFcoObA%2FOPZIbxBHDPPFFvJfYR0M%2F9WvTA4tEk2g%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=AVxigLJfHhiZPqPZlWMTqBwmA9j0%2FSfWSpXvn8xKYUaAgtQsU8BGS3QLe5EQW1BxNL6lAHGy5q64489oKFHNCslXxXfrdE3P8sF3DLJcpn3NMf2aGbKe03bO5VAn1ZLkFoO2uDVMTabzqyYyOrImsskC8J%2FMijT4Hn7m%2BEz1fdsHlbEajQcNy8EmOtJlMfnZsIsoDA%2BgjLITwCaXljR2ie3wsq7RK6xT4%2Fs%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=AVxigLKW%2BMFrpmtZpYG3h1HpLXn685keEOWSNnjpA1VDe70ZyZG%2BrGlaF2ZkfxVmVla95gJZYMmaTAW8vn0abnqHbuajNuRFUAUcPA7CdKgp1ygp2FsEQDd0Ye65Sizv%2BNrumpjO0lZq73C%2FoLCtGgBcBr7IT7IRov%2BYLqqOb6QFsjl8YSYG%2FOi1UmNuBO4L6RyX60XNgxOmO1JAxR7qAdhaSnd%2BX3NV0JvfcHo%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=AVxigLK1PByw9kWS%2FQtaQxI0bKW87etrWPxFDTzSzwykKGjKAi6NT9FyVoFDznjFuCSwgyRY9ZpsLzRQcT3JctdLSDbh7F%2BOSz63GZABMEtwTiKzUHg9ICY4M8t2Pn%2BhJGtV9VtHN1Ut0w8aUijFlzSfwRw4fKnj7HJ8%2Bride2Pqf57MW0R0ONcpqfWWOb1uEtDuToF%2FtbEfQxXu%2Bt9Yjt%2Bx1FlNYjIvYkc%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=AVxigLL6OT5ALTMPA8ngbX0Al8ctIFM4Z7UzysZO28c13RCBoiu8uWAa343CVkeqU7lqHW6J9QYcTKXqCgydJmpvMeu%2BoGJpFCykSxLGs5A%2Bh6zRaNURnsWmlhQ%2Bpq3ufpC1IL%2Ff4yDn7Vl53lDW9u%2BfDDdZrM8iqPdIamCaW3YFcoObA%2FOPZIbxBHDPPFFvJfYR0M%2F9WvTA4tEk2g%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=AVxigLIMxb%2BQtkX%2BQDdOHRiQd%2FfKEPAXS3tBfSnPRynMqRvzd4Z9%2F0eNdrKSttMz5NjtyaefnrRiEUMXV3Ukt1CLEopyuyn3dgr9W3W8Zp5zTzlTLhJqRHfr8SiJ%2Fd4yp5Rz70y2tTkQQfsEYr4syfsyCOt6y1xONNJk4NSgZcRuEaoX4Kzdchguo%2F2wNo1n2PmllTRnHorcchE2xgu9g1M%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=AVxigLIaxlaDjnkhYRRLw%2B%2BfwkjZtZvMQl9NGyBC3XdCaK8If6cRXpUcLzpyVdQLaTAyvY2xIiqwWDBNsr5kRz1K3r0ON45x7xVjHdvYCK2vIvb17%2Fn152D%2F%2F%2BaMulnhxNJI6cO78Yvc0N1L4tEnqNQ0YTp%2BUX9Zq75MkVsG1Ps3DLuDmw%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=AVxigLLs7WML4wzgPM0p6U%2BEFATIWmfAciMDQqH7iRUgCCXbGkIcVq8BEV73FmxRcp8VuzcNKiANDpkCKuTCszK6k%2BJXeoeH9ou7ansH3yOkx3oRx31eNQBksH5fRImOqo3XFHWlll5bqWX0S6kFhcGZE5KFKppiyOJPKbx%2FkSz8A6i%2B3rdFraZr31GbJbf9lw%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=AVxigLJUmaIFqEceUo5v5Xc9RChJWeX1FZShHlwY2PUefuXhsExVzk3qLk2x7Fl64EI0Hz299ncq%2Bm%2BMjGCVUedXOqU3h2mPxZOLry0hAIO0r1PJ4ZdPnk5vEXY1dYnnt5HDKaLSJ6AxCIKQ2pZM3mUcbiU%2F4QCNX0TyH0HVT6WO&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=AVxigLIE3iBQcYTPo4OW9ksE7oTZqCDbuqkASRLWvNwYLYU3iactWgQoX1LpTQNr%2F4W9lJJjK3U17by%2BgOhdOXMfOGScO0Q%2BbiXvUZ0IL2lcJgavyqAyFiDqQIas9a%2FmTGae0UGpQVobk4QQoXQOGWHStYImcGjiXL7fjCU%2Fmn4ML6wZW%2FHUiv46oPDT1w%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=AVxigLKC1NOyPls4zp5CfO8id%2BIgIbkuXFEWWNdzQCmM5jQPioI8pVIbEs5k82LuSGlRBSPtA615q8Wygz37Q463HM3J134t8lkqAh6ttn%2FQXFVDOme1bw4hXKLQ3VvqUJEY0xFH5aAhFzCRyoeg%2Fs0sqwJjZ2yiSF9zM%2F2d2y9v%2B%2F%2F3MXdCyoP6r%2BuKCVaVhf6oxleySjQIDg%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=AVxigLI5B6VJD6Ydl%2BvU2zBx1ytPh3hmu6Jb2aWnLOXp9RANKyMPKSRe2gwDqhOS1ByIo4k4wP4NVkLoRfZeExihLHh5zNRYToI1lDo0llSgwZ5x3p%2B14xTYmZ7n4RB%2B5tF3S8jnqugev5pqH4dm%2FKz6SFdDmwD3d1Gf1i384%2BbAxOdXfISjyvvjqlDKQg%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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&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=AVxigLJ1qCs%2BjPwF69AWu0WoDjni5j2EPwswe2oWB71vOgcn0aOxgYCe0FTNssYqVpYqZUwTCafu4CmoIzoJMfN6gKjq10QWb%2BZ%2BqhaHfqR7FJoetbioIvaN59hvi%2FMwBQNDQM%2BGZDv6%2BmmULrjZlLZP2q9%2Fv5uLi9mOKxcj7hYKCtXl5g%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=AVxigLL6gP%2BLjoZh3iDc35nZeQKRsLXZ5zhlJbzrnRG67vC73iSHsZ8Q0auZ7VQH4HMP5ozCHc8rYQ3A%2BQIXe3%2F02XHcMT1kSY6JTX9vh0P5%2Brf2Mti30Q7PruJhn2UNzZIFiVSD%2BHkTVQyeMBzPprR7o9jSjR3thJ7ZU6TH8BSJWMzX&webInteractiveContentId=185823046841&portalId=8302174)

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# What Is MCP and How Can Businesses Use It?

 Rayven, 04 July 2026

What Is MCP and How Can Businesses Use It?

12:19

Rayven Insights

Model Context Protocol (MCP) - a standard introduced by Anthropic for connecting AI assistants to live business systems - gives tools like Claude, ChatGPT, and Gemini direct, real-time access to your operational data rather than relying on static snapshots or manual copy-paste.

Want to plug Claude, ChatGPT, or Gemini into your live systems?

Get a free MCP scoping call with Rayven. We'll walk through your stack, the systems you'd want connected, and what an MCP rollout looks like end-to-end - no commitment.

[Book a free call →](https://www.rayven.io/book-demo)

The operational consequence is significant: AI assistants can answer questions, surface insights, and support decisions using information that is current, not yesterday's export. This post covers the most practical MCP use cases for business, and how Rayven's MCP implementation makes those use cases deliverable without months of custom development.

 

## What exactly is MCP and why does it matter for business?

Model Context Protocol (MCP) is an open standard that creates a structured connection between an AI assistant and the live systems a business already runs - databases, ERPs, IoT sensors, APIs, CRMs, and more. Without MCP, an AI assistant only knows what you paste into a prompt. With MCP, it can query your actual systems in real-time and return answers grounded in current operational data.

For business, this matters because the gap between what an AI assistant "knows" and what your business actually knows right now has always been a barrier to practical adoption. MCP closes that gap at the connectivity layer - it is not an AI agent and it does not execute workflows on your behalf. What it does is give the AI assistant a live window into your systems so that the answers it provides reflect what is actually happening, not what was true when you last exported a spreadsheet.

The result is AI that is genuinely useful for operational decisions rather than general conversation.

## What are the most practical MCP use cases for business?

MCP's value shows up wherever an AI assistant needs live, specific, contextual data to be useful. The most practical use cases span nearly every function of a mid-to-large business:

**Operations and asset management:** Staff can ask an AI assistant questions like "Which assets are currently flagged for maintenance?" and receive answers drawn directly from live maintenance or IoT systems - not last week's report.

**Supply chain and inventory:** Procurement and logistics teams can query current stock levels, outstanding orders, or supplier lead times through a conversational interface, without logging into multiple systems.

**Finance and reporting:** Finance teams can interrogate [live financial data](https://www.rayven.io/industries-and-roles/financial-services-software) - revenue by region, cost centre variance, open purchase orders - through natural language rather than waiting for a scheduled report.

**Customer and field service:** Customer-facing staff can access current order status, service history, or account data mid-conversation without switching applications.

**Compliance and audit:** Compliance officers can ask contextual questions across operational records and retrieve traceable, current answers.

The common thread: any role that currently loses time switching between systems or waiting for reports is a candidate for MCP.

## How does MCP differ from a standard API or data integration?

This is a common point of confusion. APIs and [integration-layer](https://www.rayven.io/platform/integration) connect systems to systems - one application sending or receiving structured data from another. MCP connects an AI assistant to a system, in a way the AI assistant can interpret and act on within a conversation.

| Capability | Standard API / Integration | MCP |
| --- | --- | --- |
| Who queries it? | Another application or service | An AI assistant (Claude, ChatGPT, Gemini) |
| Query format | Structured, predefined calls | Natural language, interpreted at runtime |
| Response format | Structured data (JSON, XML, etc.) | Contextual answer surfaced by the AI |
| Who uses it directly? | Developers, downstream apps | Business users via conversational interface |
| Real-time data access? | Possible but requires design | Yes - core to the MCP standard |
| Replaces existing systems? | Sometimes | No - surfaces existing systems to AI |

MCP is a layer on top of your existing integrations, not a replacement for them. Rayven's [MCP implementation](https://www.rayven.io/solutions/custom-ai-solutions/rayven-mcp) sits above an already integrated data environment, which means the AI assistant has access to a broad, unified view of your business from day one.

## What does MCP look like in practice at an operational business?

Consider a field operations manager at an infrastructure business. Without MCP, answering "What is the current status of work orders at Site B?" involves logging into a field management system, filtering by site, and reading a list. With MCP, the manager asks their AI assistant the same question in plain English and receives a current answer sourced directly from the live system.

The AI assistant is not guessing. It is not working from a document someone emailed last Friday. It is reading from the same data source the field management system uses - at that moment.

**Rayven's platform is live across 240+ deployments**, spanning industries including mining, logistics, government, and utilities. The [the Rayven Platform](https://www.rayven.io/platform) acts as the data backbone, and the MCP layer exposes that backbone to AI assistants in a governed, secure way.

The practical day-to-day experience is: staff ask better questions and get current, specific answers - without adding new software to their workflow.

## What problems does MCP solve that existing tools haven't?

Most businesses have invested heavily in operational software - ERPs, SCADA systems, CRMs, asset management platforms. The problem is not a lack of data; it is that the data lives in separate systems, accessed by separate people, through separate interfaces. AI assistants, without MCP, cannot reach any of it.

MCP solves the 'last mile' problem for AI adoption: getting the AI assistant connected to the operational reality of the business. This is distinct from the common failure mode of AI projects. **95% of AI projects never ship** - often because the data environment needed to support them was never properly connected. MCP, implemented on top of a unified data platform, short-circuits that failure mode by making the connection the starting point rather than a years-long prerequisite.

The [data layer](https://www.rayven.io/platform/data) underneath MCP matters enormously. An AI assistant connected to fragmented, unstructured, or poorly governed data will return poor answers. Connected to a clean, real-time, unified data environment, it returns answers worth acting on.

## When does MCP make sense - and when doesn't it?

MCP makes sense when:

- Staff regularly need current operational data to answer questions or make decisions
- Data lives across multiple systems with no single natural-language interface
- The business has already adopted or is evaluating AI assistants (Claude, ChatGPT, Gemini)
- Time spent switching between systems or waiting for reports is a known productivity cost
- There is appetite for AI adoption but a lack of practical entry points

MCP is less immediately useful when:

- The business has no consistent AI assistant in use (there is nothing to connect MCP to)
- Underlying data is too fragmented or ungoverned to support reliable answers
- The primary need is workflow automation rather than data access - that is a job for the [automation and execution layer](https://www.rayven.io/platform/execution), not MCP

The honest framing: MCP is a connectivity standard. It makes AI assistants more useful by giving them live access to your systems. It does not replace the need for clean data, and it does not automate processes by itself. Used in the right context, it is one of the highest-leverage upgrades a business can make to an existing AI assistant deployment.

## How does Rayven implement MCP and how quickly can it be deployed?

[Rayven's MCP capability](https://www.rayven.io/solutions/custom-ai-solutions/rayven-mcp) is built into the Rayven Platform, which means it sits on top of an already-unified, already-integrated data environment. Businesses do not need to rebuild their data architecture to use it; the platform handles [data integration across IT, OT, and IoT systems](https://www.rayven.io/solutions/data-integration-platform) through **1,228+ fast-track connectors**, then exposes that unified environment to AI assistants via MCP.

Deployment follows Rayven's standard done-for-you model - fixed scope, fixed price, delivered in **two to 12 weeks to a working solution**. The **3-week average deployment time** reflects the fact that the integration and data work is handled by Rayven's delivery team, not left to the customer to figure out. **Rayven delivers solutions 66% faster than traditional development.**

For businesses evaluating [custom AI solutions](https://www.rayven.io/solutions/custom-ai-solutions), this matters because the typical barrier is not the AI assistant itself - it is the data infrastructure underneath. Rayven handles both, which is why the deployment timeline is measured in weeks, not quarters.

---

### Is MCP the same as giving an AI agent access to my systems?

No. MCP - Model Context Protocol - is a connectivity standard that gives an AI assistant read access to live business systems so it can answer questions using current data. An AI agent is a different concept: it takes actions, runs workflows, and executes tasks. MCP gives the assistant a window into your data; it does not hand it the keys to do things in your systems. Understanding this distinction is important before scoping any MCP project.

### Which AI assistants are compatible with MCP?

MCP was introduced by Anthropic and is natively supported by Claude. It has also been adopted by other major AI assistant providers including OpenAI (ChatGPT) and Google (Gemini), making it a genuinely cross-platform standard. Rayven's MCP implementation is designed to work across these assistants, so businesses are not locked into a single AI provider.

### Does MCP require replacing existing business systems?

No. MCP surfaces data from existing systems to an AI assistant - it does not replace those systems. Your ERP, CRM, asset management platform, and other operational software remain in place. MCP creates a structured bridge between those systems and the AI assistant, using [fast-track connectors](https://www.rayven.io/platform/integration/prebuilt-connectors) and APIs that Rayven configures as part of deployment. Existing investments are preserved; the AI assistant simply gains the ability to access them.

### How is data security handled with MCP?

In Rayven's implementation, MCP operates within the platform's [security and governance layer](https://www.rayven.io/platform/security), which includes enterprise access control, encryption, audit logging, and data residency controls. The AI assistant only accesses data that the governing permissions allow - the same access controls that apply to human users apply to the MCP connection. No data is exposed beyond what the business explicitly configures.

### What industries get the most immediate value from MCP?

Any industry where operational data is spread across multiple systems and staff regularly need current information to make decisions. Rayven's deployments across **24+ industries** include mining, infrastructure, logistics, utilities, government, and agriculture - sectors where the gap between 'what the data says right now' and 'what I can actually access quickly' is a daily operational cost. [Industry-specific use cases](https://www.rayven.io/industries-and-roles) vary, but the underlying problem MCP solves is consistent.

### How do I know if my data environment is ready for MCP?

The honest answer is: it depends on what 'ready' means. MCP needs something to connect to - if underlying data is fragmented across dozens of ungoverned sources with no unified structure, the AI assistant will return unreliable answers. Rayven's approach is to address the data foundation first through [a unified data platform](https://www.rayven.io/solutions/unified-data-platform), then layer MCP on top. The [initial discovery conversation](https://www.rayven.io/book-demo) with Rayven typically surfaces data readiness within the first session, and the done-for-you delivery model means Rayven's team handles remediation as part of the engagement.

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

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### Explore further related content:

<https://www.rayven.io/blog/mcp-for-sales-teams>

Blogs

## [What Is MCP for Sales Teams - and Why Does It Matter?](https://www.rayven.io/blog/mcp-for-sales-teams)

 Model Context Protocol (MCP) - a standard introduced by Anthropic for connecting AI assistants such as Claude, ChatGPT, and Gemini to live business systems - gives...[Read More](https://www.rayven.io/blog/mcp-for-sales-teams)

<https://www.rayven.io/blog/mcp-vs-api-integration-whats-the-difference>

Blogs

## [MCP vs API Integration: What's the Difference?](https://www.rayven.io/blog/mcp-vs-api-integration-whats-the-difference)

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<https://www.rayven.io/blog/mcp-security-for-enterprise>

Blogs

## [Is Your MCP Implementation Actually Secure? What Enterprise Teams Need to Know](https://www.rayven.io/blog/mcp-security-for-enterprise)

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