---
title: What Is MCP for Finance Teams - and Why Does It Matter?
description: Model Context Protocol (MCP) - a standard introduced by Anthropic for connecting AI assistants such as Claude, ChatGPT, and Gemini to live business...
image: https://www.rayven.io/hubfs/agent-fleet/blog-heroes/mcp-for-finance-teams-hero.jpg
---

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

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

 Solutions

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

[ Industries + Roles ](https://www.rayven.io/industries-and-roles)

[ Services ](https://www.rayven.io/services)

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

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

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

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

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

**Custom AI + Agents**

Train and deploy AI trained on your files, systems + data.

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

[![4-Build-Solution-orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/4-Build-Solution-orange-bev.png)

**Custom Applications**

We build tools, apps + software over the top of your existing stack.

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

[![2-Unify-Solution-Orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/2-Unify-Solution-Orange-bev.png)

**Integrations**

Integrate and move data across all your systems, assets + files.

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

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

**Unified Data Platforms**

Complete platforms, pipelines, hybrid storage + real-time orchestration.

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

[![3-Act-Solution-Orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/3-Act-Solution-Orange-bev.png)

**Automations**

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

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

[![5-Context-Solution-Orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/5-Context-Solution-Orange-bev.png)

**IoT Solutions**

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

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

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

    Rayven MCP

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

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

    AI Data Fabric

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

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

    AI Agents

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

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

    Private LLM

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

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

Field Applications

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

[![We deliver custom solutions that fit your business and industry better, fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790017847.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJhHG68MSN%2FOEQeUIcPVSpcQuLR9du9gJ3grBvwjvJQt33fkXDZN7ruAxkZoQn1wbMtdbIh6VgilX3vMK8l8bh6Jn0jnW4W6MQt5ULy0GuzQOyVOQGZLaQmxqc%2Bg9L6SXEXPw%3D%3D&webInteractiveContentId=183790017847&portalId=8302174)

[![Rayven-fav-icon](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Logos/Rayven-fav-icon.svg)

**Platform Overview**

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

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

[![integration-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-layer.svg)

**Integration Layer**

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

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

[![data-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-layer.svg)

**Data Layer**

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

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

[![execution-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-layer.svg)

**Execution Layer**

Automate workflows, trigger actions using real-time data + AI.

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

[![presentation-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-layer.svg)

**Presentation / UI Layer**

Turns your data into real-time dashboards, reports + custom UIs.

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

[![security-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-layer.svg)

**Security, Governance + Hosting**

Protects the platform with access control, encryption + audit logging.

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

[![integration-file-uploads](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-file-uploads.svg)

File Uploads

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

[![integration-ai-connectors](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-ai-connectors.svg)

AI Connectors

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

[![integration-it-ot-connectors](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-it-ot-connectors.svg)

IT / OT Connectors

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

[![integration-custom-integrations](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-custom-integrations.svg)

Custom Integrations

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

[![integration-api-endpoints](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-api-endpoints.svg)

API Endpoints

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

[![integration-iot-devices-protocols](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-iot-devices-protocols.svg)

IoT Devices + Protocols

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

[![integration-forms-manual-input](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-forms-manual-input.svg)

Forms + Manual Input

](https://www.rayven.io/platform/integration/forms-manual-input)

[![integration-streaming-data](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-streaming-data.svg)

Streaming Data

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

[![data-real-time-data-processing](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-real-time-data-processing.svg)

Real-Time Data Processing

](https://www.rayven.io/platform/data/real-time-data-processing)

[![data-unified-data-tables](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-unified-data-tables.svg)

Unified Data Tables

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

[![data-data-management](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-data-management.svg)

Data Management

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

[![data-data-transformation](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-data-transformation.svg)

Data Transformation

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

[![data-file-parsing](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-file-parsing.svg)

File Parsing

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

[![data-calculation-aggregation](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-calculation-aggregation.svg)

Calculation + Aggregation

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

[![data-ai-models-training](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-ai-models-training.svg)

AI Models + Training

](https://www.rayven.io/platform/data/ai-models-training)

[![data-data-storage](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-data-storage.svg)

Data Storage

](https://www.rayven.io/platform/data/sql-cassandra-storage)

[![execution-workflows-triggers](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-workflows-triggers.svg)

Workflows + Triggers

](https://www.rayven.io/platform/execution/workflows-triggers)

[![execution-control-automation](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-control-automation.svg)

Control + Automation

](https://www.rayven.io/platform/execution/control-automation)

[![execution-predictive-ai-machine-learning](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-predictive-ai-machine-learning.svg)

Predictive AI / ML

](https://www.rayven.io/platform/execution/predictive-ai-machine-learning)

[![execution-gen-ai-ai-agents](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-gen-ai-ai-agents.svg)

Gen AI + AI Agents

](https://www.rayven.io/platform/execution/gen-ai-agents)

[![execution-approvals-exceptions](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-approvals-exceptions.svg)

Approvals + Exceptions

](https://www.rayven.io/platform/execution/approvals-exceptions)

[![rayven-mcp-icon](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/rayven-mcp-icon.svg)

Rayven MCP

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

[![presentation-dashboards-visualizations](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-dashboards-visualizations.svg)

Dashboards + Visualizations

](https://www.rayven.io/platform/presentation/dashboards-visualizations)

[![presentation-widgets-ui-components](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-widgets-ui-components.svg)

Widgets + UI Components

](https://www.rayven.io/platform/presentation/widgets-ui-components)

[![presentation-notifications-alerts](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-notifications-alerts.svg)

Notifications + Alerts

](https://www.rayven.io/platform/presentation/notifications-alerts)

[![presentation-dynamic-reports](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-dynamic-reports.svg)

Dynamic Reports

](https://www.rayven.io/platform/presentation/dynamic-reports)

[![presentation-custom-form-builder](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-custom-form-builder.svg)

Custom Form Builder

](https://www.rayven.io/platform/presentation/custom-form-builder)

[![presentation-screen-flows-hierarchies](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-screen-flows-hierarchies.svg)

Screen Flows + Hierarchies

](https://www.rayven.io/platform/presentation/screen-flows-hierarchies)

[![presentation-html-javascript](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-html-javascript.svg)

HTML + JavaScript

](https://www.rayven.io/platform/presentation/html-javascript)

[![presentation-qr-code-generator](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-qr-code-generator.svg)

QR Code Generator

](https://www.rayven.io/platform/presentation/qr-code-generator)

[![presentation-conversational-analytics](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-conversational-analytics.svg)

Conversational Analytics

](https://www.rayven.io/platform/presentation/conversational-analytics)

[![security-hosting-management](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-hosting-management.svg)

Hosting + Management

](https://www.rayven.io/platform/security/hosting-management)

[![security-white-labelling](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-white-labelling.svg)

White Labelling

](https://www.rayven.io/platform/security/white-labelling)

[![security-deployment-architecture](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-deployment-architecture.svg)

Deployment + Architecture

](https://www.rayven.io/platform/security/deployment-architecture)

[![security-users-roles-access](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-users-roles-access.svg)

Users, Roles + Access

](https://www.rayven.io/platform/security/users-roles-access)

[![security-usage-metrics](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-usage-metrics.svg)

Usage + Metrics

](https://www.rayven.io/platform/security/usage-metrics)

[![security-enterprise-security](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-enterprise-security.svg)

Enterprise Security

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

[![security-governance-controls](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-governance-controls.svg)

Governance + Controls

](https://www.rayven.io/platform/security/governance-controls)

[![security-audit-trails-logs](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-audit-trails-logs.svg)

Audit Trails + Logs

](https://www.rayven.io/platform/security/audit-trails-logs)

[![We deliver custom solutions that fit your business and industry better, fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790017847.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJhHG68MSN%2FOEQeUIcPVSpcQuLR9du9gJ3grBvwjvJQt33fkXDZN7ruAxkZoQn1wbMtdbIh6VgilX3vMK8l8bh6Jn0jnW4W6MQt5ULy0GuzQOyVOQGZLaQmxqc%2Bg9L6SXEXPw%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=AVxigLJMgp6Ma6Guotdx1UJdKLXKtobBJUaCuw%2FR093nQ2Yfx%2B7hC%2FXEvp1sxror5PuCtk2iRR9dSR0lqEre0O8g6HsmA5omlGYDcmP5ApqZHnFk%2F0dL8594nfvXi8PadR%2Frzk2R7EGq3IyDl%2Fy%2Bm5whHJQs4th6ZMikVUhOtCSW%2Fc00kVVdMNJOXVd7a7yK2Yx0itZXR9Ku4rO%2B8dBiTsxK8g%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=AVxigLIbvJJvBWR1PBBtLemkItBk8pUhy2kWheeFHHgP4jayV35eiIxdK0E3id3vliAjmOohvK1h6LlkcqGJ67YoT%2BYEUetXrNronaeSA0Fk0yqJiLWwbCkLU%2F3DJWcsLBymzOy1oNAO%2FixD2kTDHxs2RY16D3KIy0BVFJOc4Hg6%2BXOphDlJaGwkkuSR4wDyC2ACb1QQ0kHG9QIEeA%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=AVxigLJHO7P9BGBkf9xhwwwyvoqnXACpjDYdJQkRJ14v09JTwMK%2FsjWCW0fX1Yzo44YckxJoTfpYBvgyMliN%2BbkIMQO1SnzXxhCNKveUWGjXuW3H2nL5ZUvkb1yErUJxcZb3ay%2ForfRRHwRzAZVJm0Wjp%2FPsAv7b27Mp4g3oHimgluScTlB%2BNca4BvTK5WGj2Xo2MQPKgd%2FiAPY4RA%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=AVxigLKwfSsW3%2Bqk6F0NnLfUJRWGfQ0YhPN2DCIvSgCg2sHFeSxhHolawmwaabsHm5ML%2FnT6sODAUD5k%2BFuBxsyZsMST33PySvXBzJIjN52WhbtUkYv6jDBwzye%2BH%2Fh5%2Bdy4vLNaS8qiZUcaiqSd4QBRG7Em%2B4ZkVcKHpbTB%2FROuhr%2FFMynqGD1ZFFFQYEIqrAWy%2F%2F4%2BcVRbH9TxRf3gIDU%2FZC4%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=AVxigLLTv53bQ%2BPFUQnU8X8i4%2FIKTqSGTtrqwoA2EDW5JWNkFlPZ5nlb08jMl2rXIsfzUcHtgSFJHd72d117uXue1nArVcw%2FT4xzZVrxqn9SzItHl5WZCGvuhychosbPXzW6BpUhUyd%2F%2Bg5v1XTYYRpbDyKDXndOoImT8xCjUVJqKuIFzz%2BpCOSDG%2BkuO%2B8VNcHmEbs9JXay5RBCCS88zzk%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=AVxigLJdcCAn%2Funt%2FBY2mbrnTgHtbB9FgEeB4mrZA96BNV%2FDo4%2FzQPCtDYC2MFCmBD91tO1IuCNTT1rhAa5MyppFgC1HLEKDZWgDoYLLJjkgiughZZ9KdyYJpkKfcWNtX8wv%2F9LRDvaxo1oBpS3MsDYqGHlEiWz25TFTNcPUQgWe7UTVkHacr8%2BX%2FNeYD21eofQbDh9MpndriRJfLVnkrUglOwDXQA%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=AVxigLIQT0dOj36eMoSlFIT3TNCCl9dI6b1Lu0XQMTaS9vMOiFXr7Aixwy4%2FoyKayAl91CgE0bk%2BVLjj0q5wPKqI9Ia3blB9Nh3A7cPFGfNj8SNTFZq8ecgTVMwJ62O3RqEzN2NVPYdeZLR%2B2PLhVwkJrJdWsDxBjo0a%2FbnXpONm5ee3XQ%2F8JaKu3XyK5RRJtbSB2EpUkQFj7c%2Bgv%2F8aDbYvHFCpQgM%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=AVxigLKT8UwV4P4jPZyxo2ZQJeszdsyl2ew6VrIZO79IM%2BcybwRVFFJBI0GGO3GISSYupQq7bgy25CcxQEZnh%2FPH%2BNpBlfeg3WY5lbxmhmcrnEpWmchcn2t7D8x957tYxw1uFdUTEhBkto1nYzrMBXM%2F6av9rMd3ukSdhsOYgl%2FiPH74bPIgPF%2FmksmurxtIl45rTiIWpmAll3nTj3RTaOgj6k8%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=AVxigLJaxYKZXX8gV2zSnT0bOJyofrmXyDENNSsaE4IJJCLUVrMogQox7hz8IHc7MstKBBAcj0H31bJlttaHGmxT1Z4DCjdr%2BUfLXI%2BalhJEGnHAKAwnRHj3CP8aOtpbvHLfhoCtm3w2KB26hrx7gXKHKIWNybO7r5hffLn%2BzBbO6VYKoXV8mgl7jD0%2B%2Fp2xv7PeKFzwZWQ%2B5gqtiJmHs3k7Qg%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=AVxigLJackCHjYHGEbC7QrX7t9DFgtnXIACbYynjphCoaWB0jAp7XLdvkbDHwiZP2gKMEa2DA34%2B2btqAcTm9vATIPJI%2B6Dbmu13irY2uMRwK8%2FDKGBLJOW3XC%2BTa6lJzmrdiXxgPxM6T2h87GMK4eFAKBtmvzyV5ami%2F5wOixjAG3jxa8YVvnGbgYvuLiDMA4BsUkPpNIuW1CDT638zeqivq%2Fd9nhpysqoDbluxMLqIudWseQ%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=AVxigLIEOhNey8UtQ7M0GWBO1jPyAaB4aYc1ti3TxfTuCN%2FWHt44ux4DgiZqioupD6Hd6uA39REsEhDSRGQPD1ns0Zwl5V0mBw66qr71svc2qYwHX6FVyab5aYYhM%2B%2F0WET9oBiJPliiPiuJDU2JggKJaiEDw4v5ARTal45XL%2FW3061DmWjKyLBXbmrplYF5zF%2F4U%2FNK0KpWixtONaZvE1Njq7S1&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=AVxigLKe2ChVxsCZ%2B1VMq7RlwDS5lrz%2B7Y2zN6fx1m6olB7EsCD1TrLIQ8ruZFPve36GLvBp0KUtQzIzErTOIion2UxI8yo3ck6YjIWIO6msMakh3jVLFkNDkaA%2Fw3Z39KubWY%2BtIufnGJ3COOlWvpOuAnoSlXMDhe3hQXAO5QcusCAjEXuVcWM1T3Yeat%2F4gv6xk1Kv7fooohVvSz%2BlK5jtowETcw%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=AVxigLJJGQcl8wHp%2BR4cuONHYdAhiOBlnHLKdc2Z9Riri1z%2Bx38SQSYa8JlRSlNV6rBVSSftIGA0GzR2VTaTUkIHXnJENyrikQD4koAmjJQ5rS2JnmFSjdu3TsDXX0T9C8mTHfzXTjBdMToPLZBf6cyUfq8Z3czuUbuXXqRKR0DqlvonHL368QXnZ4eDtaVj4E3wR9R367%2BNR%2FMsltDdFGFVMfgFw2jzSLo%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=AVxigLJxsIOPaZfp5ZJwaiA%2BnBA%2FuoYrohOvy%2FTs1SGFJBVNAVjtrjoqd5fwbTWBqolN4joSdX8aFObQchZrWk9zQGPwpIDyCYmldJc%2Fg%2Bx6d3UdEkXNtEhIysB5ayJowXkWeOylySGxOexde10%2FKySNV7FnUR4jWluXHMRYarfnFg%2FdJrlTBEk%2BgEk4Fw%2BnxxkZxpetA%2BPFtGWAm2vFitFVSDo%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=AVxigLIobb8QMtjiJwADJNcUXdhTqwP%2BgcsqAbYPlkxOsY6ik2lfVOaqQVlpGgNLSp2XXHJ7CQP6wXtSCnw9Ps9VxXo5yEHz4RyKiM1CX65uHCzTKjSeAg%2BsnVJBCIyfzjlhpXel%2FhBFLzNTAc9HTdHpa0g6uXQu0GQfdsyYV8AoqxhAe1%2BzIADr9%2F1NVSZtJei9ng61s72MckMDu%2B8%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=AVxigLKMh9D4cLG0nUKvb8i%2BXGhtJVgcBH3Ingry3%2F%2Bywtoj5epTpv%2FTgcvVZNve7RWnL1aALlqvthXokhaphhYRd2PwnWhwZJyLxMiBOtDpQy4taSuGUBy4aexb3u9c2YStS4KbiQnZRQfGp46BbdvPT5c0JKp5sus7Wlf0SoYXmoe4iFPv5SLitfPvIs4WNVVL36do9Q%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=AVxigLImIIJrwImBNXrkCOpMU7aNw7c5KRQE4zFVaKqZi3RUiHlFs95ia0Qd2f1KbUvpz8pe3O4MeG4OIfoICdM0xmY9oxGIbVuqG9ENXNNgK18k%2FYx9Yo42tFf4Fm%2FilcLcZSE8PwjXuPNGddz63XtVN9NV0ZRr3rk0So4flWVDbE2BRDwdP13kuhH0vhDeiH4UU5%2B0&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=AVxigLLSZqCX2Q%2BFbUcRHbEGEMcA27Bugt3VgB2xaBdGMRKX04svill5VsqPOLZD%2BiGqq80RXzZqyJaDLuQ79L%2Fa9iM1iU9re7PpHiq3AEOf64CDcab8Gf9jmikHkaEwdizi%2FTW8PkJHt%2Fb4U9EF%2BN4uT8X%2BFfoujP1fypuLiaYdHgi0ZNpLdl%2BL%2B1CR6PdzhoZbUQ3wNiQYhehXEw%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=AVxigLL96A3M%2BHdD5ho12%2FuOoGpUApkiOGz2DR2BmT236B4IiGB2QunW0wPrl%2FnyD2kvreUa%2BbqTFPpZUhn1pqk83%2Fhzlw95ExONyUVtEStNTHKOWx559tVDiXz9LkODXuzLWOObX3Ho1ugQm25jOnbAVi2BIhOMc2hgOdQk5WoIR%2FytaBT3rbXxkZ6WsetCYoUOl7lHHq%2BvaisB%2BAbjqjGC10T0WciCBE0%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=AVxigLIBvYZrURZ06jM4rycBqhTdYRIxkgZHFrR6NTIL8Q1D5MLkP7Hu7x8Jk1uSqOVQoItqScyjOBe%2BuJoMh4Ezr%2FaelPq5LwKQZzXVckt%2BRmDx8IlyDHPXMfuLUm6OLJ%2Bsf4yxLkSk8wu6fVe8XFqDkPLmjjwY9%2Fk8B52HjW8xQSol0Q8WYz5axiP3OIojTDqThJH4DQfp4UhFDUAnIxQo1uBiTD565oSCpAo%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=AVxigLKsjw%2BUf0LfBnaNxYbIMhf6Yz1EivluDHXYFJeO3fA3%2BU8Eb3JyyE%2Btw9oH%2FvNLVpZcqQ5bNjEAfd3P%2Fxhp8cRmvpEbPekt2V%2FuWNWYTRfcrYHmVqzaicGre3hy4%2BQXOKGlRf0dl39HpxPID8WgUbKcPrkipDJv1A2qO12Hdotud%2FrJAzxaMYEAIAgj73YVB5binNIqrZH%2BVOv3e9sqirQLYJEpqCA%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=AVxigLLSZqCX2Q%2BFbUcRHbEGEMcA27Bugt3VgB2xaBdGMRKX04svill5VsqPOLZD%2BiGqq80RXzZqyJaDLuQ79L%2Fa9iM1iU9re7PpHiq3AEOf64CDcab8Gf9jmikHkaEwdizi%2FTW8PkJHt%2Fb4U9EF%2BN4uT8X%2BFfoujP1fypuLiaYdHgi0ZNpLdl%2BL%2B1CR6PdzhoZbUQ3wNiQYhehXEw%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=AVxigLI72h9t7mNhUnXfBKdKguQPO%2BQhKfNcOnk5dnQGLdModcSCUuqJzbOH9cSuUVWVjOy8nyYHYE3L6Xlih3jziR9zVUHJ1Ohep8ki%2BcMlrudKwefKj4W28BULydQfWU92yOgjq7mwqo6cn3BsKyiO00xtWjW255wuB5vi7Y3Fh0JWfVv5iRRdTKYhGU0XsQzLV5aeFRD36kmBEwgBRAo%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=AVxigLKHOJZcEovGZ1TI0wLbvlgmXW5%2Bx5PfxWDob2JZrR6v%2Fdvghm9kkubuigYP%2BFxGhU5CDkMZnvjaElfgV8jGZ9OzXOMnmuRsrNyKflxmgJGv3zopg8sCt7yK9wDIUkVszTIxt36yxZ7YEdRbUQdV30%2BWX5lrIkvi%2B84ExXxbDit3yw%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=AVxigLICmZ9jEvn7R1daql9UzIMl%2F0CUQbq%2Fhu2vEaryHf%2BWKO1Dvki1q%2B6tCC3W%2FL2dW%2Bii3YeYHKUIb0SqwmorAmJI9w6ze%2FJ3UPUN560KSVtB6YPLgX47duYF2aJEv%2Fl2tDye9ScFXcoSTN5AcPy%2B2n9WbVrjW3yI3VSCzimMQxzEMqo47D3ImA1soTDdQQ%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=AVxigLL%2BkZeKcpwPZLaaKWDtiKnzMIGAhBiu5P7ujxAt3hR9T8OHunTONTvQHyhL5UShTo9s2XPYuFmlBMq6ZywG0BsMrW%2Fksmq2cj%2FvreL6kfcTSHemA7jMC5RWbiWD35AKLAsIzKA1zQ04HpXhHT3ihsLXA%2F4dWYCKitz4pacm&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=AVxigLLeCegfUnqdSHTOYZLog9sj0WPKel4xz1mp59sFxipTDjs%2BGNxyoYzMi%2Bsn75FD9JTxu%2FTIoLlgNzk8c11gs6Tkpl5tqnwpRjngDMhc93T%2BwEwzz3DMxrPsZXjzaFLWpyOlTqFvlrQclAa%2FrWDZY4FJAqapo3fWK7TSr55gnSnK190EW8qfz3y%2Bpg%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=AVxigLIu953S5N1xTG58BFWBg3Ln0yJ4lOal6EaGPppJGO9We9GyIyBD7%2FlTKPTy7N%2FoDPRR0onO%2FZaC0DpWhtTbyGx4LBfpiEUL4nSv6%2B0OkR47bP%2BNUbC87Irp8EAcMT69boKFB7dXJLfOa%2B%2BBVOZfIIZ2nLXxSUVC%2BE07QzjO2Up4D7Qv4OThYBA0vuTzyGov8KwCqE0pBQ%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=AVxigLKKQXRgb5PiXI7r5YnLwj7LuOg2bOgX%2FdQygH4lEhj85zMrRHBpqyXMxIAQqBuMHQVVZ1J5dee%2Fr38ulZdptkuA9a87REAgytlwMyqzy9e5lxSZ7kkJEQnPASCJWyWXA5eOejaE5ZOjE7LXWHg3vD70uzFgZAGceaX%2Fb4izJXK4FUvDrpyOlEh04Q%3D%3D&webInteractiveContentId=185785618812&portalId=8302174)

Overview

[ Services Overview           ](https://www.rayven.io/services)

[ Enterprise Services ](https://www.rayven.io/services/enterprise-application-development)

Set Engagements

[ Agentic AI ](https://www.rayven.io/services/agentic-ai)

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

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

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

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

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

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

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

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&webInteractiveContentId=185823046841&portalId=8302174)

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)

[![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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&webInteractiveContentId=185823046841&portalId=8302174)

Library

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

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

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

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

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

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

Our Company

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

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

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

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

[![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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&webInteractiveContentId=185823046841&portalId=8302174)

[![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=AVxigLLx1KfyOSOI86GNEaxvGsfGG92anolnKES570C0ai2Kr2eoLc3RWfRWWv7Gj5%2FzCMXGbCA3akPkMpmxrW21sB7gAqMITMhJb2eyWrDwy2I0x0KaUCfaIA5LQ5tSxiPVu7A0%2FVYdA0AakOjddVaJdvWeWgr3Uwgi4cnDk1uX89NNMQ%3D%3D&webInteractiveContentId=183792126777&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLK6P0bonh565cAVrrehQxoJt04dUFYCBubxjZLBjZ%2F%2B2WaIlnAtrnQCUFT1SXO3DOVL%2BFuT8PNSwhwRlaGf8EhV9Khuo3KsOpsd6rSAgTM9jEmMz6llnmawR0tMT7MsGCaIzR%2BXUCHvYUaUcC00PN4pVvah5PQUBZ4CH4GrgY9V9tFt2sWV2Rwhs1MmIj08XA%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=AVxigLJhHG68MSN%2FOEQeUIcPVSpcQuLR9du9gJ3grBvwjvJQt33fkXDZN7ruAxkZoQn1wbMtdbIh6VgilX3vMK8l8bh6Jn0jnW4W6MQt5ULy0GuzQOyVOQGZLaQmxqc%2Bg9L6SXEXPw%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=AVxigLJhHG68MSN%2FOEQeUIcPVSpcQuLR9du9gJ3grBvwjvJQt33fkXDZN7ruAxkZoQn1wbMtdbIh6VgilX3vMK8l8bh6Jn0jnW4W6MQt5ULy0GuzQOyVOQGZLaQmxqc%2Bg9L6SXEXPw%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=AVxigLJMgp6Ma6Guotdx1UJdKLXKtobBJUaCuw%2FR093nQ2Yfx%2B7hC%2FXEvp1sxror5PuCtk2iRR9dSR0lqEre0O8g6HsmA5omlGYDcmP5ApqZHnFk%2F0dL8594nfvXi8PadR%2Frzk2R7EGq3IyDl%2Fy%2Bm5whHJQs4th6ZMikVUhOtCSW%2Fc00kVVdMNJOXVd7a7yK2Yx0itZXR9Ku4rO%2B8dBiTsxK8g%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=AVxigLIbvJJvBWR1PBBtLemkItBk8pUhy2kWheeFHHgP4jayV35eiIxdK0E3id3vliAjmOohvK1h6LlkcqGJ67YoT%2BYEUetXrNronaeSA0Fk0yqJiLWwbCkLU%2F3DJWcsLBymzOy1oNAO%2FixD2kTDHxs2RY16D3KIy0BVFJOc4Hg6%2BXOphDlJaGwkkuSR4wDyC2ACb1QQ0kHG9QIEeA%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=AVxigLJHO7P9BGBkf9xhwwwyvoqnXACpjDYdJQkRJ14v09JTwMK%2FsjWCW0fX1Yzo44YckxJoTfpYBvgyMliN%2BbkIMQO1SnzXxhCNKveUWGjXuW3H2nL5ZUvkb1yErUJxcZb3ay%2ForfRRHwRzAZVJm0Wjp%2FPsAv7b27Mp4g3oHimgluScTlB%2BNca4BvTK5WGj2Xo2MQPKgd%2FiAPY4RA%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=AVxigLKwfSsW3%2Bqk6F0NnLfUJRWGfQ0YhPN2DCIvSgCg2sHFeSxhHolawmwaabsHm5ML%2FnT6sODAUD5k%2BFuBxsyZsMST33PySvXBzJIjN52WhbtUkYv6jDBwzye%2BH%2Fh5%2Bdy4vLNaS8qiZUcaiqSd4QBRG7Em%2B4ZkVcKHpbTB%2FROuhr%2FFMynqGD1ZFFFQYEIqrAWy%2F%2F4%2BcVRbH9TxRf3gIDU%2FZC4%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=AVxigLLTv53bQ%2BPFUQnU8X8i4%2FIKTqSGTtrqwoA2EDW5JWNkFlPZ5nlb08jMl2rXIsfzUcHtgSFJHd72d117uXue1nArVcw%2FT4xzZVrxqn9SzItHl5WZCGvuhychosbPXzW6BpUhUyd%2F%2Bg5v1XTYYRpbDyKDXndOoImT8xCjUVJqKuIFzz%2BpCOSDG%2BkuO%2B8VNcHmEbs9JXay5RBCCS88zzk%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=AVxigLJdcCAn%2Funt%2FBY2mbrnTgHtbB9FgEeB4mrZA96BNV%2FDo4%2FzQPCtDYC2MFCmBD91tO1IuCNTT1rhAa5MyppFgC1HLEKDZWgDoYLLJjkgiughZZ9KdyYJpkKfcWNtX8wv%2F9LRDvaxo1oBpS3MsDYqGHlEiWz25TFTNcPUQgWe7UTVkHacr8%2BX%2FNeYD21eofQbDh9MpndriRJfLVnkrUglOwDXQA%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=AVxigLIQT0dOj36eMoSlFIT3TNCCl9dI6b1Lu0XQMTaS9vMOiFXr7Aixwy4%2FoyKayAl91CgE0bk%2BVLjj0q5wPKqI9Ia3blB9Nh3A7cPFGfNj8SNTFZq8ecgTVMwJ62O3RqEzN2NVPYdeZLR%2B2PLhVwkJrJdWsDxBjo0a%2FbnXpONm5ee3XQ%2F8JaKu3XyK5RRJtbSB2EpUkQFj7c%2Bgv%2F8aDbYvHFCpQgM%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=AVxigLKT8UwV4P4jPZyxo2ZQJeszdsyl2ew6VrIZO79IM%2BcybwRVFFJBI0GGO3GISSYupQq7bgy25CcxQEZnh%2FPH%2BNpBlfeg3WY5lbxmhmcrnEpWmchcn2t7D8x957tYxw1uFdUTEhBkto1nYzrMBXM%2F6av9rMd3ukSdhsOYgl%2FiPH74bPIgPF%2FmksmurxtIl45rTiIWpmAll3nTj3RTaOgj6k8%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=AVxigLJaxYKZXX8gV2zSnT0bOJyofrmXyDENNSsaE4IJJCLUVrMogQox7hz8IHc7MstKBBAcj0H31bJlttaHGmxT1Z4DCjdr%2BUfLXI%2BalhJEGnHAKAwnRHj3CP8aOtpbvHLfhoCtm3w2KB26hrx7gXKHKIWNybO7r5hffLn%2BzBbO6VYKoXV8mgl7jD0%2B%2Fp2xv7PeKFzwZWQ%2B5gqtiJmHs3k7Qg%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=AVxigLJackCHjYHGEbC7QrX7t9DFgtnXIACbYynjphCoaWB0jAp7XLdvkbDHwiZP2gKMEa2DA34%2B2btqAcTm9vATIPJI%2B6Dbmu13irY2uMRwK8%2FDKGBLJOW3XC%2BTa6lJzmrdiXxgPxM6T2h87GMK4eFAKBtmvzyV5ami%2F5wOixjAG3jxa8YVvnGbgYvuLiDMA4BsUkPpNIuW1CDT638zeqivq%2Fd9nhpysqoDbluxMLqIudWseQ%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=AVxigLIEOhNey8UtQ7M0GWBO1jPyAaB4aYc1ti3TxfTuCN%2FWHt44ux4DgiZqioupD6Hd6uA39REsEhDSRGQPD1ns0Zwl5V0mBw66qr71svc2qYwHX6FVyab5aYYhM%2B%2F0WET9oBiJPliiPiuJDU2JggKJaiEDw4v5ARTal45XL%2FW3061DmWjKyLBXbmrplYF5zF%2F4U%2FNK0KpWixtONaZvE1Njq7S1&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=AVxigLKe2ChVxsCZ%2B1VMq7RlwDS5lrz%2B7Y2zN6fx1m6olB7EsCD1TrLIQ8ruZFPve36GLvBp0KUtQzIzErTOIion2UxI8yo3ck6YjIWIO6msMakh3jVLFkNDkaA%2Fw3Z39KubWY%2BtIufnGJ3COOlWvpOuAnoSlXMDhe3hQXAO5QcusCAjEXuVcWM1T3Yeat%2F4gv6xk1Kv7fooohVvSz%2BlK5jtowETcw%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=AVxigLJJGQcl8wHp%2BR4cuONHYdAhiOBlnHLKdc2Z9Riri1z%2Bx38SQSYa8JlRSlNV6rBVSSftIGA0GzR2VTaTUkIHXnJENyrikQD4koAmjJQ5rS2JnmFSjdu3TsDXX0T9C8mTHfzXTjBdMToPLZBf6cyUfq8Z3czuUbuXXqRKR0DqlvonHL368QXnZ4eDtaVj4E3wR9R367%2BNR%2FMsltDdFGFVMfgFw2jzSLo%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=AVxigLJxsIOPaZfp5ZJwaiA%2BnBA%2FuoYrohOvy%2FTs1SGFJBVNAVjtrjoqd5fwbTWBqolN4joSdX8aFObQchZrWk9zQGPwpIDyCYmldJc%2Fg%2Bx6d3UdEkXNtEhIysB5ayJowXkWeOylySGxOexde10%2FKySNV7FnUR4jWluXHMRYarfnFg%2FdJrlTBEk%2BgEk4Fw%2BnxxkZxpetA%2BPFtGWAm2vFitFVSDo%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=AVxigLIobb8QMtjiJwADJNcUXdhTqwP%2BgcsqAbYPlkxOsY6ik2lfVOaqQVlpGgNLSp2XXHJ7CQP6wXtSCnw9Ps9VxXo5yEHz4RyKiM1CX65uHCzTKjSeAg%2BsnVJBCIyfzjlhpXel%2FhBFLzNTAc9HTdHpa0g6uXQu0GQfdsyYV8AoqxhAe1%2BzIADr9%2F1NVSZtJei9ng61s72MckMDu%2B8%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=AVxigLKMh9D4cLG0nUKvb8i%2BXGhtJVgcBH3Ingry3%2F%2Bywtoj5epTpv%2FTgcvVZNve7RWnL1aALlqvthXokhaphhYRd2PwnWhwZJyLxMiBOtDpQy4taSuGUBy4aexb3u9c2YStS4KbiQnZRQfGp46BbdvPT5c0JKp5sus7Wlf0SoYXmoe4iFPv5SLitfPvIs4WNVVL36do9Q%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=AVxigLImIIJrwImBNXrkCOpMU7aNw7c5KRQE4zFVaKqZi3RUiHlFs95ia0Qd2f1KbUvpz8pe3O4MeG4OIfoICdM0xmY9oxGIbVuqG9ENXNNgK18k%2FYx9Yo42tFf4Fm%2FilcLcZSE8PwjXuPNGddz63XtVN9NV0ZRr3rk0So4flWVDbE2BRDwdP13kuhH0vhDeiH4UU5%2B0&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=AVxigLLSZqCX2Q%2BFbUcRHbEGEMcA27Bugt3VgB2xaBdGMRKX04svill5VsqPOLZD%2BiGqq80RXzZqyJaDLuQ79L%2Fa9iM1iU9re7PpHiq3AEOf64CDcab8Gf9jmikHkaEwdizi%2FTW8PkJHt%2Fb4U9EF%2BN4uT8X%2BFfoujP1fypuLiaYdHgi0ZNpLdl%2BL%2B1CR6PdzhoZbUQ3wNiQYhehXEw%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=AVxigLL96A3M%2BHdD5ho12%2FuOoGpUApkiOGz2DR2BmT236B4IiGB2QunW0wPrl%2FnyD2kvreUa%2BbqTFPpZUhn1pqk83%2Fhzlw95ExONyUVtEStNTHKOWx559tVDiXz9LkODXuzLWOObX3Ho1ugQm25jOnbAVi2BIhOMc2hgOdQk5WoIR%2FytaBT3rbXxkZ6WsetCYoUOl7lHHq%2BvaisB%2BAbjqjGC10T0WciCBE0%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=AVxigLIBvYZrURZ06jM4rycBqhTdYRIxkgZHFrR6NTIL8Q1D5MLkP7Hu7x8Jk1uSqOVQoItqScyjOBe%2BuJoMh4Ezr%2FaelPq5LwKQZzXVckt%2BRmDx8IlyDHPXMfuLUm6OLJ%2Bsf4yxLkSk8wu6fVe8XFqDkPLmjjwY9%2Fk8B52HjW8xQSol0Q8WYz5axiP3OIojTDqThJH4DQfp4UhFDUAnIxQo1uBiTD565oSCpAo%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=AVxigLKsjw%2BUf0LfBnaNxYbIMhf6Yz1EivluDHXYFJeO3fA3%2BU8Eb3JyyE%2Btw9oH%2FvNLVpZcqQ5bNjEAfd3P%2Fxhp8cRmvpEbPekt2V%2FuWNWYTRfcrYHmVqzaicGre3hy4%2BQXOKGlRf0dl39HpxPID8WgUbKcPrkipDJv1A2qO12Hdotud%2FrJAzxaMYEAIAgj73YVB5binNIqrZH%2BVOv3e9sqirQLYJEpqCA%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=AVxigLLSZqCX2Q%2BFbUcRHbEGEMcA27Bugt3VgB2xaBdGMRKX04svill5VsqPOLZD%2BiGqq80RXzZqyJaDLuQ79L%2Fa9iM1iU9re7PpHiq3AEOf64CDcab8Gf9jmikHkaEwdizi%2FTW8PkJHt%2Fb4U9EF%2BN4uT8X%2BFfoujP1fypuLiaYdHgi0ZNpLdl%2BL%2B1CR6PdzhoZbUQ3wNiQYhehXEw%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=AVxigLI72h9t7mNhUnXfBKdKguQPO%2BQhKfNcOnk5dnQGLdModcSCUuqJzbOH9cSuUVWVjOy8nyYHYE3L6Xlih3jziR9zVUHJ1Ohep8ki%2BcMlrudKwefKj4W28BULydQfWU92yOgjq7mwqo6cn3BsKyiO00xtWjW255wuB5vi7Y3Fh0JWfVv5iRRdTKYhGU0XsQzLV5aeFRD36kmBEwgBRAo%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=AVxigLKHOJZcEovGZ1TI0wLbvlgmXW5%2Bx5PfxWDob2JZrR6v%2Fdvghm9kkubuigYP%2BFxGhU5CDkMZnvjaElfgV8jGZ9OzXOMnmuRsrNyKflxmgJGv3zopg8sCt7yK9wDIUkVszTIxt36yxZ7YEdRbUQdV30%2BWX5lrIkvi%2B84ExXxbDit3yw%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=AVxigLICmZ9jEvn7R1daql9UzIMl%2F0CUQbq%2Fhu2vEaryHf%2BWKO1Dvki1q%2B6tCC3W%2FL2dW%2Bii3YeYHKUIb0SqwmorAmJI9w6ze%2FJ3UPUN560KSVtB6YPLgX47duYF2aJEv%2Fl2tDye9ScFXcoSTN5AcPy%2B2n9WbVrjW3yI3VSCzimMQxzEMqo47D3ImA1soTDdQQ%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=AVxigLL%2BkZeKcpwPZLaaKWDtiKnzMIGAhBiu5P7ujxAt3hR9T8OHunTONTvQHyhL5UShTo9s2XPYuFmlBMq6ZywG0BsMrW%2Fksmq2cj%2FvreL6kfcTSHemA7jMC5RWbiWD35AKLAsIzKA1zQ04HpXhHT3ihsLXA%2F4dWYCKitz4pacm&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=AVxigLLeCegfUnqdSHTOYZLog9sj0WPKel4xz1mp59sFxipTDjs%2BGNxyoYzMi%2Bsn75FD9JTxu%2FTIoLlgNzk8c11gs6Tkpl5tqnwpRjngDMhc93T%2BwEwzz3DMxrPsZXjzaFLWpyOlTqFvlrQclAa%2FrWDZY4FJAqapo3fWK7TSr55gnSnK190EW8qfz3y%2Bpg%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=AVxigLIu953S5N1xTG58BFWBg3Ln0yJ4lOal6EaGPppJGO9We9GyIyBD7%2FlTKPTy7N%2FoDPRR0onO%2FZaC0DpWhtTbyGx4LBfpiEUL4nSv6%2B0OkR47bP%2BNUbC87Irp8EAcMT69boKFB7dXJLfOa%2B%2BBVOZfIIZ2nLXxSUVC%2BE07QzjO2Up4D7Qv4OThYBA0vuTzyGov8KwCqE0pBQ%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=AVxigLKKQXRgb5PiXI7r5YnLwj7LuOg2bOgX%2FdQygH4lEhj85zMrRHBpqyXMxIAQqBuMHQVVZ1J5dee%2Fr38ulZdptkuA9a87REAgytlwMyqzy9e5lxSZ7kkJEQnPASCJWyWXA5eOejaE5ZOjE7LXWHg3vD70uzFgZAGceaX%2Fb4izJXK4FUvDrpyOlEh04Q%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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&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=AVxigLLx1KfyOSOI86GNEaxvGsfGG92anolnKES570C0ai2Kr2eoLc3RWfRWWv7Gj5%2FzCMXGbCA3akPkMpmxrW21sB7gAqMITMhJb2eyWrDwy2I0x0KaUCfaIA5LQ5tSxiPVu7A0%2FVYdA0AakOjddVaJdvWeWgr3Uwgi4cnDk1uX89NNMQ%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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![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=AVxigLLi3UIFsXquZQA25bn0jRYmt6cUPVKWoQesdel5g657SzhaEnJxUCa6F1dSPLqp7uPXrPFjBN8r2RLiJjrE9SrIgycxeO3tecL0hvQr3xmZKRMTuBxdQn1mvSv4TKinWUved%2BW31cLQRTDHpO%2FEs6Syv4dss5PSbCSsksSIVjq9&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![See where Rayven's been in the media recently.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046770.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLK6P0bonh565cAVrrehQxoJt04dUFYCBubxjZLBjZ%2F%2B2WaIlnAtrnQCUFT1SXO3DOVL%2BFuT8PNSwhwRlaGf8EhV9Khuo3KsOpsd6rSAgTM9jEmMz6llnmawR0tMT7MsGCaIzR%2BXUCHvYUaUcC00PN4pVvah5PQUBZ4CH4GrgY9V9tFt2sWV2Rwhs1MmIj08XA%3D%3D&webInteractiveContentId=185823046770&portalId=8302174)

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

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

Blogs

# What Is MCP for Finance Teams - and Why Does It Matter?

 Rayven, 31 July 2026

What Is MCP for Finance Teams - and Why Does It Matter?

11:48

Model Context Protocol (MCP) - a standard introduced by Anthropic for connecting AI assistants such as Claude, ChatGPT, and Gemini to live business systems - gives finance teams something they have never had before: an AI assistant that can read and act on real data from the systems they already use. Without it, AI tools work only on what they were trained on, which is never current, never specific, and never yours. With MCP in place, a finance team can ask a question and receive an answer drawn directly from live ERP records, forecasting models, or reporting databases.

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)

## What exactly is MCP, and what does it do for finance teams?

Model Context Protocol (MCP) is an open standard, introduced by Anthropic, that defines how an AI assistant connects to external systems - databases, applications, APIs - and retrieves live data in response to a query. For finance teams, this means an AI assistant is no longer limited to general knowledge; it can pull current figures directly from the systems that hold them.

The practical consequence is significant. A finance analyst asking "what is our current cash position?" no longer needs to open three systems, export data, and compile a summary manually. With MCP, the AI assistant queries the live system and returns the answer in seconds.

MCP is strictly a connectivity standard. It gives the AI assistant live access to your systems - it does not replace the systems themselves, and it does not make decisions on your behalf. Think of it as a secure, structured gateway: the AI asks, the system answers, the AI responds to the user.

[Rayven's MCP solution](https://www.rayven.io/solutions/custom-ai-solutions/rayven-mcp) is built on this standard and connects it to the broader Rayven Platform, so finance teams get live AI-powered queries across every data source in their environment.

## What problems does MCP solve for finance teams specifically?

Finance teams sit on enormous volumes of data spread across disconnected systems - ERP platforms, general ledgers, forecasting tools, treasury management software, procurement records, and more. The result is a familiar set of problems:

- Analysts spend hours manually pulling and reconciling data before any analysis can begin.
- Reports are already out of date by the time they are distributed.
- AI tools, when they are used at all, operate on exports rather than live data - introducing the risk of stale or inconsistent figures.
- Decision-makers cannot get answers to simple financial questions without waiting for a report cycle.

MCP addresses the root cause: AI assistants cannot see your data. Once MCP connects an AI assistant to your live finance systems through [Rayven's real-time integration layer](https://www.rayven.io/platform/integration), those problems either disappear or shrink dramatically. Queries run against live records. Answers reflect the current state of the business. Manual extraction steps are removed from the workflow.

**95% of AI projects never ship** - often because the data layer was never properly connected. MCP, delivered through a platform like Rayven, closes that gap before it becomes a failure point.

## How is MCP different from a standard API or a data connector?

This is a common source of confusion. APIs and data connectors move data between systems - they are plumbing. MCP is a context layer: it allows an AI assistant to understand which systems exist, what data they hold, and how to query them using natural language.

| Feature | Standard API / Connector | Model Context Protocol (MCP) |
| --- | --- | --- |
| Triggered by | Code or scheduled process | Natural language query from an AI assistant |
| Returns | Raw data payload | Contextually relevant answer drawn from live data |
| Requires developer | Yes, for each integration | No, once MCP is configured on the platform |
| Works with multiple AI tools | No - built per tool | Yes - standard works across Claude, ChatGPT, Gemini |
| Finance user can query directly | No | Yes |

Rayven's [1,228+ fast-track connectors](https://www.rayven.io/platform/integration/prebuilt-connectors) handle the underlying data connections; MCP sits above them to give AI assistants structured access to whatever those connectors surface.

## What does MCP for finance look like in practice?

Here are concrete examples of how finance teams use MCP through the Rayven Platform:

- **Cash flow queries**: A CFO asks their AI assistant for yesterday's closing cash position across all entities. MCP retrieves the figure live from the treasury system.
- **Variance analysis**: A financial controller asks why actuals are running above budget in a specific cost centre. MCP queries the general ledger and returns a line-by-line breakdown.
- **Invoice status**: An accounts payable manager asks which invoices are overdue by more than 30 days. MCP queries the accounts payable system and returns the list without a manual report run.
- **Forecast refresh**: A planning analyst asks for the latest revenue forecast compared to the prior week. MCP retrieves both versions from the forecasting tool and presents the delta.

None of these require a developer to build a bespoke query. The AI assistant handles the natural language; MCP handles the connection to the live system; [the Rayven data layer](https://www.rayven.io/platform/data) ensures the data is structured, clean, and AI-ready before it is ever surfaced.

**Rayven delivers working solutions in two to 12 weeks**, meaning finance teams are not waiting months to see results.

## How does Rayven deliver MCP for finance teams?

Rayven's approach to [MCP for finance](https://www.rayven.io/solutions/custom-ai-solutions/rayven-mcp) is built into its done-for-you delivery model. Rather than handing a team a framework and leaving them to configure it, Rayven's Australia-based delivery team scopes, builds, and supports the integration end-to-end.

The process follows three stages:

- **Connect**: Rayven maps the finance team's existing systems - ERP, reporting tools, data warehouses - and establishes MCP connections through [the Rayven Platform](https://www.rayven.io/platform).
- **Configure**: The MCP layer is set up with appropriate access controls, data governance rules, and query boundaries so the AI assistant only sees what it should.
- **Deploy**: The AI assistant is made available to finance users, tested against real queries, and handed over with ongoing support in place.

**Rayven holds a 5/5 rating across 140+ reviews**, which reflects the delivery model as much as the technology. Finance teams are not left to figure out configuration themselves.

**The platform maintains 99.9% uptime**, which matters when finance teams rely on live data for time-sensitive decisions.

## When does MCP make sense for a finance team - and when doesn't it?

MCP is well-suited to finance teams that:

- Already use structured systems (ERP, general ledger, planning tools) but cannot get AI to work against live data.
- Have analysts spending significant time on manual data retrieval and report compilation.
- Want to give senior stakeholders direct query access to financial data without involving IT for every request.
- Are evaluating AI tools but have found them too generic to be useful for finance-specific questions.

MCP is less suited to teams where:

- Financial data is largely unstructured, undocumented, or locked in spreadsheets with no consistent schema.
- There is no baseline data governance or access control framework in place.
- The primary bottleneck is decision-making process, not data access.

If data quality or governance is the concern, [Rayven's unified data platform](https://www.rayven.io/solutions/unified-data-platform) addresses that layer first - MCP is then introduced once the data foundation is solid.

## What should a finance team look for in an MCP solution?

Not every MCP implementation is equal. Finance teams evaluating options should ask:

- Does the solution connect to the specific systems we use, or only generic ones?
- How is access controlled - can we limit what data the AI can query?
- Who builds and maintains the integration, and what happens when a source system changes?
- How long does deployment take, and is there a fixed-scope engagement?
- Is the solution built on a platform with enterprise-grade security, audit logging, and data residency controls?

[Rayven's MCP offering](https://www.rayven.io/solutions/custom-ai-solutions/rayven-mcp) addresses each of these directly. **Rayven's platform is 70% pre-built and 30% configured per customer**, which means finance teams benefit from proven patterns without sacrificing relevance to their specific environment.

The [security and governance layer](https://www.rayven.io/platform/security) built into the Rayven Platform handles encryption, access control, audit logging, and data residency - critical requirements for any finance environment operating under regulatory obligations.

For teams wanting to explore the full platform before committing, [booking a demonstration](https://www.rayven.io/book-demo) is the most direct route to a scoped conversation.

---

## FAQ

### Does MCP replace the finance team's existing systems?

No. Model Context Protocol connects AI assistants to existing systems - it does not replace them. Finance teams continue using their ERP, general ledger, forecasting tools, and reporting platforms as normal. MCP simply allows an AI assistant to query those systems using natural language, so analysts get answers faster without changing the underlying data infrastructure.

### Is MCP secure enough for sensitive financial data?

Yes, when implemented with proper governance controls. MCP connections can be scoped to expose only specific data sets, enforce role-based access, and log every query for audit purposes. Rayven's platform includes enterprise-grade encryption, access control, and data residency controls as standard - making it suitable for regulated finance environments where data governance is non-negotiable.

### How long does it take to get MCP working for a finance team?

Through Rayven's done-for-you delivery model, finance teams typically reach a working solution within two to 12 weeks depending on the number of source systems involved and the complexity of access controls required. **The average deployment time is three weeks.** Rayven scopes each engagement with a fixed price and fixed scope so there are no open-ended project timelines.

### Do finance teams need technical staff to use MCP once it is deployed?

No. Once Rayven has configured and deployed the MCP layer, end users - analysts, controllers, CFOs - interact with it through a familiar AI assistant interface using plain language queries. Technical expertise is required during the setup phase, which Rayven's delivery team handles. Day-to-day use requires no coding or configuration knowledge.

### Can MCP connect to multiple finance systems at once?

Yes. MCP is designed to give an AI assistant access to multiple systems simultaneously, so a single query can draw on data from several sources - for example, combining general ledger data with cash flow forecasts and procurement records in a single response. Rayven's [custom integration capabilities](https://www.rayven.io/platform/integration/custom-integrations) and 1,228+ fast-track connectors make multi-system connectivity straightforward regardless of the technology stack a finance team uses.

### Is Rayven's MCP solution specific to large enterprises?

No. Rayven works across [24+ industries](https://www.rayven.io/industries-and-roles) and with organisations of varying sizes. The done-for-you model is particularly well-suited to finance teams that want AI-powered data access without building an internal technical capability to support it - which applies to mid-market businesses as much as large enterprises.

#### Tags

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

#### Author

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

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

#### Share

<http://www.facebook.com/sharer/sharer.php?u=https://www.rayven.io/blog/mcp-for-finance-teams> <https://twitter.com/intent/tweet?url=https://www.rayven.io/blog/mcp-for-finance-teams&text=What%20Is%20MCP%20for%20Finance%20Teams%20-%20and%20Why%20Does%20It%20Matter> <http://www.linkedin.com/shareArticle?mini=true&url=https://www.rayven.io/blog/mcp-for-finance-teams>

### 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-for-operations-and-supply-chain>

Blogs

## [What Is MCP for Operations and Supply Chain - and Why Does It Matter?](https://www.rayven.io/blog/mcp-for-operations-and-supply-chain)

 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-operations-and-supply-chain)

<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)

 Rayven Insights Model Context Protocol (MCP) - a standard introduced by Anthropic for connecting AI assistants to live business systems - and traditional APIs are...[Read More](https://www.rayven.io/blog/mcp-vs-api-integration-whats-the-difference)

## See Rayven in action

One of our data science, AI + IIoT specialists will contact you for a live one-on-one demonstration or to answer any questions.

<https://www.rayven.io>

- Solutions 
    - [Custom Applications](https://www.rayven.io/solutions/custom-software)
    - [Custom AI + Agents](https://www.rayven.io/solutions/custom-ai-solutions)
    - [IoT Solutions](https://www.rayven.io/iot-platform)
    - [Unified Data Platforms](https://www.rayven.io/solutions/unified-data-platform)
    - [Data Collection Tools](https://www.rayven.io/solutions/data-collection-software)
    - [Automations](https://www.rayven.io/solutions/automation-software)
    - [Integrations](https://www.rayven.io/solutions/data-integration-platform)

- [Platform](https://www.rayven.io/platform) 
    - [Platform Home](https://www.rayven.io/platform)
    - [Integration Layer](https://www.rayven.io/platform/integration)
    - [Data Layer](https://www.rayven.io/platform/data)
    - [Execution Layer](https://www.rayven.io/platform/execution)
    - [Presentation / UI Layer](https://www.rayven.io/platform/presentation)
    - [Security, Governance + Hosting](https://www.rayven.io/platform/security)

- [Use Cases](https://www.rayven.io/industries-and-roles)

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

- [About Us](https://www.rayven.io/about) 
    - [Resources](https://www.rayven.io/blog)
    - [Privacy Policy](https://www.rayven.io/privacy-policy)
    - [Contact Us](https://www.rayven.io/contact)
    - [Management Login](https://workspace.rayven.io/login.aspx)
    - [info@rayven.io](mailto:info@rayven.io)

 

<https://www.rayven.io/blog/mcp-for-finance-teams#body> 

![](https://px.ads.linkedin.com/collect/?pid=2581828&fmt=gif)

```json
{
  "@context" : "https://schema.org",
  "@type" : "BlogPosting",
  "author" : {
    "@type" : "Person",
    "name" : "Rayven",
    "url" : "https://www.rayven.io/blog/author/rayven"
  },
  "dateModified" : "2026-07-31T00:13:36.774Z",
  "datePublished" : "2026-07-31T00:13:36.000Z",
  "headline" : "What Is MCP for Finance Teams - and Why Does It Matter?",
  "image" : [ "https://www.rayven.io/hubfs/agent-fleet/blog-heroes/mcp-for-finance-teams-hero.jpg" ],
  "mainEntityOfPage" : {
    "@id" : "https://www.rayven.io/blog/mcp-for-finance-teams",
    "@type" : "WebPage"
  },
  "publisher" : {
    "@type" : "Organization",
    "logo" : {
      "@type" : "ImageObject",
      "url" : "https://www.rayven.io/hubfs/Ravyen%20Transparent%201390x426.png"
    },
    "name" : "Rayven.io"
  }
}
```