---
title: How to Build Custom AI Applications, Faster | Rayven
description: Learn how digital teams can overcome obstacles and accelerate the development of real-time, custom AI applications to drive efficiency + innovation.
image: https://www.rayven.io/hubfs/AI-Generated%20Media/Images/Abstract%20image%20of%20different%20industrial%20system%20dashboards%20coming%20together%20in%20a%20single%20interface.jpeg
---

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

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

 Solutions

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

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

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

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

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

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

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

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

**Custom AI + Agents**

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

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

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

**Custom Applications**

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

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

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

**Integrations**

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

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

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

**Unified Data Platforms**

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

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

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

**Automations**

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

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

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

**IoT Solutions**

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

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

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

    Rayven MCP

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

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

    AI Data Fabric

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

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

    AI Agents

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

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

    Private LLM

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

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

Field Applications

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

[![We deliver custom solutions that fit your business and industry better, fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790017847.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLL5vVAhjJkws2bDbXs6tWiRkiK33BR%2Bi7XPOrQqstxXp9tpJeEkj4j5jvHVPj2p5uZNRK4pvUxDB6jqlxg4qQGtkJ4Vx0GbIjIKlnX2rL3dgEAQU8xGHd%2B0cGudwmzO0gQUQA%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=AVxigLL5vVAhjJkws2bDbXs6tWiRkiK33BR%2Bi7XPOrQqstxXp9tpJeEkj4j5jvHVPj2p5uZNRK4pvUxDB6jqlxg4qQGtkJ4Vx0GbIjIKlnX2rL3dgEAQU8xGHd%2B0cGudwmzO0gQUQA%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=AVxigLKFSyy4gLXs9csv8VSw4OlN0mwjXxpn5dtoMrTwUmWPv9qK%2BPDq2m%2FgE0Na47bvMWnzwXdj57lBvhjxpFqaNGPFH%2BANcpKjnTHe%2BbDfaaetpipAw69NXgVqpiVjvvvSayIkzRepX1dHTrSEk8H9b9SdprSfPqo29cqCXuwgGpVCrrIGkFznmhKHtAB%2FE8ZsVrzfDSIC%2BDetE8%2FKD8B6Og%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=AVxigLKElQvvKs6aMfGfuELvxWEEOn%2Bdhz7k1PDEqKnDeubIyDod6Y7nnDip92AnVH%2B8Wlh9DKtP%2B6vpGwW9Q3%2F6YPUWz6NF8U1KZywu5e995Vg%2FCPjrK2MvKtHlqbJ8RREYRIyVfnAtbHEP6dFCgrH2LFGEpiWqaeKuzGcw3i4hCzPjhX6ZhZhd%2Fih37CIEvZP2UYDsAnjEW%2F7nuQ%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=AVxigLI1%2BRpDwCOGrxlsutZlDkSQVKPN3%2FWhyNHAYTgVDiBv%2FmuVRfpXdF83SxhyAURVz%2BeClI3syXAskZAjCGohG%2BxoHfeGZxHpAQ38KdlT9xGJ0RnovX7bgoMzr6DVEYY%2FCZw%2BbRn64iLtk%2BjnwFGmT9CQxiQfCjb00IeFSXz1yjIKqq%2BZa7Q2sqrdcDKajGhdp9AV1rAJlI6ckA%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=AVxigLJkJevOZeVQApfyr7ym3ex1CDNc3dnATqfLEKsIV%2FCkuMk17%2BIG%2FS%2BwjNjpxfaFkZFBTYyn3LmQGqBKqFfJfxzND1OxtH2%2B2D%2BvXdTfmrLIvoUoowGpWKBz2XUsgW07F%2BNdYy38X6yaYTo71zgkGjNv4RKCb3qv1vgTy52Xq5oUsRKNBQpIhIFzAElWT1dLhBLQ5mKdlqOjJDJ54AZPSS8%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=AVxigLLb4kTTlwWbh870RXZBTBfGsRjOvPIzAyPs5Hk5XL8tam0crtOMVGHBhRhv9w6hJoH4qSBm61Qd6ueP2%2FvVXs6pFHoYS1QxrggLO4DPRbSFwvotaw7CM5CriB2jfmjW1mqpBbHeMtfgaDsvCN6PIXYkMKrfk53ZaZWYuvcsAjiXjwogrc6l40aFFg3Lhg1YgLUkyvyhxdUowMXGADk%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=AVxigLIlZGKIOI4Wpz12mnnIhcouKoePWvssbviuQK8CkabJJxy1amZwfWLV0JecBcj0Lvh4ZCMqNSceSWHUTv6oqglt%2F7SOnEPgBq8SCJQjiQC1Bm6HEvu6b%2BwL0pFEZd%2FQv%2FkSqpDA52OLZNwmP%2BCd5D2z%2FjK8vAxQLBJLLPn4RCQXqh%2FMkaCt7uCfr1TAoxJbuuAJyDVrTVUVMK1vU0sIpW3xdg%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=AVxigLIZpPKoVS609j5fPwrdtGpLbqu4jEHFKGeby6tW48ajFCfYfM0MDt44KcxUoH1iK9Wy2RHbFTHqqFCI0rQR8gdnKszAjzvJtLjO5IQvmQO7zG0BZPyQwxpTZdhf0dnajjEcEc3bD906wU7ccZE%2F8U95So7wKWY8NP9M0lDBa5nraUZ8qug5tnBpTMfOw7BSUC%2FETevQi9fq0pEdJ6YK6z8l%2FIY%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=AVxigLIwWsecCfGZsqK30z4Cu92C3RTETImvNbWGSiXR%2FA1IkaqpEzyzeuvZ6VAL5yqYomiDpZ7BaUIVYk6H7sbYUJusYhYZqLCss%2B9txebDtXQlw0e2cr51r72NXs4PO6RKME%2FfGWKbf8JeEo2X9To9pf2xxyTq6BsV02YFU88NU%2BZjQxPRz9lNRGNCGgWUnE8YBbCMC8p7wcfmCKkV7cgfM4s%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=AVxigLLFmy8pKTFnYKmrq3SbHnkywmeyXpiLYwW8Pma%2B%2F6AotePHCCw%2BL%2FLbjh0w5g%2BFJdMqrDA4z0wnh2EGE55FnWJ5b8CH4d79bdqgLZuoKLysJN%2BKa2C2dCrWFt6JuEPGDPB8k4yyQTKm%2F5GSqWyUrmVkd1tl%2F%2B0DY%2BOzd6D2sP1MuJdBlhSHHW0gtkBOpXlBZe4mTjJb1UudQI99KgctGw%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=AVxigLJxtAqUQiYN8ksryRgJUTQAkOTCRdTox%2FrBanJNMPBMGvTEh4dl7nZ%2Fwn8FMm%2F6BZRu8%2BlhxPdHo1oGDZ%2BZzr5XXLFrbF552QLkUCiJ0eLsotSBr5dNLCuqx1%2BAkHaJ820IjIwbyiIyeIU1tSMUGoJrZbbVKkR56w5QWYetVtnpqcl3DX0ehBvysQEkXMcVQhG1Uc4LP8LAc9dv2NEyACxNJ0NTUsYHOcFFoJrQQ0%2FQGQ%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=AVxigLK%2Bz1edZcyyv2OULbfGpkhYc9zh2kYdIiND5Y7G5T6fc7Bpf4cCmm9NsTFwidzZCUTBQp4UA4qNv5RsqW5STndZTbqihWSReKveq3j6yPRHu00CyYSZk10CYkN67NJeic5zsgaXuJiaxMgc%2BlTkF62WBxEwgzNVELj2jfFdixbz24%2BIT39JtZVQGIYwONjO8HlgPEi2K%2BdO1TCIXjzPLCLJ&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=AVxigLIODoWHxryDUR9kBHwJMrvlVqj9WlDxy%2Bpfuf9AM%2BMD1eqGjbnqBQxagPQpoU7rkovlNvH4vp72Sx9UPSa5GDj5s8zHadYpqjTN6RC3BsveCNvonDToAKD30c4ce8IyN%2BDvIbjgq6BhwH3it2iQ6QjMQGD2Gfk%2FGm8kKQQYEifaKxc9U0n7y84YuDZNCw3%2FT%2B%2FHuSLzySS5%2BpFKgIs%2BKU3vjA%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=AVxigLL5Uf2NOX9PM55xv6bgKe7YXnN7jH7iwYURj%2FcjYu2W5VVPiHVya3UjG2eYE3VicvIb%2Fc%2F0syduvc1XJN8CsP6GsrUuOEZLqhwbr5iq3d%2BAKSFQuOI8UWMqRVTQKcYwKsGioCsoXmSr6XS2v7ENAmy4r9hvKb6aenDKFaJRsU%2Fhttnz6lCMsZHH1L7rt15v8y2ccVsnx6lfnkLLcIr%2Fuz9o%2BXYJiv0%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=AVxigLLCMoiPeQd7p1tp8h93gJj%2B1J4bu7c%2BpKKGXYNlWJXrxwm0wub1N58a%2B6mWzE3TTmaRFQwuqfp9uF0lGuZqIxf1M%2BcbDP1LKTY8YVgjD7qNuP2iUflVQ7aWGDge3Ly7nAxckOcNdR8oRnCzYn6riMsaOFPXMFKICIphjD9fAV0JltY9ZRD6rjsMrgB7GcCCgzSTEZ8%2B0jxLVVNGGifaLac%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=AVxigLIOo%2BuucRGkwrGL9ZKX10ujRcceQF24S8rxv%2BkEmQYtYD2EHQxw4uY%2Fl%2Bi%2FtCeO98YBzRoHMf0w823pDFMBRshWCSM%2BxSjI9kOGfOfzlLJ%2BEt238kno9SrIuxxQT%2FBAEoxe1Q9DrAlJcThnTIBzqUAYS%2F0JdKIsh9%2BrHyF%2Fq9bg6GNeSl4gUwXIXT2uMGl3%2Fr%2FrrnXIZfOHItI%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=AVxigLLGE4aYegT1ZwrCrxnW04vAsC8qEUJ%2FZLCRraGb6X%2FyCl%2FrqnoFTR8%2FBXsWhvgP%2FT%2B7sZlJ60ScSgBzMIn4IOqK2AHSGl9LmTVBH7DH9yl6Sy4Uf3zbPhQYtpcJrYJ0UFZl1Iw4JUYnVhXxgI3S%2BACZymdJ9%2FsNUdnVPd6%2BrGhYySXAzlqdAKRFLErhdRBEULeSFA%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=AVxigLJSiPz2krFLKQ7XOLrAOb8%2BswO4%2BdWY%2BQKHMIu3jutB59Za5ShFowrwy%2Brd1nGW4hia16QO4RX38A05eQGGSighla2EXEBQS8S7s%2Bkn24dv0f%2Fj7wx2znAQUEznUAATUGmm6L%2FcL4TSMxda9FDTy9hsyS7Ny9FnB2wKmYBgS%2B35j%2FC6p22NERUUWuYN9JgqO9Vk&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=AVxigLJezv93IHeApG2Ucr9%2FmSwJPgru%2BsCJqb6TYrRvT2szjHxU3zz43FPIj0LEPgAuOqUoT1%2FQLLv6JzL3FIWp4b%2FGCNxUvRJPnHO79FqIRYUO%2FUyi2dEZUvUMyP2eo%2FEuN1HR052SFfileQD8UaNSviQGeJFbohILI7BA%2FgrYSSRxa0XGbIN0UWjUorT%2BGz1qlpOwtVOJUge8sA%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=AVxigLIwBs7E48ejtbUit2ix5jkAo60R%2FTvb%2FfcLYF329U2RS1jWG9UgCu2lemkmq7XWQX3h1G9py9cm4FFXrUvlHtNvCeoPEs2d9SErLRrKdW8MrSoiVyvfZdfidkoL8cBN6MgIPTGIN80PFJcuydPKI78bmT1KJNV21JhAgLPbTnA0zcZrDnfKVc76eK2EOA1YnXFey0Xvd7BhyHhHla4%2Fqah6hGgg2gY%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=AVxigLI%2B8mCbkH%2F%2BYrW4aqKcORCNZTx7MyafpNwxFpgcEHaN0h0rgKveb5%2FdYUvZa2%2B1kLtnvu1AFi4zMzsij01WE0Nvaf05%2BotF%2BS3MHsiLEF4R8xmh2gOd8NlmzpE8zpR0lG9tEwtp%2BA0kb%2FrCOHHQ%2F0Dq0zX7dNi%2B7JpRK1rsARM7Hv6zaGIPuRIrA04UFLLYQYQjhtgqvDTb2tYRUd44IEXEtpknZ7hXTPI%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=AVxigLKPIb6jOzqrbvh3%2BJxH2VJRUfUFabsoElgRSdrBYXF1S3rVkk%2FcyI2XpsC4sUd0XBNqW0t1fRLtfMMOJYvcQvD4Gk0TrfKo0r5%2FdChVil%2FKAf3VjAGTb1ipd9VU8TP2yrm5XgsigUKE5xDhaFkbe1TiXSxjY%2BJdgx1KXH0ACOwnkdlS4FyDYyURaVdvzuReEAx2jY%2BAIxbFtl8Ev8ysU8MIDh5h4Sk%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=AVxigLJezv93IHeApG2Ucr9%2FmSwJPgru%2BsCJqb6TYrRvT2szjHxU3zz43FPIj0LEPgAuOqUoT1%2FQLLv6JzL3FIWp4b%2FGCNxUvRJPnHO79FqIRYUO%2FUyi2dEZUvUMyP2eo%2FEuN1HR052SFfileQD8UaNSviQGeJFbohILI7BA%2FgrYSSRxa0XGbIN0UWjUorT%2BGz1qlpOwtVOJUge8sA%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=AVxigLIePCn2%2B40cTopkMekFU98z%2BG%2F%2FAQb0ks6HCaFWWqAGvFsnZivWSWzeeeEnu3v1HwC751eSudAEd7Fzcv52XxmVZ1BaY7aq5BvJhE8rogdoy1rUtUW5oqycab7yUp0cpXd14X%2BMMlpMX2J%2B1DSi08IUBnBIwq4lLHWlSdpmczLGKtIWsQ4SGnonxoIDuY0Q8%2FdKPdMUu9G9dQSWbCQ%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=AVxigLKwuzzsAyVu3sfoas49ugXJfrWfLUm4Kb1jGhm4RJeGw5KLT28hjvc%2FmOQAPUOJfTHZXh%2Fn%2BgsPiu8c5dT93KCKlrHzust8PJ8Fzc6q9aEC7qGquXQE3gF5YCFO9r8%2FhJ4PsXdt5ZdVWREeSpqBKTE%2FR6kudijGG9u%2BNXYYZkPYiQ%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=AVxigLL%2FJ6Z3FE2mc4ESIfKv3kxifis7SEH%2FDHr%2Fc%2FDDDBkfObssn67WL5AYt06UCWcJlTN8jEfu3R54f8%2FgpvtAK5rhhXjEi2vFKUVOK79TEvI%2BHJt9mgtMNI0rwhNmo56BMmIFDVVsuLqYsARXdXcObNLzo5lXUe15iHbnUAaoCcPP2Ug3qZXmfAuS5RMASA%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=AVxigLLRhUSZbBaNUuokxINpvEncab0EOO8yMPzPW1v%2BuJwV4pnVoGJYqQarQVKOU5jgsGgL2qY5F3bX0cwamhLa9%2BYuoDgO8%2FrsRayI%2FfSB7waTft7cMy%2BwvcdkuEIh3C34GHp52LuQAgvqp%2BMBCbitTxxaMNthg3WbNGP%2FRlhZ&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=AVxigLI1PNMWNex7Q1CgjJarLSmbhlTcYlrRBuRhg42wf8eX4cGWsrKUU6KCphR4WP%2FXts1KBr2CyOouZPwplbQWDtxfufXkMFJtkSoeDlrLoRBGkFUMgASaR7HQxcW%2BmZn7cbrr%2FiZo2R8%2F1xKx4IW1Iz0XK0tr51BbmKyjXKqZl1%2FEg84CSg0v5kCNow%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=AVxigLJMs4PiHtf3OXcN84OwOMCz6Dm7yYA6fc0rUTlzVo2Y23iirlQVd3Cvj%2FODoYKfAUbl4cUFp3unsPwVa1qcKESdID0x7FziYVRU3rGfaMKSzG2iJPwmb9cyR8cZQiYA65zuXLofGD3PLJEWag7ZS1yPji%2BJakjMkdCBMcnYDSnD4Rfdu%2BLTfaEnRRzLdjfzJArGIsHFtw%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=AVxigLKIhsqGz1CiAfySuWOOTJJ%2FoOw4d8eCFTf6HEq3I1e0ywGpTewiyt8sMIPFJdYFoOKkpD7tZv6FJj4oZXMTPBpyQLe6zksQmmYND7B7ia7g6M3bAbY01U4Clt9XSfZn2Yi%2F9pU9N1Btdk8XUKjjKMGWZXNCWhnhlrGNxF4dyrPkVzj9ZSkYVgB%2Fhg%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=AVxigLIXuwPT6%2FAv8BCdhYa2lh1JU7ZVfSr6WmZwzRE4grlVa6rjTsIlKkernAK2uGsb3avEhDO%2FX1tuPKgMHRU7G7GmnL5zS26ANkGlT7gQjt3tLG62m0jfIJdRRVcrW%2FCh6iyanvRHaDMJkBfQGXJvXk0eFB51l6XbR743c8Jfv1yO&webInteractiveContentId=185823046841&portalId=8302174)

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Overview

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

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

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

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

We Partner With

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

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

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

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

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

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

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

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

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

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Library

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

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

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

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

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

Our Company

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

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

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

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

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[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIXuwPT6%2FAv8BCdhYa2lh1JU7ZVfSr6WmZwzRE4grlVa6rjTsIlKkernAK2uGsb3avEhDO%2FX1tuPKgMHRU7G7GmnL5zS26ANkGlT7gQjt3tLG62m0jfIJdRRVcrW%2FCh6iyanvRHaDMJkBfQGXJvXk0eFB51l6XbR743c8Jfv1yO&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=AVxigLI0EW8HVs%2Ba7HOQ5k7kR9gAXGrqWDzrTpI0UYkMVsBccSn6En157pGfuTjRdtnPCPg8MC%2B38BskHzYi1BXaMQyLISGiuA1C1CZrQWSLmUa%2FfkkfS8%2BIwYJv%2BZorL8ck5l29Nk1fnhGEF5M8qOaaLaoUeMaWnDHkODvD6%2FAzEcp1%2BYkqpahLmgfNqIIy9IjKVQ%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=AVxigLL5vVAhjJkws2bDbXs6tWiRkiK33BR%2Bi7XPOrQqstxXp9tpJeEkj4j5jvHVPj2p5uZNRK4pvUxDB6jqlxg4qQGtkJ4Vx0GbIjIKlnX2rL3dgEAQU8xGHd%2B0cGudwmzO0gQUQA%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=AVxigLL5vVAhjJkws2bDbXs6tWiRkiK33BR%2Bi7XPOrQqstxXp9tpJeEkj4j5jvHVPj2p5uZNRK4pvUxDB6jqlxg4qQGtkJ4Vx0GbIjIKlnX2rL3dgEAQU8xGHd%2B0cGudwmzO0gQUQA%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=AVxigLKFSyy4gLXs9csv8VSw4OlN0mwjXxpn5dtoMrTwUmWPv9qK%2BPDq2m%2FgE0Na47bvMWnzwXdj57lBvhjxpFqaNGPFH%2BANcpKjnTHe%2BbDfaaetpipAw69NXgVqpiVjvvvSayIkzRepX1dHTrSEk8H9b9SdprSfPqo29cqCXuwgGpVCrrIGkFznmhKHtAB%2FE8ZsVrzfDSIC%2BDetE8%2FKD8B6Og%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=AVxigLKElQvvKs6aMfGfuELvxWEEOn%2Bdhz7k1PDEqKnDeubIyDod6Y7nnDip92AnVH%2B8Wlh9DKtP%2B6vpGwW9Q3%2F6YPUWz6NF8U1KZywu5e995Vg%2FCPjrK2MvKtHlqbJ8RREYRIyVfnAtbHEP6dFCgrH2LFGEpiWqaeKuzGcw3i4hCzPjhX6ZhZhd%2Fih37CIEvZP2UYDsAnjEW%2F7nuQ%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=AVxigLI1%2BRpDwCOGrxlsutZlDkSQVKPN3%2FWhyNHAYTgVDiBv%2FmuVRfpXdF83SxhyAURVz%2BeClI3syXAskZAjCGohG%2BxoHfeGZxHpAQ38KdlT9xGJ0RnovX7bgoMzr6DVEYY%2FCZw%2BbRn64iLtk%2BjnwFGmT9CQxiQfCjb00IeFSXz1yjIKqq%2BZa7Q2sqrdcDKajGhdp9AV1rAJlI6ckA%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=AVxigLJkJevOZeVQApfyr7ym3ex1CDNc3dnATqfLEKsIV%2FCkuMk17%2BIG%2FS%2BwjNjpxfaFkZFBTYyn3LmQGqBKqFfJfxzND1OxtH2%2B2D%2BvXdTfmrLIvoUoowGpWKBz2XUsgW07F%2BNdYy38X6yaYTo71zgkGjNv4RKCb3qv1vgTy52Xq5oUsRKNBQpIhIFzAElWT1dLhBLQ5mKdlqOjJDJ54AZPSS8%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=AVxigLLb4kTTlwWbh870RXZBTBfGsRjOvPIzAyPs5Hk5XL8tam0crtOMVGHBhRhv9w6hJoH4qSBm61Qd6ueP2%2FvVXs6pFHoYS1QxrggLO4DPRbSFwvotaw7CM5CriB2jfmjW1mqpBbHeMtfgaDsvCN6PIXYkMKrfk53ZaZWYuvcsAjiXjwogrc6l40aFFg3Lhg1YgLUkyvyhxdUowMXGADk%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=AVxigLIlZGKIOI4Wpz12mnnIhcouKoePWvssbviuQK8CkabJJxy1amZwfWLV0JecBcj0Lvh4ZCMqNSceSWHUTv6oqglt%2F7SOnEPgBq8SCJQjiQC1Bm6HEvu6b%2BwL0pFEZd%2FQv%2FkSqpDA52OLZNwmP%2BCd5D2z%2FjK8vAxQLBJLLPn4RCQXqh%2FMkaCt7uCfr1TAoxJbuuAJyDVrTVUVMK1vU0sIpW3xdg%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=AVxigLIZpPKoVS609j5fPwrdtGpLbqu4jEHFKGeby6tW48ajFCfYfM0MDt44KcxUoH1iK9Wy2RHbFTHqqFCI0rQR8gdnKszAjzvJtLjO5IQvmQO7zG0BZPyQwxpTZdhf0dnajjEcEc3bD906wU7ccZE%2F8U95So7wKWY8NP9M0lDBa5nraUZ8qug5tnBpTMfOw7BSUC%2FETevQi9fq0pEdJ6YK6z8l%2FIY%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=AVxigLIwWsecCfGZsqK30z4Cu92C3RTETImvNbWGSiXR%2FA1IkaqpEzyzeuvZ6VAL5yqYomiDpZ7BaUIVYk6H7sbYUJusYhYZqLCss%2B9txebDtXQlw0e2cr51r72NXs4PO6RKME%2FfGWKbf8JeEo2X9To9pf2xxyTq6BsV02YFU88NU%2BZjQxPRz9lNRGNCGgWUnE8YBbCMC8p7wcfmCKkV7cgfM4s%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=AVxigLLFmy8pKTFnYKmrq3SbHnkywmeyXpiLYwW8Pma%2B%2F6AotePHCCw%2BL%2FLbjh0w5g%2BFJdMqrDA4z0wnh2EGE55FnWJ5b8CH4d79bdqgLZuoKLysJN%2BKa2C2dCrWFt6JuEPGDPB8k4yyQTKm%2F5GSqWyUrmVkd1tl%2F%2B0DY%2BOzd6D2sP1MuJdBlhSHHW0gtkBOpXlBZe4mTjJb1UudQI99KgctGw%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=AVxigLJxtAqUQiYN8ksryRgJUTQAkOTCRdTox%2FrBanJNMPBMGvTEh4dl7nZ%2Fwn8FMm%2F6BZRu8%2BlhxPdHo1oGDZ%2BZzr5XXLFrbF552QLkUCiJ0eLsotSBr5dNLCuqx1%2BAkHaJ820IjIwbyiIyeIU1tSMUGoJrZbbVKkR56w5QWYetVtnpqcl3DX0ehBvysQEkXMcVQhG1Uc4LP8LAc9dv2NEyACxNJ0NTUsYHOcFFoJrQQ0%2FQGQ%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=AVxigLK%2Bz1edZcyyv2OULbfGpkhYc9zh2kYdIiND5Y7G5T6fc7Bpf4cCmm9NsTFwidzZCUTBQp4UA4qNv5RsqW5STndZTbqihWSReKveq3j6yPRHu00CyYSZk10CYkN67NJeic5zsgaXuJiaxMgc%2BlTkF62WBxEwgzNVELj2jfFdixbz24%2BIT39JtZVQGIYwONjO8HlgPEi2K%2BdO1TCIXjzPLCLJ&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=AVxigLIODoWHxryDUR9kBHwJMrvlVqj9WlDxy%2Bpfuf9AM%2BMD1eqGjbnqBQxagPQpoU7rkovlNvH4vp72Sx9UPSa5GDj5s8zHadYpqjTN6RC3BsveCNvonDToAKD30c4ce8IyN%2BDvIbjgq6BhwH3it2iQ6QjMQGD2Gfk%2FGm8kKQQYEifaKxc9U0n7y84YuDZNCw3%2FT%2B%2FHuSLzySS5%2BpFKgIs%2BKU3vjA%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=AVxigLL5Uf2NOX9PM55xv6bgKe7YXnN7jH7iwYURj%2FcjYu2W5VVPiHVya3UjG2eYE3VicvIb%2Fc%2F0syduvc1XJN8CsP6GsrUuOEZLqhwbr5iq3d%2BAKSFQuOI8UWMqRVTQKcYwKsGioCsoXmSr6XS2v7ENAmy4r9hvKb6aenDKFaJRsU%2Fhttnz6lCMsZHH1L7rt15v8y2ccVsnx6lfnkLLcIr%2Fuz9o%2BXYJiv0%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=AVxigLLCMoiPeQd7p1tp8h93gJj%2B1J4bu7c%2BpKKGXYNlWJXrxwm0wub1N58a%2B6mWzE3TTmaRFQwuqfp9uF0lGuZqIxf1M%2BcbDP1LKTY8YVgjD7qNuP2iUflVQ7aWGDge3Ly7nAxckOcNdR8oRnCzYn6riMsaOFPXMFKICIphjD9fAV0JltY9ZRD6rjsMrgB7GcCCgzSTEZ8%2B0jxLVVNGGifaLac%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=AVxigLIOo%2BuucRGkwrGL9ZKX10ujRcceQF24S8rxv%2BkEmQYtYD2EHQxw4uY%2Fl%2Bi%2FtCeO98YBzRoHMf0w823pDFMBRshWCSM%2BxSjI9kOGfOfzlLJ%2BEt238kno9SrIuxxQT%2FBAEoxe1Q9DrAlJcThnTIBzqUAYS%2F0JdKIsh9%2BrHyF%2Fq9bg6GNeSl4gUwXIXT2uMGl3%2Fr%2FrrnXIZfOHItI%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=AVxigLLGE4aYegT1ZwrCrxnW04vAsC8qEUJ%2FZLCRraGb6X%2FyCl%2FrqnoFTR8%2FBXsWhvgP%2FT%2B7sZlJ60ScSgBzMIn4IOqK2AHSGl9LmTVBH7DH9yl6Sy4Uf3zbPhQYtpcJrYJ0UFZl1Iw4JUYnVhXxgI3S%2BACZymdJ9%2FsNUdnVPd6%2BrGhYySXAzlqdAKRFLErhdRBEULeSFA%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=AVxigLJSiPz2krFLKQ7XOLrAOb8%2BswO4%2BdWY%2BQKHMIu3jutB59Za5ShFowrwy%2Brd1nGW4hia16QO4RX38A05eQGGSighla2EXEBQS8S7s%2Bkn24dv0f%2Fj7wx2znAQUEznUAATUGmm6L%2FcL4TSMxda9FDTy9hsyS7Ny9FnB2wKmYBgS%2B35j%2FC6p22NERUUWuYN9JgqO9Vk&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=AVxigLJezv93IHeApG2Ucr9%2FmSwJPgru%2BsCJqb6TYrRvT2szjHxU3zz43FPIj0LEPgAuOqUoT1%2FQLLv6JzL3FIWp4b%2FGCNxUvRJPnHO79FqIRYUO%2FUyi2dEZUvUMyP2eo%2FEuN1HR052SFfileQD8UaNSviQGeJFbohILI7BA%2FgrYSSRxa0XGbIN0UWjUorT%2BGz1qlpOwtVOJUge8sA%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=AVxigLIwBs7E48ejtbUit2ix5jkAo60R%2FTvb%2FfcLYF329U2RS1jWG9UgCu2lemkmq7XWQX3h1G9py9cm4FFXrUvlHtNvCeoPEs2d9SErLRrKdW8MrSoiVyvfZdfidkoL8cBN6MgIPTGIN80PFJcuydPKI78bmT1KJNV21JhAgLPbTnA0zcZrDnfKVc76eK2EOA1YnXFey0Xvd7BhyHhHla4%2Fqah6hGgg2gY%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=AVxigLI%2B8mCbkH%2F%2BYrW4aqKcORCNZTx7MyafpNwxFpgcEHaN0h0rgKveb5%2FdYUvZa2%2B1kLtnvu1AFi4zMzsij01WE0Nvaf05%2BotF%2BS3MHsiLEF4R8xmh2gOd8NlmzpE8zpR0lG9tEwtp%2BA0kb%2FrCOHHQ%2F0Dq0zX7dNi%2B7JpRK1rsARM7Hv6zaGIPuRIrA04UFLLYQYQjhtgqvDTb2tYRUd44IEXEtpknZ7hXTPI%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=AVxigLKPIb6jOzqrbvh3%2BJxH2VJRUfUFabsoElgRSdrBYXF1S3rVkk%2FcyI2XpsC4sUd0XBNqW0t1fRLtfMMOJYvcQvD4Gk0TrfKo0r5%2FdChVil%2FKAf3VjAGTb1ipd9VU8TP2yrm5XgsigUKE5xDhaFkbe1TiXSxjY%2BJdgx1KXH0ACOwnkdlS4FyDYyURaVdvzuReEAx2jY%2BAIxbFtl8Ev8ysU8MIDh5h4Sk%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=AVxigLJezv93IHeApG2Ucr9%2FmSwJPgru%2BsCJqb6TYrRvT2szjHxU3zz43FPIj0LEPgAuOqUoT1%2FQLLv6JzL3FIWp4b%2FGCNxUvRJPnHO79FqIRYUO%2FUyi2dEZUvUMyP2eo%2FEuN1HR052SFfileQD8UaNSviQGeJFbohILI7BA%2FgrYSSRxa0XGbIN0UWjUorT%2BGz1qlpOwtVOJUge8sA%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=AVxigLIePCn2%2B40cTopkMekFU98z%2BG%2F%2FAQb0ks6HCaFWWqAGvFsnZivWSWzeeeEnu3v1HwC751eSudAEd7Fzcv52XxmVZ1BaY7aq5BvJhE8rogdoy1rUtUW5oqycab7yUp0cpXd14X%2BMMlpMX2J%2B1DSi08IUBnBIwq4lLHWlSdpmczLGKtIWsQ4SGnonxoIDuY0Q8%2FdKPdMUu9G9dQSWbCQ%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=AVxigLKwuzzsAyVu3sfoas49ugXJfrWfLUm4Kb1jGhm4RJeGw5KLT28hjvc%2FmOQAPUOJfTHZXh%2Fn%2BgsPiu8c5dT93KCKlrHzust8PJ8Fzc6q9aEC7qGquXQE3gF5YCFO9r8%2FhJ4PsXdt5ZdVWREeSpqBKTE%2FR6kudijGG9u%2BNXYYZkPYiQ%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=AVxigLL%2FJ6Z3FE2mc4ESIfKv3kxifis7SEH%2FDHr%2Fc%2FDDDBkfObssn67WL5AYt06UCWcJlTN8jEfu3R54f8%2FgpvtAK5rhhXjEi2vFKUVOK79TEvI%2BHJt9mgtMNI0rwhNmo56BMmIFDVVsuLqYsARXdXcObNLzo5lXUe15iHbnUAaoCcPP2Ug3qZXmfAuS5RMASA%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=AVxigLLRhUSZbBaNUuokxINpvEncab0EOO8yMPzPW1v%2BuJwV4pnVoGJYqQarQVKOU5jgsGgL2qY5F3bX0cwamhLa9%2BYuoDgO8%2FrsRayI%2FfSB7waTft7cMy%2BwvcdkuEIh3C34GHp52LuQAgvqp%2BMBCbitTxxaMNthg3WbNGP%2FRlhZ&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=AVxigLI1PNMWNex7Q1CgjJarLSmbhlTcYlrRBuRhg42wf8eX4cGWsrKUU6KCphR4WP%2FXts1KBr2CyOouZPwplbQWDtxfufXkMFJtkSoeDlrLoRBGkFUMgASaR7HQxcW%2BmZn7cbrr%2FiZo2R8%2F1xKx4IW1Iz0XK0tr51BbmKyjXKqZl1%2FEg84CSg0v5kCNow%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=AVxigLJMs4PiHtf3OXcN84OwOMCz6Dm7yYA6fc0rUTlzVo2Y23iirlQVd3Cvj%2FODoYKfAUbl4cUFp3unsPwVa1qcKESdID0x7FziYVRU3rGfaMKSzG2iJPwmb9cyR8cZQiYA65zuXLofGD3PLJEWag7ZS1yPji%2BJakjMkdCBMcnYDSnD4Rfdu%2BLTfaEnRRzLdjfzJArGIsHFtw%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=AVxigLKIhsqGz1CiAfySuWOOTJJ%2FoOw4d8eCFTf6HEq3I1e0ywGpTewiyt8sMIPFJdYFoOKkpD7tZv6FJj4oZXMTPBpyQLe6zksQmmYND7B7ia7g6M3bAbY01U4Clt9XSfZn2Yi%2F9pU9N1Btdk8XUKjjKMGWZXNCWhnhlrGNxF4dyrPkVzj9ZSkYVgB%2Fhg%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=AVxigLIXuwPT6%2FAv8BCdhYa2lh1JU7ZVfSr6WmZwzRE4grlVa6rjTsIlKkernAK2uGsb3avEhDO%2FX1tuPKgMHRU7G7GmnL5zS26ANkGlT7gQjt3tLG62m0jfIJdRRVcrW%2FCh6iyanvRHaDMJkBfQGXJvXk0eFB51l6XbR743c8Jfv1yO&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=AVxigLIXuwPT6%2FAv8BCdhYa2lh1JU7ZVfSr6WmZwzRE4grlVa6rjTsIlKkernAK2uGsb3avEhDO%2FX1tuPKgMHRU7G7GmnL5zS26ANkGlT7gQjt3tLG62m0jfIJdRRVcrW%2FCh6iyanvRHaDMJkBfQGXJvXk0eFB51l6XbR743c8Jfv1yO&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=AVxigLIXuwPT6%2FAv8BCdhYa2lh1JU7ZVfSr6WmZwzRE4grlVa6rjTsIlKkernAK2uGsb3avEhDO%2FX1tuPKgMHRU7G7GmnL5zS26ANkGlT7gQjt3tLG62m0jfIJdRRVcrW%2FCh6iyanvRHaDMJkBfQGXJvXk0eFB51l6XbR743c8Jfv1yO&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=AVxigLIXuwPT6%2FAv8BCdhYa2lh1JU7ZVfSr6WmZwzRE4grlVa6rjTsIlKkernAK2uGsb3avEhDO%2FX1tuPKgMHRU7G7GmnL5zS26ANkGlT7gQjt3tLG62m0jfIJdRRVcrW%2FCh6iyanvRHaDMJkBfQGXJvXk0eFB51l6XbR743c8Jfv1yO&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=AVxigLIXuwPT6%2FAv8BCdhYa2lh1JU7ZVfSr6WmZwzRE4grlVa6rjTsIlKkernAK2uGsb3avEhDO%2FX1tuPKgMHRU7G7GmnL5zS26ANkGlT7gQjt3tLG62m0jfIJdRRVcrW%2FCh6iyanvRHaDMJkBfQGXJvXk0eFB51l6XbR743c8Jfv1yO&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=AVxigLIXuwPT6%2FAv8BCdhYa2lh1JU7ZVfSr6WmZwzRE4grlVa6rjTsIlKkernAK2uGsb3avEhDO%2FX1tuPKgMHRU7G7GmnL5zS26ANkGlT7gQjt3tLG62m0jfIJdRRVcrW%2FCh6iyanvRHaDMJkBfQGXJvXk0eFB51l6XbR743c8Jfv1yO&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=AVxigLIXuwPT6%2FAv8BCdhYa2lh1JU7ZVfSr6WmZwzRE4grlVa6rjTsIlKkernAK2uGsb3avEhDO%2FX1tuPKgMHRU7G7GmnL5zS26ANkGlT7gQjt3tLG62m0jfIJdRRVcrW%2FCh6iyanvRHaDMJkBfQGXJvXk0eFB51l6XbR743c8Jfv1yO&webInteractiveContentId=185823046841&portalId=8302174)

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

**

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

**

[![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=AVxigLIXuwPT6%2FAv8BCdhYa2lh1JU7ZVfSr6WmZwzRE4grlVa6rjTsIlKkernAK2uGsb3avEhDO%2FX1tuPKgMHRU7G7GmnL5zS26ANkGlT7gQjt3tLG62m0jfIJdRRVcrW%2FCh6iyanvRHaDMJkBfQGXJvXk0eFB51l6XbR743c8Jfv1yO&webInteractiveContentId=185823046841&portalId=8302174)

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

**

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

**

### Overview

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

**

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

**

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIXuwPT6%2FAv8BCdhYa2lh1JU7ZVfSr6WmZwzRE4grlVa6rjTsIlKkernAK2uGsb3avEhDO%2FX1tuPKgMHRU7G7GmnL5zS26ANkGlT7gQjt3tLG62m0jfIJdRRVcrW%2FCh6iyanvRHaDMJkBfQGXJvXk0eFB51l6XbR743c8Jfv1yO&webInteractiveContentId=185823046841&portalId=8302174)

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

**

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### We Partner With

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

**

[![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=AVxigLIXuwPT6%2FAv8BCdhYa2lh1JU7ZVfSr6WmZwzRE4grlVa6rjTsIlKkernAK2uGsb3avEhDO%2FX1tuPKgMHRU7G7GmnL5zS26ANkGlT7gQjt3tLG62m0jfIJdRRVcrW%2FCh6iyanvRHaDMJkBfQGXJvXk0eFB51l6XbR743c8Jfv1yO&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=AVxigLIXuwPT6%2FAv8BCdhYa2lh1JU7ZVfSr6WmZwzRE4grlVa6rjTsIlKkernAK2uGsb3avEhDO%2FX1tuPKgMHRU7G7GmnL5zS26ANkGlT7gQjt3tLG62m0jfIJdRRVcrW%2FCh6iyanvRHaDMJkBfQGXJvXk0eFB51l6XbR743c8Jfv1yO&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=AVxigLIXuwPT6%2FAv8BCdhYa2lh1JU7ZVfSr6WmZwzRE4grlVa6rjTsIlKkernAK2uGsb3avEhDO%2FX1tuPKgMHRU7G7GmnL5zS26ANkGlT7gQjt3tLG62m0jfIJdRRVcrW%2FCh6iyanvRHaDMJkBfQGXJvXk0eFB51l6XbR743c8Jfv1yO&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=AVxigLIXuwPT6%2FAv8BCdhYa2lh1JU7ZVfSr6WmZwzRE4grlVa6rjTsIlKkernAK2uGsb3avEhDO%2FX1tuPKgMHRU7G7GmnL5zS26ANkGlT7gQjt3tLG62m0jfIJdRRVcrW%2FCh6iyanvRHaDMJkBfQGXJvXk0eFB51l6XbR743c8Jfv1yO&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=AVxigLIXuwPT6%2FAv8BCdhYa2lh1JU7ZVfSr6WmZwzRE4grlVa6rjTsIlKkernAK2uGsb3avEhDO%2FX1tuPKgMHRU7G7GmnL5zS26ANkGlT7gQjt3tLG62m0jfIJdRRVcrW%2FCh6iyanvRHaDMJkBfQGXJvXk0eFB51l6XbR743c8Jfv1yO&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=AVxigLIXuwPT6%2FAv8BCdhYa2lh1JU7ZVfSr6WmZwzRE4grlVa6rjTsIlKkernAK2uGsb3avEhDO%2FX1tuPKgMHRU7G7GmnL5zS26ANkGlT7gQjt3tLG62m0jfIJdRRVcrW%2FCh6iyanvRHaDMJkBfQGXJvXk0eFB51l6XbR743c8Jfv1yO&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=AVxigLIXuwPT6%2FAv8BCdhYa2lh1JU7ZVfSr6WmZwzRE4grlVa6rjTsIlKkernAK2uGsb3avEhDO%2FX1tuPKgMHRU7G7GmnL5zS26ANkGlT7gQjt3tLG62m0jfIJdRRVcrW%2FCh6iyanvRHaDMJkBfQGXJvXk0eFB51l6XbR743c8Jfv1yO&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=AVxigLIXuwPT6%2FAv8BCdhYa2lh1JU7ZVfSr6WmZwzRE4grlVa6rjTsIlKkernAK2uGsb3avEhDO%2FX1tuPKgMHRU7G7GmnL5zS26ANkGlT7gQjt3tLG62m0jfIJdRRVcrW%2FCh6iyanvRHaDMJkBfQGXJvXk0eFB51l6XbR743c8Jfv1yO&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=AVxigLIXuwPT6%2FAv8BCdhYa2lh1JU7ZVfSr6WmZwzRE4grlVa6rjTsIlKkernAK2uGsb3avEhDO%2FX1tuPKgMHRU7G7GmnL5zS26ANkGlT7gQjt3tLG62m0jfIJdRRVcrW%2FCh6iyanvRHaDMJkBfQGXJvXk0eFB51l6XbR743c8Jfv1yO&webInteractiveContentId=185823046841&portalId=8302174)

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

**

### Library

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

**

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

**

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIXuwPT6%2FAv8BCdhYa2lh1JU7ZVfSr6WmZwzRE4grlVa6rjTsIlKkernAK2uGsb3avEhDO%2FX1tuPKgMHRU7G7GmnL5zS26ANkGlT7gQjt3tLG62m0jfIJdRRVcrW%2FCh6iyanvRHaDMJkBfQGXJvXk0eFB51l6XbR743c8Jfv1yO&webInteractiveContentId=185823046841&portalId=8302174)

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

**

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIXuwPT6%2FAv8BCdhYa2lh1JU7ZVfSr6WmZwzRE4grlVa6rjTsIlKkernAK2uGsb3avEhDO%2FX1tuPKgMHRU7G7GmnL5zS26ANkGlT7gQjt3tLG62m0jfIJdRRVcrW%2FCh6iyanvRHaDMJkBfQGXJvXk0eFB51l6XbR743c8Jfv1yO&webInteractiveContentId=185823046841&portalId=8302174)

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

**

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### Our Company

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

**

[![Learn more about Rayven, our mission + history.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183792126777.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKOSIwJVMlPXEW33AqU%2FOzdnIUfrLAt4t5wjDIulFgm3GhjgPFhm4ZJLNUAGwbH4DmKKzAxEOOHRyLXTULuHgkNNW0ORM4yRiqGObqj1DywOXB5wldlyh5SdJdc6LsmY9Av1Y%2BDZN%2Bfc1PANXde0B9x%2FvGR1a7np72WIjVAD7UGQA%3D%3D&webInteractiveContentId=183792126777&portalId=8302174)

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

**

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

**

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

**

[![See where Rayven's been in the media recently.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046770.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLI0EW8HVs%2Ba7HOQ5k7kR9gAXGrqWDzrTpI0UYkMVsBccSn6En157pGfuTjRdtnPCPg8MC%2B38BskHzYi1BXaMQyLISGiuA1C1CZrQWSLmUa%2FfkkfS8%2BIwYJv%2BZorL8ck5l29Nk1fnhGEF5M8qOaaLaoUeMaWnDHkODvD6%2FAzEcp1%2BYkqpahLmgfNqIIy9IjKVQ%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

# How Digital Teams Can Build Custom AI Applications, Faster

 Jared Oken, 03 June 2024

How to Build Custom AI Applications, Faster | Rayven

5:39

In the dynamic world of industrial operations, the ability to quickly develop and deploy custom applications that leverage real-time data and AI will be increasingly crucial.

[Digital teams](https://www.rayven.io/ai-for-digital-teams) are often tasked with creating solutions that address operational challenges, optimise processes, and drive efficiency. This article explores how digital teams can overcome common obstacles and accelerate the development of custom real-time data and AI applications.

## **Obstacles to Building Custom Applications.**

Despite the clear advantages of custom real-time data and AI applications, several obstacles can impede their development:

- **Data Silos + Lack of Integration:** Many industrial businesses suffer from fragmented data systems that hinder the seamless flow of information. This makes it challenging to create applications that provide a holistic view of operations.
- **Unclear Path to Leveraging AI + Automation: **Without a clear strategy for integrating AI and automation across various systems and processes, digital teams can struggle to maximise their potential.
- **High Costs + Resource Constraints:** Developing custom applications can be expensive and resource-intensive, often requiring significant investment in time, money, and expertise.
- **Complex Operations + Unique Needs: **Each business unit within an industrial enterprise may have different systems, data, and operational objectives, making it difficult to develop one-size-fits-all solutions.
- **Legacy Systems:** Many industrial businesses rely on legacy systems that are not designed to support modern AI and automation technologies.

## **Strategies for Accelerating Application Development.**

To overcome these obstacles and build custom applications faster, digital teams can employ several strategies:

- **Utilise Integrated Real-Time Data, Workflow Automation, AI + IoT Platforms:** Platforms that offer seamless integration with existing systems and data sources can eliminate silos and provide a unified view of operations. This integration is crucial for developing applications that leverage real-time data effectively.
- **Adopt Customisable Solutions:** Platforms that allow for rapid customisation and scalability enable digital teams to tailor applications to specific business needs without extensive development time.
- **Leverage Comprehensive Support Services:** Access to end-to-end development support and resources can streamline the application development process, addressing technical challenges and accelerating deployment.
- **Focus on Scalability + Affordability:** Solutions that are scalable and follow a pay-as-you-go model can reduce upfront costs and make it easier for businesses to invest in custom application development.
- **Ensure AI Is Included: **By incorporating AI and Machine Learning that's easily trained and tailored to needs, digital teams can develop applications that provide predictive insights and deliver optimisations. Even if you're not going to use it first up, ensuring it's there will enable you to build future-proof applications.

## **Key Benefits of Accelerated Application Development.**

Accelerating the development of custom real-time data and AI applications offers several significant benefits:

- **Speed-to-Market:** Faster development cycles mean that businesses can quickly implement solutions that address their operational challenges, gaining a competitive edge.
- **Enhanced Operational Efficiency:** Custom applications that integrate real-time data and AI can automate processes, optimise resource utilisation, and improve decision-making.
- **Improved Data Insights:** By breaking down data silos and integrating various data sources, businesses can gain a comprehensive view of their operations, leading to more informed decisions and strategic planning.
- **Cost-Effective Solutions:** Scalable and customisable platforms reduce the need for extensive development resources, making it more affordable to create and deploy custom applications.
- **Future-Proof Technology: **Investing in flexible and adaptable platforms ensures that businesses can continue to innovate and scale their AI capabilities as their needs evolve.

## **Leveraging the Right Platform.**

Choosing the right platform is essential for digital teams looking to accelerate their application development. An ideal platform should offer:

- **Seamless Integration:** The ability to connect with any existing system, ensuring a unified and comprehensive view of operations.
- **Customisable AI + Automation: **Tools that allow businesses to train AI models on their unique data, providing tailored recommendations and enabling automation.
- **Scalability + Flexibility:** Solutions that can grow with the business, adapting to changing needs and reducing costs.
- **Comprehensive Support:** End-to-end development services that provide the necessary resources and expertise to overcome technical challenges and ensure successful deployment.

[Rayven](https://www.rayven.io/rayven-full-stack-platform)’s integrated real-time data, [Workflow Automation](https://www.rayven.io/workflow-automation-software), AI, IoT, [Low-Code App Development](https://www.rayven.io/low-code-app-development) platforms can conquer the multitude of common challenges businesses face when building custom applications.

All-in-one; they enable digital teams to easily integrate any and all of their data sources, analyse them in real-time, train and utilise automations and AI across all integrated technologies, and design front-end dashboards and interfaces for users - everything needed to create future-proof real-time data and AI applications.

Rayven** **delivers an easy-to-use, codeless toolkit that you can use to create applications that optimise, innovate, and drive ROI: [**speak to us now to find out more**](https://www.rayven.io/contact).

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#### Author

Jared Oken

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### Explore further related content:

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

Blogs

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

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Blogs

## [What is an IoT solution?](https://www.rayven.io/blog/what-is-an-iot-solution)

 An IoT solution is a system of interconnected devices, machines, and sensors that collect and share data over a network without the need for human intervention. These...[Read More](https://www.rayven.io/blog/what-is-an-iot-solution)

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