---
title: Generative AI | Why It Becomes an Enterprise Cornerstone | Rayven
description: Generative AI is set to become a key component in enterprise strategies by 2025, driving advancements in customer service, healthcare + decision-making.
image: https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Website%20Images/2024/PR/PR-IT-Brief-2.jpg
---

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**Custom AI + Agents**

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

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

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

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

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

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**Unified Data Platforms**

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

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

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**Automations**

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

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

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**IoT Solutions**

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

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

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    Rayven MCP

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

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    AI Data Fabric

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

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

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    Private LLM

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

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Field Applications

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

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**Platform Overview**

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

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

[![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)

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**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=AVxigLKORufkbZrtvB7vwCm0DanNnH4YtMaIt%2FPugU3kXLCvnGJiem2Vlxi9LutEgtLddMd15CpTHXzruUhyMe8KQWu5lxX0WvnKNMCF2UR9RDEq%2BiOIZYNBz8nLTswPGAPzzTtEEw%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=AVxigLKdsfcA%2FViAq9rwTuzIqYXi7Rxis2ci04SX%2BAsAERLKyFV%2FiHdTKQxLZjjk6%2Br6W8RQCx8H8bD42w3yUqcDSmcAY7UgDPRf0WqgiXJqsDyUx149mBwGJNV5Xqz1BUyKdCaTf4QYdUxYi2FvP7vzAaTWQPFP%2BXm4GyS1AriREV1nERKOpSJUU3ZptfaBuAuqFkVkKy6n2aWIx%2FBoQPuH%2BQ%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=AVxigLLRspyKb23r53SfeM5daVenWdIPB6Gtgex6b6cQeJUB6AYPL77PdFBbLiZToyiF2WkBm6qrOmzxU4dBSwFYxDr66mWVnauKgtTJDsLl%2BEPS3YrwienKbLbRNJsXv3wu1S9JNFLFzRQ%2Fr3mvLmjHr2cNgsw%2FBGYHuLNQxnUNM6qNoMp7ePtdYpyMmxmAlVE4YS4bbH4IslKW8w%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=AVxigLIYjBz9IF4Tv0ni%2F1azohE6GW1eJkzfyNBaZh4r6yMTg1IByoCg5tEhGmipcJjSMrBBLmiJvTBkKFiUs%2BLQ3bxXMH8GWUpH6DMDKHpkJaJsA7SneJ8XHOaIZFJewBGu4PJc2eCTkfEt1DEOtJitFGnqAa8qHEijZMjEbCKe7KqYg7hrd%2Fmt%2FaAuB0xDEdW5Ljc0NH6yKdnq7Q%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=AVxigLKP2JU5e1O1iZo8d%2Bz67TJeqlrORxgZL8f9eJD9CXEgVSHweF8c%2BKy9Pn4qK3C1xfcP%2Fl6S0nQ0IPj%2F%2F5CjBC4G0kAy%2BpcZcnAZqZah5H3Vc25UqII5%2BF3ZQXnsF9PGNTyRo4sBKSEfrt7ZQPNLitkyuCumGJeZzNbCqd4%2FubF6OT1kBvEERCdsMwW3f23wUnBSxMTcsJiV3S6VQVnJM7M%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=AVxigLL8mXg1XSzBwrbExYkVze8O94cFJLaOhh0UwsEtYrv1vsI5vqdz6gQ%2FFDuBDR6%2FgcveF4gI%2F0VEKIqAdhz35ejAJnW2%2B73ZfoaAJOskljhn7%2FjDHJk45PjyAUbfWSRPnVbTf6F%2Fqcuvc%2BFAPhU%2F0wTrM8qbTAkO16pQkoN4auds5rc3yESzW0vX3poePkxgo2SV1%2BJ72KVxppjXiNw%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=AVxigLJNAzBLJ2bCLFhx2vYxFPFIxqDj8%2B0sHhfRei6a%2BCj0fb2xM4L%2B8R2uAnefsoGhQU%2B54e5nQIyxUzI4Xf4KvxqDTtmQ56DDCRcIRvf8ZHSU9vvPyKY7UvxpaWfa8qAKhbBVfcnbQXdXP3zuKydaF9Yv%2BV6vpxbC4myfmFCQdJldZ57OV1gBa%2B2sPRG9i2oSW%2BWSS2LtsQJZRJ0%2FrKYCL%2Fmp6w%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=AVxigLK987qXlDI6am3zvOYGsigq3IR9yRmx8AaXkFo1gejxRBt2SSUqtj0iQ6L5wfGBAwG%2BJvPVfOQ%2BJVOuO3PyUqu6NulRuMMTV%2BY1GdvNmRvYMKk6IsTW5PYWAr0CyEyeJFBbhhnmX6hZTLYN1cZBPjKVpfRbuIQ9LOPHpogXZfpqqQR2yRKxwKS0ZDCLoq762pZpz7u7M%2F5qEfXRIcRwV84REdw%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=AVxigLJjs9Tq0%2BaXcCVbauN41LbVpGlaBL1Ocu2%2BGrnlmPhS1gsfW%2BPZjq35SJX2hEOypnUWLk4SCiAZh8Wj5dqW8gTIuvaGe82ARRsJnPNnU%2F3jT7LOmiy%2ByxFL3Ydls4IGios0vktkOGLHntUJNtpT7ruQ5IwQTqWsoYfiY3mLS8ZzYZfeks2ezL4SovYNOvks7aoAHdptDldX2sU1HaVU28k%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=AVxigLKBaqFd6YTanoZzd4XWjiyOSm92%2F%2FcSIEB3W9ldfSzabtXgmcp%2FliNalARPFxTdMhnDbw365Yzk1FW7GexP85%2FBFsbFITMTlB28HC%2BRROxHSRAY1lLuR%2FwCxcHDkr0upZH0wAqxzueLoEu2ZK0BWJDog5lfNsdw1ZJeJkj%2BHOedqIbH5jkul0tKZkDaHfLQXfFFEYEAlorDwjUpLfMg2w%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=AVxigLLHUkRO6fn6H1PTyR3GJKdcaZj3MOQFIm4i7XFmre1LhBSAH0ukFei%2BHBDPXPiWL%2B8P%2F%2BY%2BbyarmpY474hMrxZs8S07jKf1aJ6rGJACktl7BRkoo2ijt4tEeEynLzEze5QGmmuNKLHMOEf2Ttg1pyluv0kP4V4xa%2By2sd9WPZpdZinujVDf35wc2bQsWaR9ioI9aWBV%2Ftov5CIolzjRLm%2FT6s9zE1%2BDUJu7OHD%2Bn%2BYADg%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=AVxigLK4IeVFdRgufGZlou1ZIaHTMYolIOv%2B9NGpXEliHuOMJwnQ%2BUWuIyUJwGGR8eQfl2p3b%2F5GZXnJYUTLdN%2BQTWbQyrs3QmBiznGb6GFot3IQ7Fq8%2FpLJ4r%2BW1jJtb3oFggnNsHzSKBqK5Q0Udf7%2Baeqdm1PJH07Tn1EnNVIs%2BCr7cTVr32zwLMb3tjxApGqwT%2FrTZTgChu%2BACWifCTHi6ju1&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=AVxigLIyNnlEV1DJ2dyV2lps2kgfdCh7DvJO9XhdT8JRgM1SYW5UlZxZVP0hK4rq4tahC3R301uk%2Bn2vx%2BKyEO2%2BA0Ill0XncMTBbed3hnWR2cuiAWYvblWeoLJTC51K4xrb4nDrReXoywpvZf%2B2Sow0w0VfbXpgyK8iLIMd8ysL7BrF%2F%2Bseq5NU%2Fg8Uqd9f%2FttDNrI2smcc17u8XpzZAxhsc5CVzQ%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=AVxigLKYblWzBC68SlRO%2F%2BQvLMdhfdpQSvRI%2BLDvGRJz26udPty3feV9qErh8dSjPZpYepCNehmLZ%2BUhUNillVQnBBJCaTL6x1EuKqgUsmrrvJW7pCZxlHhvoSKgOOZK76QVJ6fXANJS3dZ6zACZwTGQtu5trhASmPHmUHA8lWK1eqt0RbTR2yANQ%2BZMQhoMnxqRbhPo%2B83sKI3szqCsEKEgFT49xQjZwqU%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=AVxigLIC%2BayHTzDERMMHuxqiB1zhfKgMFJ1XZH%2BDdldZspSiJ%2BIV9JbniCS57tM%2BxcwbeQhpsP4qe%2BZdeVgg3IHQevCMwIZXn81I5rJmcOxpJkPeAzOUQI8I2pwLpOZr2HJYpwEpKg2SixCVNgSmkZRMYxIceNxPWkVqizwLi6u2qp9iFYoMIV81Gigq0T8CGL6mVWkGxsmCmG%2FqepbFwgEkvX4%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=AVxigLInncyl4vBLiSQxYmjXsYJYVtC8SUirT8ZnroMHU1U4hX6KtxjjclT0cxCBvAP2SqHH7JvUnkErzBc6mXwkLIk17OaijTz64nm%2BuzHQebKIjSIjaRVfyGKwdvdaLM4vThyGf0jBIc52qTV2BR4AALpzpkvvsGvZjcwgjCFx62F2QiTeOccbriLk4%2F1fBkChIUK4qrGm3GUBLSM%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=AVxigLLuUQm66GAuohHcG8GvBjP5PAHVYQJEuPSwW43e49cF0NP7ZbnD6xZRgA9oA2aQhe9VgbFPRrBVdg%2BmYPVOxvQgX3UIDDttVEB8gwEMeSAUcGP2H59xeZ%2FnGdHBGTHBicnCXQDe0q380MdgPYE2P8THKDSzyLN%2F%2Fxs9sgEDCVe2oATZgdGGn58wqlWZOfhtaMp22g%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=AVxigLLlSRPoqhyebrEIXEGw0j6%2FgvnQr%2FFaKNbO7hbITTpct4RRCUuzqRX10FGuFaOfrIfRBRU7DbBheUQAUU8AFgEAvOltKF05AQAaKKBV9Q%2B5f%2FRetCiTXU1SjJKei7NanV0wmaL5tpnTMsUVBDHjlHT4brrwUlL4Y5Y0o70B%2F7hYYR1tTlM35v6KJ9Uef4w%2FI7M5&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=AVxigLJPT5xCGr4qtO7vIM5hIz8t63KivSkR8e3IaXA5aT8MRhVksuCCXbc4XLSzFtasvqEkx2LjgQ82rh%2FylHgne%2FAyZtnIiMUHs75lugv9m4qscWy04239Ze8%2FYMLhrXG2p%2F%2BNKg8OUVfgomKUJPOyXpAKmngNvckXjWkR%2Bd4nAjwUs280XtnqgsmJLHSydiwWt5ZylBEkCUgpgg%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=AVxigLLk6GYsqPSO8nh8OO1lpxBaCCXsDZmsls7YP80tClyTQqiRNue%2FXm8jaZxG6j7RAOt15y6A%2Bu6m6%2Bl4vRc8Ge%2BAaPdsDgS9BbMKZ%2F7vaTvE3hmEv99HcoCg54rA8gYAWi5XWhXhnQLddLPWU%2FtpBvwSijsxLNp14b%2F64Qq9deAdhn5mglofy7I16CaL7CYRhTIqWi8Kre7hX0IZpSe%2F5kLRGnnShoU%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=AVxigLKR50sPn3nukY87ZqJDexE1c6NcCy%2BVKWuckABuPS8QhlG28ReftyJZAFcgEoTOyH9Hyorb%2FH9qzpmYVY7HlfQJK7xXbL7PHCSLWc56v8bZb3JSiMA0XRCTGcw2GGftOK18%2BlWiWMgMtAr60%2FnbPEJgrrdF0L%2FBFU6GfqcyNcYH9uzfRkHVCESAgtk%2FZ95enKQy9t%2BYjA9JOPlsSWAlaelFPrwxGHPxM8k%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=AVxigLIy2IXvgK5oHNXsgaZFXj7B0%2BGME48LDBEfmWi5ANuFZYfDec0nycIqCmBw%2BFzgFUuw%2F7tsx%2BV4cySzDeOV%2Bn3GH4V9ObZjNjgkyA0zHYqpaRnU%2BPxovml7T5503g82WhT19%2Bu%2BcNJzrk2JyCgYmUomCL1fQl2c6q%2FAK%2FIsw97OWKXbPXGfCF2JmItg0TtxXAEDcBmLdMLRNprdHczjbCujKl1q17E%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=AVxigLJPT5xCGr4qtO7vIM5hIz8t63KivSkR8e3IaXA5aT8MRhVksuCCXbc4XLSzFtasvqEkx2LjgQ82rh%2FylHgne%2FAyZtnIiMUHs75lugv9m4qscWy04239Ze8%2FYMLhrXG2p%2F%2BNKg8OUVfgomKUJPOyXpAKmngNvckXjWkR%2Bd4nAjwUs280XtnqgsmJLHSydiwWt5ZylBEkCUgpgg%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=AVxigLLuzmF4A9eQe59bbcXM7QVT0nZDSNkzJtV4haGJusUIsvh0TTEioY8JqWWOpCm2C%2FmfrhRMlTXWCxIvs%2Fns9V%2Fpr25liciYQOygTYDVD5JDq7AoIcjrpTeqz6eJcqy%2B3fcjbH%2FfrUYMzLOCs1JPl89fADSGG%2FvyYGD47DDE%2B8VD74%2FZl1tyRaypdj3rLnp5k72cIptiv4ZgjHLNhLI%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=AVxigLLcdtDyFFUvgISVRLu9eY3gtfPhFJBUPhQugNpAXDMlFhOT1tIn8YtPGkRGu%2FypbBTAsZc5zhaMUFdqprFxj%2Bj6Ir19d2br9Z0X8hVMhlh%2BZ8w20Zbfl7aRpGwbmeyMrDCbWxagWTLnno1Op60hxXlAf0MfM7RN2KnVqoIVr3FV7Q%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=AVxigLK3gatOmCjxgs2AcELtHkiwFX66Qg5VkXHtGG8JtW5AiENlCtvoVNWmKw5n4Nt%2F6f%2BS54DRxsH4uBD42HphiDGYvaoTpV1ZV41BgxFPqIW0rP8FUcj6BODPntFE1AGWECaI05LCXyn5rLM2484pzU3phq%2F8hr1NeC2SdSMjGKIdxvpWqvPfsNoM2lRoFg%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=AVxigLLAv17C6aDg4PIMPXJAXax%2F%2F6%2Br1mqE14EzBCFJF4APAq3Y2sAH%2BLHZjPk3flHFuQatvHEydtU6URrahB8i%2FlVnZ0h1myJoGPGf7DN4bLj9rjOtsZSXTV7UOHKuEtVIWYb4qjJe3PPUeahN29scdQrTg0rZ3dhp85TWx6NF&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=AVxigLJPllB2%2FNyHLDkChUY8Sw3%2Bb1oEgkETKfTmwj%2BTNNMsz%2FJK3dr0d65bCv9R0uQr2SgehbSFwEAxM%2Bbh3QOfmzulBPxejq2tigJuWmwu9xq8Qfns1XhjIRNvoqf3XfQuzHHXs2yXpw8t4%2BiLTNeMPr27ow5MbmItBq1QZkXT%2BnmPXQzzu63icjfsNQ%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=AVxigLKJKOo%2BkkRaplLTxsTEiuMBvCHRUruu0ohJ%2BaeOJdRpv76iF%2FFMNaISPMhEOSiNgEK%2F9Zc%2FnKurf9CiFteJJLeHEt%2FDDOJj%2BKw56VlNEIkd7s%2FM4pEtOsAIkWlou%2Bb0iL72TXtD%2BSbZi3AZf0e5aOD13T70%2BPwK%2FyqKzxHsd%2BqFaA2QHBJVuuF%2FswambKE9aX5M6ko8VQ%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=AVxigLKr7N3V8xYE0%2FtnG8bs%2BxSATWWmlZycXK0E5ML1MuRUVIj%2FA7leZf5MCyoe71A8K4Rq6j2TazxGq%2Bp8xTA4WtncoJa%2BrEOmu%2BqZhcMGLz%2B1KRej0Ep02vbjuT5OR9nN5%2FJQoxHVSstklH1VdFm0sWdiqX00iTvhhVqMg2pZttCMB%2B8QHS0oraqllQ%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=AVxigLKo3fozsv1YqGG3OqCGlaEMNyQPtHpgS5XSK122bDAG0fCOLCXyDWI%2F87551XUf7KJpXRJFjXskaXNHDIeTlxt1NcbC77ON9IPCo8FdLHsgzKchSu7Ek1PUx2cGSdyWv1Dz0sWpCCmcmU3%2F21bnaF0uosks7IbMpfyei3F3Y3%2Fb&webInteractiveContentId=185823046841&portalId=8302174)

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Overview

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

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

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

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

We Partner With

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

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

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

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

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

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

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

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

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

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Library

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

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

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

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

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

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

Our Company

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

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

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

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

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[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKo3fozsv1YqGG3OqCGlaEMNyQPtHpgS5XSK122bDAG0fCOLCXyDWI%2F87551XUf7KJpXRJFjXskaXNHDIeTlxt1NcbC77ON9IPCo8FdLHsgzKchSu7Ek1PUx2cGSdyWv1Dz0sWpCCmcmU3%2F21bnaF0uosks7IbMpfyei3F3Y3%2Fb&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=AVxigLLVmAeEcveNjU8kK8Pvbev432LhsVxoyw8sy1SRZIn9XFdCmPvyMW%2BZDTOU9gWQ4TCkVmQQWyVTwKJUmEFKA%2FUjLRJaEDOG%2FFP149P%2B0BInJ%2BYJ7Cg5K0nGg0W1ddrlE9k37GrHqVviQPShg1TBzDHtc973J%2BduyZ5tJCEmOtGLttGfIW4SHRUMCspVODO%2Fmw%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=AVxigLKORufkbZrtvB7vwCm0DanNnH4YtMaIt%2FPugU3kXLCvnGJiem2Vlxi9LutEgtLddMd15CpTHXzruUhyMe8KQWu5lxX0WvnKNMCF2UR9RDEq%2BiOIZYNBz8nLTswPGAPzzTtEEw%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=AVxigLKORufkbZrtvB7vwCm0DanNnH4YtMaIt%2FPugU3kXLCvnGJiem2Vlxi9LutEgtLddMd15CpTHXzruUhyMe8KQWu5lxX0WvnKNMCF2UR9RDEq%2BiOIZYNBz8nLTswPGAPzzTtEEw%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=AVxigLKdsfcA%2FViAq9rwTuzIqYXi7Rxis2ci04SX%2BAsAERLKyFV%2FiHdTKQxLZjjk6%2Br6W8RQCx8H8bD42w3yUqcDSmcAY7UgDPRf0WqgiXJqsDyUx149mBwGJNV5Xqz1BUyKdCaTf4QYdUxYi2FvP7vzAaTWQPFP%2BXm4GyS1AriREV1nERKOpSJUU3ZptfaBuAuqFkVkKy6n2aWIx%2FBoQPuH%2BQ%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=AVxigLLRspyKb23r53SfeM5daVenWdIPB6Gtgex6b6cQeJUB6AYPL77PdFBbLiZToyiF2WkBm6qrOmzxU4dBSwFYxDr66mWVnauKgtTJDsLl%2BEPS3YrwienKbLbRNJsXv3wu1S9JNFLFzRQ%2Fr3mvLmjHr2cNgsw%2FBGYHuLNQxnUNM6qNoMp7ePtdYpyMmxmAlVE4YS4bbH4IslKW8w%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=AVxigLIYjBz9IF4Tv0ni%2F1azohE6GW1eJkzfyNBaZh4r6yMTg1IByoCg5tEhGmipcJjSMrBBLmiJvTBkKFiUs%2BLQ3bxXMH8GWUpH6DMDKHpkJaJsA7SneJ8XHOaIZFJewBGu4PJc2eCTkfEt1DEOtJitFGnqAa8qHEijZMjEbCKe7KqYg7hrd%2Fmt%2FaAuB0xDEdW5Ljc0NH6yKdnq7Q%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=AVxigLKP2JU5e1O1iZo8d%2Bz67TJeqlrORxgZL8f9eJD9CXEgVSHweF8c%2BKy9Pn4qK3C1xfcP%2Fl6S0nQ0IPj%2F%2F5CjBC4G0kAy%2BpcZcnAZqZah5H3Vc25UqII5%2BF3ZQXnsF9PGNTyRo4sBKSEfrt7ZQPNLitkyuCumGJeZzNbCqd4%2FubF6OT1kBvEERCdsMwW3f23wUnBSxMTcsJiV3S6VQVnJM7M%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=AVxigLL8mXg1XSzBwrbExYkVze8O94cFJLaOhh0UwsEtYrv1vsI5vqdz6gQ%2FFDuBDR6%2FgcveF4gI%2F0VEKIqAdhz35ejAJnW2%2B73ZfoaAJOskljhn7%2FjDHJk45PjyAUbfWSRPnVbTf6F%2Fqcuvc%2BFAPhU%2F0wTrM8qbTAkO16pQkoN4auds5rc3yESzW0vX3poePkxgo2SV1%2BJ72KVxppjXiNw%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=AVxigLJNAzBLJ2bCLFhx2vYxFPFIxqDj8%2B0sHhfRei6a%2BCj0fb2xM4L%2B8R2uAnefsoGhQU%2B54e5nQIyxUzI4Xf4KvxqDTtmQ56DDCRcIRvf8ZHSU9vvPyKY7UvxpaWfa8qAKhbBVfcnbQXdXP3zuKydaF9Yv%2BV6vpxbC4myfmFCQdJldZ57OV1gBa%2B2sPRG9i2oSW%2BWSS2LtsQJZRJ0%2FrKYCL%2Fmp6w%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=AVxigLK987qXlDI6am3zvOYGsigq3IR9yRmx8AaXkFo1gejxRBt2SSUqtj0iQ6L5wfGBAwG%2BJvPVfOQ%2BJVOuO3PyUqu6NulRuMMTV%2BY1GdvNmRvYMKk6IsTW5PYWAr0CyEyeJFBbhhnmX6hZTLYN1cZBPjKVpfRbuIQ9LOPHpogXZfpqqQR2yRKxwKS0ZDCLoq762pZpz7u7M%2F5qEfXRIcRwV84REdw%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=AVxigLJjs9Tq0%2BaXcCVbauN41LbVpGlaBL1Ocu2%2BGrnlmPhS1gsfW%2BPZjq35SJX2hEOypnUWLk4SCiAZh8Wj5dqW8gTIuvaGe82ARRsJnPNnU%2F3jT7LOmiy%2ByxFL3Ydls4IGios0vktkOGLHntUJNtpT7ruQ5IwQTqWsoYfiY3mLS8ZzYZfeks2ezL4SovYNOvks7aoAHdptDldX2sU1HaVU28k%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=AVxigLKBaqFd6YTanoZzd4XWjiyOSm92%2F%2FcSIEB3W9ldfSzabtXgmcp%2FliNalARPFxTdMhnDbw365Yzk1FW7GexP85%2FBFsbFITMTlB28HC%2BRROxHSRAY1lLuR%2FwCxcHDkr0upZH0wAqxzueLoEu2ZK0BWJDog5lfNsdw1ZJeJkj%2BHOedqIbH5jkul0tKZkDaHfLQXfFFEYEAlorDwjUpLfMg2w%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=AVxigLLHUkRO6fn6H1PTyR3GJKdcaZj3MOQFIm4i7XFmre1LhBSAH0ukFei%2BHBDPXPiWL%2B8P%2F%2BY%2BbyarmpY474hMrxZs8S07jKf1aJ6rGJACktl7BRkoo2ijt4tEeEynLzEze5QGmmuNKLHMOEf2Ttg1pyluv0kP4V4xa%2By2sd9WPZpdZinujVDf35wc2bQsWaR9ioI9aWBV%2Ftov5CIolzjRLm%2FT6s9zE1%2BDUJu7OHD%2Bn%2BYADg%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=AVxigLK4IeVFdRgufGZlou1ZIaHTMYolIOv%2B9NGpXEliHuOMJwnQ%2BUWuIyUJwGGR8eQfl2p3b%2F5GZXnJYUTLdN%2BQTWbQyrs3QmBiznGb6GFot3IQ7Fq8%2FpLJ4r%2BW1jJtb3oFggnNsHzSKBqK5Q0Udf7%2Baeqdm1PJH07Tn1EnNVIs%2BCr7cTVr32zwLMb3tjxApGqwT%2FrTZTgChu%2BACWifCTHi6ju1&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=AVxigLIyNnlEV1DJ2dyV2lps2kgfdCh7DvJO9XhdT8JRgM1SYW5UlZxZVP0hK4rq4tahC3R301uk%2Bn2vx%2BKyEO2%2BA0Ill0XncMTBbed3hnWR2cuiAWYvblWeoLJTC51K4xrb4nDrReXoywpvZf%2B2Sow0w0VfbXpgyK8iLIMd8ysL7BrF%2F%2Bseq5NU%2Fg8Uqd9f%2FttDNrI2smcc17u8XpzZAxhsc5CVzQ%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=AVxigLKYblWzBC68SlRO%2F%2BQvLMdhfdpQSvRI%2BLDvGRJz26udPty3feV9qErh8dSjPZpYepCNehmLZ%2BUhUNillVQnBBJCaTL6x1EuKqgUsmrrvJW7pCZxlHhvoSKgOOZK76QVJ6fXANJS3dZ6zACZwTGQtu5trhASmPHmUHA8lWK1eqt0RbTR2yANQ%2BZMQhoMnxqRbhPo%2B83sKI3szqCsEKEgFT49xQjZwqU%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=AVxigLIC%2BayHTzDERMMHuxqiB1zhfKgMFJ1XZH%2BDdldZspSiJ%2BIV9JbniCS57tM%2BxcwbeQhpsP4qe%2BZdeVgg3IHQevCMwIZXn81I5rJmcOxpJkPeAzOUQI8I2pwLpOZr2HJYpwEpKg2SixCVNgSmkZRMYxIceNxPWkVqizwLi6u2qp9iFYoMIV81Gigq0T8CGL6mVWkGxsmCmG%2FqepbFwgEkvX4%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=AVxigLInncyl4vBLiSQxYmjXsYJYVtC8SUirT8ZnroMHU1U4hX6KtxjjclT0cxCBvAP2SqHH7JvUnkErzBc6mXwkLIk17OaijTz64nm%2BuzHQebKIjSIjaRVfyGKwdvdaLM4vThyGf0jBIc52qTV2BR4AALpzpkvvsGvZjcwgjCFx62F2QiTeOccbriLk4%2F1fBkChIUK4qrGm3GUBLSM%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=AVxigLLuUQm66GAuohHcG8GvBjP5PAHVYQJEuPSwW43e49cF0NP7ZbnD6xZRgA9oA2aQhe9VgbFPRrBVdg%2BmYPVOxvQgX3UIDDttVEB8gwEMeSAUcGP2H59xeZ%2FnGdHBGTHBicnCXQDe0q380MdgPYE2P8THKDSzyLN%2F%2Fxs9sgEDCVe2oATZgdGGn58wqlWZOfhtaMp22g%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=AVxigLLlSRPoqhyebrEIXEGw0j6%2FgvnQr%2FFaKNbO7hbITTpct4RRCUuzqRX10FGuFaOfrIfRBRU7DbBheUQAUU8AFgEAvOltKF05AQAaKKBV9Q%2B5f%2FRetCiTXU1SjJKei7NanV0wmaL5tpnTMsUVBDHjlHT4brrwUlL4Y5Y0o70B%2F7hYYR1tTlM35v6KJ9Uef4w%2FI7M5&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=AVxigLJPT5xCGr4qtO7vIM5hIz8t63KivSkR8e3IaXA5aT8MRhVksuCCXbc4XLSzFtasvqEkx2LjgQ82rh%2FylHgne%2FAyZtnIiMUHs75lugv9m4qscWy04239Ze8%2FYMLhrXG2p%2F%2BNKg8OUVfgomKUJPOyXpAKmngNvckXjWkR%2Bd4nAjwUs280XtnqgsmJLHSydiwWt5ZylBEkCUgpgg%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=AVxigLLk6GYsqPSO8nh8OO1lpxBaCCXsDZmsls7YP80tClyTQqiRNue%2FXm8jaZxG6j7RAOt15y6A%2Bu6m6%2Bl4vRc8Ge%2BAaPdsDgS9BbMKZ%2F7vaTvE3hmEv99HcoCg54rA8gYAWi5XWhXhnQLddLPWU%2FtpBvwSijsxLNp14b%2F64Qq9deAdhn5mglofy7I16CaL7CYRhTIqWi8Kre7hX0IZpSe%2F5kLRGnnShoU%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=AVxigLKR50sPn3nukY87ZqJDexE1c6NcCy%2BVKWuckABuPS8QhlG28ReftyJZAFcgEoTOyH9Hyorb%2FH9qzpmYVY7HlfQJK7xXbL7PHCSLWc56v8bZb3JSiMA0XRCTGcw2GGftOK18%2BlWiWMgMtAr60%2FnbPEJgrrdF0L%2FBFU6GfqcyNcYH9uzfRkHVCESAgtk%2FZ95enKQy9t%2BYjA9JOPlsSWAlaelFPrwxGHPxM8k%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=AVxigLIy2IXvgK5oHNXsgaZFXj7B0%2BGME48LDBEfmWi5ANuFZYfDec0nycIqCmBw%2BFzgFUuw%2F7tsx%2BV4cySzDeOV%2Bn3GH4V9ObZjNjgkyA0zHYqpaRnU%2BPxovml7T5503g82WhT19%2Bu%2BcNJzrk2JyCgYmUomCL1fQl2c6q%2FAK%2FIsw97OWKXbPXGfCF2JmItg0TtxXAEDcBmLdMLRNprdHczjbCujKl1q17E%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=AVxigLJPT5xCGr4qtO7vIM5hIz8t63KivSkR8e3IaXA5aT8MRhVksuCCXbc4XLSzFtasvqEkx2LjgQ82rh%2FylHgne%2FAyZtnIiMUHs75lugv9m4qscWy04239Ze8%2FYMLhrXG2p%2F%2BNKg8OUVfgomKUJPOyXpAKmngNvckXjWkR%2Bd4nAjwUs280XtnqgsmJLHSydiwWt5ZylBEkCUgpgg%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=AVxigLLuzmF4A9eQe59bbcXM7QVT0nZDSNkzJtV4haGJusUIsvh0TTEioY8JqWWOpCm2C%2FmfrhRMlTXWCxIvs%2Fns9V%2Fpr25liciYQOygTYDVD5JDq7AoIcjrpTeqz6eJcqy%2B3fcjbH%2FfrUYMzLOCs1JPl89fADSGG%2FvyYGD47DDE%2B8VD74%2FZl1tyRaypdj3rLnp5k72cIptiv4ZgjHLNhLI%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=AVxigLLcdtDyFFUvgISVRLu9eY3gtfPhFJBUPhQugNpAXDMlFhOT1tIn8YtPGkRGu%2FypbBTAsZc5zhaMUFdqprFxj%2Bj6Ir19d2br9Z0X8hVMhlh%2BZ8w20Zbfl7aRpGwbmeyMrDCbWxagWTLnno1Op60hxXlAf0MfM7RN2KnVqoIVr3FV7Q%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=AVxigLK3gatOmCjxgs2AcELtHkiwFX66Qg5VkXHtGG8JtW5AiENlCtvoVNWmKw5n4Nt%2F6f%2BS54DRxsH4uBD42HphiDGYvaoTpV1ZV41BgxFPqIW0rP8FUcj6BODPntFE1AGWECaI05LCXyn5rLM2484pzU3phq%2F8hr1NeC2SdSMjGKIdxvpWqvPfsNoM2lRoFg%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=AVxigLLAv17C6aDg4PIMPXJAXax%2F%2F6%2Br1mqE14EzBCFJF4APAq3Y2sAH%2BLHZjPk3flHFuQatvHEydtU6URrahB8i%2FlVnZ0h1myJoGPGf7DN4bLj9rjOtsZSXTV7UOHKuEtVIWYb4qjJe3PPUeahN29scdQrTg0rZ3dhp85TWx6NF&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=AVxigLJPllB2%2FNyHLDkChUY8Sw3%2Bb1oEgkETKfTmwj%2BTNNMsz%2FJK3dr0d65bCv9R0uQr2SgehbSFwEAxM%2Bbh3QOfmzulBPxejq2tigJuWmwu9xq8Qfns1XhjIRNvoqf3XfQuzHHXs2yXpw8t4%2BiLTNeMPr27ow5MbmItBq1QZkXT%2BnmPXQzzu63icjfsNQ%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=AVxigLKJKOo%2BkkRaplLTxsTEiuMBvCHRUruu0ohJ%2BaeOJdRpv76iF%2FFMNaISPMhEOSiNgEK%2F9Zc%2FnKurf9CiFteJJLeHEt%2FDDOJj%2BKw56VlNEIkd7s%2FM4pEtOsAIkWlou%2Bb0iL72TXtD%2BSbZi3AZf0e5aOD13T70%2BPwK%2FyqKzxHsd%2BqFaA2QHBJVuuF%2FswambKE9aX5M6ko8VQ%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=AVxigLKr7N3V8xYE0%2FtnG8bs%2BxSATWWmlZycXK0E5ML1MuRUVIj%2FA7leZf5MCyoe71A8K4Rq6j2TazxGq%2Bp8xTA4WtncoJa%2BrEOmu%2BqZhcMGLz%2B1KRej0Ep02vbjuT5OR9nN5%2FJQoxHVSstklH1VdFm0sWdiqX00iTvhhVqMg2pZttCMB%2B8QHS0oraqllQ%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=AVxigLKo3fozsv1YqGG3OqCGlaEMNyQPtHpgS5XSK122bDAG0fCOLCXyDWI%2F87551XUf7KJpXRJFjXskaXNHDIeTlxt1NcbC77ON9IPCo8FdLHsgzKchSu7Ek1PUx2cGSdyWv1Dz0sWpCCmcmU3%2F21bnaF0uosks7IbMpfyei3F3Y3%2Fb&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=AVxigLKo3fozsv1YqGG3OqCGlaEMNyQPtHpgS5XSK122bDAG0fCOLCXyDWI%2F87551XUf7KJpXRJFjXskaXNHDIeTlxt1NcbC77ON9IPCo8FdLHsgzKchSu7Ek1PUx2cGSdyWv1Dz0sWpCCmcmU3%2F21bnaF0uosks7IbMpfyei3F3Y3%2Fb&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=AVxigLKo3fozsv1YqGG3OqCGlaEMNyQPtHpgS5XSK122bDAG0fCOLCXyDWI%2F87551XUf7KJpXRJFjXskaXNHDIeTlxt1NcbC77ON9IPCo8FdLHsgzKchSu7Ek1PUx2cGSdyWv1Dz0sWpCCmcmU3%2F21bnaF0uosks7IbMpfyei3F3Y3%2Fb&webInteractiveContentId=185823046841&portalId=8302174)

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

**

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

**

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

**

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

**

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

**

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

**

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

**

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

**

### Overview

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

**

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

**

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

**

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

**

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### We Partner With

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

**

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

**

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

**

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

**

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

**

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

**

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

**

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[ 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=AVxigLKo3fozsv1YqGG3OqCGlaEMNyQPtHpgS5XSK122bDAG0fCOLCXyDWI%2F87551XUf7KJpXRJFjXskaXNHDIeTlxt1NcbC77ON9IPCo8FdLHsgzKchSu7Ek1PUx2cGSdyWv1Dz0sWpCCmcmU3%2F21bnaF0uosks7IbMpfyei3F3Y3%2Fb&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=AVxigLKo3fozsv1YqGG3OqCGlaEMNyQPtHpgS5XSK122bDAG0fCOLCXyDWI%2F87551XUf7KJpXRJFjXskaXNHDIeTlxt1NcbC77ON9IPCo8FdLHsgzKchSu7Ek1PUx2cGSdyWv1Dz0sWpCCmcmU3%2F21bnaF0uosks7IbMpfyei3F3Y3%2Fb&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)

**

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[ 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=AVxigLKo3fozsv1YqGG3OqCGlaEMNyQPtHpgS5XSK122bDAG0fCOLCXyDWI%2F87551XUf7KJpXRJFjXskaXNHDIeTlxt1NcbC77ON9IPCo8FdLHsgzKchSu7Ek1PUx2cGSdyWv1Dz0sWpCCmcmU3%2F21bnaF0uosks7IbMpfyei3F3Y3%2Fb&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=AVxigLJXaqJCRZTVtC0MeHZY0xgcrAQFgPlcsyBaBmyHbeXsujVELIE%2FhihVp1pEfHPNGHQkHHXENWM7QnB8vQNae7o3Zu3bxZ2VMvVzwj8VIM86bcERd3jmtm%2BeCdS0H5yfcRei7vH5UT1lgmAe0J0X5UxATKgoOleZcRMsGt1lcWR0Ug%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=AVxigLLVmAeEcveNjU8kK8Pvbev432LhsVxoyw8sy1SRZIn9XFdCmPvyMW%2BZDTOU9gWQ4TCkVmQQWyVTwKJUmEFKA%2FUjLRJaEDOG%2FFP149P%2B0BInJ%2BYJ7Cg5K0nGg0W1ddrlE9k37GrHqVviQPShg1TBzDHtc973J%2BduyZ5tJCEmOtGLttGfIW4SHRUMCspVODO%2Fmw%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)

Media Coverage

# iTBrief: Generative AI to become enterprise cornerstone by 2025

 Jared Oken, 03 December 2024

Generative AI | Why It Becomes an Enterprise Cornerstone | Rayven

4:27

Contributor: Jared Oken, Co-Founder and CEO, [Rayven](https://www.rayven.io/)

![Generative AI to become enterprise cornerstone by 2025](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Website%20Images/2024/PR/Generative%20AI%20to%20become%20enterprise%20cornerstone%20by%202025.png?width=524&height=355&name=Generative%20AI%20to%20become%20enterprise%20cornerstone%20by%202025.png)Generative Artificial Intelligence (AI) is poised to become a transformative force across various industries over the next few years, according to insights from technology firms such as DataStax, Rayven, AvePoint, and Diligent. These insights reveal both the burgeoning potential and the complexities anticipated in the forthcoming wave of AI implementation.

Ed Anuff and Davor Bonaci from DataStax predict a significant shift in 2025, moving from AI being a hyped technology to it becoming a fundamental component of real-world applications. The focus will be on sectors such as customer engagement, healthcare, and industries requiring complex decision-making processes. Advancements in generative AI tools are expected to facilitate robust deployments, signalling a transition from experimentation to active deployment strategies by companies. This evolution resonates with previous technological waves, such as the mobile and social media revolutions, where broad enterprise adoption took a couple of years post-launch.

Anuff mentions the necessity of supporting technologies such as vector data embeddings and search, which are becoming refined and widely adopted. This technological maturation is expected to push generative AI into production-ready applications by 2025. Industries like customer service and healthcare, where AI can mitigate cognitive burdens and enhance efficiency, are set to benefit significantly from this shift.

However, integrating AI into business operations is not without its challenges. As highlighted by Rayven's Co-Founder and CEO, Jared Oken, businesses will come to recognise AI as an offering beyond mere productivity enhancement, necessitating an understanding of real-time data handling and advanced decision-making models. Oken underscores the importance of data platforms capable of integrating and analysing real-time data as critical to the evolution of AI applications in business environments.

Alyssa Blackburn from AvePoint emphasises the importance of trust and transparency in AI-generated outputs, which often face scepticism due to potential inaccuracies. She forecasts that regulatory oversight will become crucial to bridge this trust gap, ensuring AI's accuracy and fostering acceptance of AI-generated content as reliable. Establishing responsible AI use standards and mandatory disclosures are viewed as vital steps to integrating AI seamlessly into organisational strategies.

Phil Lim from Diligent anticipates that 2025 will be a pivotal year for AI, marked by a focus on clarifying the return on investment (ROI) from AI systems and the risks of "AI washing"—overstating AI benefits without substantive results. Lim notes that AI governance frameworks will remain essential, though standardisation may still be in development by 2025. Organisations prepared with robust governance will likely achieve greater success, balancing innovation with the risks associated with rapid AI deployment.

The emergence of AI platforms as a service (AI PaaS) is also noted by Bonaci. Such platforms will become increasingly important as they enable organisations to standardise AI development across multiple use cases efficiently. These platforms provide an infrastructure that facilitates the integration of AI into existing workflows, enhancing both security and operational compatibility.

In conclusion, the coming years will see generative AI evolve from a promising technology to a cornerstone of enterprise digital strategies. With advancements in technical readiness and deployment logistics, organisations across sectors are preparing for what could be a defining period in AI adaptation. The dialogue surrounding AI governance, trust, and technology alignment will be critical in shaping how AI embeds itself into the fabric of enterprise operations by 2025 and beyond.

 

If you'd like to find out more about how the [Rayven Platform](https://www.rayven.io/rayven-platform) can help you to conquer these challenges, fast - all without having to change or update your current technologies - please [book a demo](https://www.rayven.io/contact) and get some free, custom advice from one of our experts.

This article was featured on iTBrief [here on 3-Dec-24.](https://itbrief.asia/story/generative-ai-to-become-enterprise-cornerstone-by-2025)

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