---
title: The Problems Industrial IoT Solves | Rayven
description: Discover how Industrial IoT can solve specific business problems, improve efficiency + drive tangible outcomes by starting small and scaling effectively.
image: https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Website%20Images/Rayven%20Blogs%20Images/Blog-not-everything-technology-problem-415-2.png
---

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

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**Integration Layer**

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

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

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**Data Layer**

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

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

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**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)

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**Security, Governance + Hosting**

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

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File Uploads

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

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AI Connectors

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

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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)

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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)

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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)

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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)

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Approvals + Exceptions

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

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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)

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Notifications + Alerts

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

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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)

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Conversational Analytics

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

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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=AVxigLKKaIvCoCygGYdFN6F6OViky%2BcUMAo8n3clpTmHj1WEf2TyeDGO%2BOwlPmt00yRR2bKCqtdZYW0Xasq2vQrTIdOpxSzDRNm7aptoXoipB2fX%2Fv%2BAEc1J7tW2usry8CuwdCkraQ%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=AVxigLLXsPUSTyL3jHn%2BKvg2LFb3I0aT%2BIwHecp%2FghUje84ShvCVX24%2BFFR%2F9B9uE571E4DnbKmw5ddE04lzMGWaFKwCrQDUfca%2Fw97kRFK4GHCYJWJoiPHqt9%2Fkty%2F6C4kMnIx1SgQKZClTtlK5j42Yrt7sI0gECvAD87RgHtLM5YWKvbsnP4di%2Bv9DURagtliIK%2FrQ6m8%2Frtaank2%2FuYx7hA%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=AVxigLLiUBU%2B41Q0MdyEwf0sgyrThHnH8QDfy4AJTMMItREsMeVxQZWuNBHn%2F6zJDPZMSm2V9XcYARX9ZwKjcCge7NbSIqgiSAa8Vj6TaPuj%2BmtAIcBMltKhV1Fq2GHlqg345jSWIk%2BWi7427%2BoyVgOEgqNguTsSLCaMG2Wkvgbpgbarl1NR8WuRdyg3lz4XNg1Rly5Cu00eT6jBCQ%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=AVxigLJtRGEL%2FDM9yeH9xjE0Lfl6GdC16bfZewkpacqjy9sdKayggcxuMKza6jtGDoexRTdPv6kkwG4V9XuatQddOW%2Bzrwl2HH6KhC8V2DnFq41Hm7aFs72u0XdLxc5Mr3mW%2FooCsYz784ys7x3ViKh%2F24bVHFz%2B2O0EmFUTqraY1Hvos7MIBAeOF7e%2BPBW2%2F1RxkM5NhHXTIlaUtA%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=AVxigLIlR8T5QDN7MZc0tzsSXQxxWoa%2F5496V5QBQc%2FllOosbdeLQ1Fd0K8s0k7yRP1z9GzwozPA8hYbSWuJmd4q74eHpAMqcniC3pIjtZLMEknlqb8NIO9EsPDRcF8RgeYephdXceRpZDM2Gr6zOxNClmHJNn8lrzId3Rl0sNhF9X0rAYJfAS1iauivV6Hm6Ph5C3zNxjP0PM4FWzvZYH2rb5Y%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=AVxigLLt%2BDdXWYxBnlwoqRNiHmgTNc4%2BD2xvuSIqIU75hPyTe6sWsp4HnIzt%2FTAIxDwyCFYQAwZ0aTfais%2FcnaBXPQ5ppRQk9vguZp2RXZ69Df031oYfV8ccbS5mEoT4idTb2jbCcy9DycB6xpMj9yqs7My3kkrLuNplTVBl6clkkgr7uVBQbAHk%2FpkZkhsxCKKXZrUKIWOHtvP8kGePnDw%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=AVxigLJwz8t%2Bu2nguN2e5p9RKkcYBwgXnb6aNJ8LfYfsa6sLD%2FehZ5Xuv8pZnastQMpCeRC19az%2FJyHJF34xeZZQIM0BDMQyBzANpMaAuX2A3ijCG3smoWVGdfsEGLM5fYSD7VaiNXm6oxrye6ovUhBl5HP4AL9g9z4W%2FzBgk68c%2FJlQOwUa23TRWpsssuRoOyZvpTUupsAHc03xSiq9P%2BkGjpATGg%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=AVxigLImyCmfolv3Sl8jQj7Y2F%2F3Gk9JGRh1k6tCt13GTR0SmxVFJolzTSplKdQQ8EntaUYRonJi26tDJurt7LlxMF4Ma%2FDKcAapOTxEvRVinSgTL2lbrbmmfi7xsr%2FAICTsh1%2FahwhKm5%2BKBNLcYMKDrr%2BCcJx5K%2BB3INLq5pBWKoQq9a7H59RPYAFA70NgQhNWXRnnP4qpaSDoik3OzFO0QF48Aes%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=AVxigLIzTJPPAEiGd0Qs6UGZ41t%2BJ0HSt5AGl4LENsiYgrdE4iVZqoZlR0OmIhzQ9rTrpVXGySEhS3zbsC5syjLHW7J%2BunDUnUXw9rKom5Q1g7BLrLLq0stEoanyfLeo9EtMCHriQU1gDLSVt9guP2OVNXecNPyF0cRNaGlxPgtqs4bubCe5LTy0H9w15cBwz3Pl39p2IPQLBknZxZf2tuudfFE%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=AVxigLJCO5vEPUxaYTusbro4l9uLlUDMEhKMaT4DK7Po4r0vHX2P3zBFbGk%2FdV4hq%2BwjQrrYRDLexAUvf9e9Z3vyBvyk3EK0uCWMrX4g7ed%2FD0fD1PXJ01noXqZYy9cYlk6rCfu6OqLNs2UCbAvrocZfzHc2nIXJGPPI6Tw9PbnxzrMP7geKQsOWhYs3wJULpnDYNrcu8Eyj6MTBrzW2a%2FIWuw%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=AVxigLJdzHUiqGVycQ9wbxUFac5hyLW0JM2eWztp7N%2BNzWDbqPzhMi%2BtvDsAI2QlpXNoeHyP5FqaJD9dIk22t2WLMBENgIBviO5djPmVA7Xjo1eXMFlvx7zTXqaAvInSY6ItylitHdagMenGF0f3PZ64bHWOyUkfhAW68Zcr%2B%2FS4Vuy0Y%2BpvyTBxZeGFxPunIP50%2FLEu8wW78APFIqUH6JIQW70kIrv0T4hGrzNYMlJiM01wNw%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=AVxigLJcvQyVWVEuVRgb15WhdwP6f%2BnqF5CB8yOfRetZxq%2B9A5PK1tYZuVX5SSDmiH1K2%2FcmQen7nPZwkRxm7tqowfa6jqXKEP5UU4SEacrhqG%2Bjf0lDb5jOVWlEmylcU8cgIULtMHxpxBOYehrt5Dq8XT%2BglbLgPATSJ8CQfaBE9J5Z650EEX9IEMtkpNkTx9pDbvg6%2B9xXD9zSJR8xIFt8BAqf&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=AVxigLLkB05v%2FLwGT5EiPY951xOJQAyO5XV%2FrNM3LMApKEdOS%2FGvAVixj5dJ2xmkw7JZ3TZzw%2F7edLm6vfzhlc2CCn5mKbDfsL%2FFzd7uL9ZwiOAF3Dgr8rqklQBIGkbdLVKm7kNxLS%2BCUY0Rl7ueVSElYLblmUHdVcox1iztptC4G6YNqzYEVHXy8bipaQIlbe3W%2FO3AsXc720MzqyMRasKvjCaEyA%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=AVxigLL%2BzjXDLBdlTmP5rZcwroRxMaYeMLlRzKtgFLAHZUYBK5OvvFISC%2BFGN0gpktfP0p%2FgwWysGLrRnyFauij4mm1V6%2F0hJHBWnOYJkP8UuGnZoZLu8Us8qDclGDOhGlpnt5HTOy3XFpk6gOjXqw0jJ0d65a8BKQISW8n32xSra4P1AjjXhd8mrlMbzebJ85Epr1L2QQCNdoB0Xfh4Z2tDPryCSgMtCYQ%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=AVxigLKR485UicIr%2FkrnocbJTSeYB1EIJcFVUPaSaCd3EVZxlAYwEjZUhg2DiYMxXI%2B75MkKFTJR9UQNva56WUaFGBY%2BEOx7VSsorkaLw5dpHHv5gpZGmG4Wv44fEGZxjorSXmr70XM2ERguL9T%2FVEDy1p53%2FA0Wp3GvqM23lWxON79hUN%2FPu6K2AFVuHCInyolZrVXIeH1nGX0CzRuv6liPwCc%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=AVxigLKzjOAMXk76%2BWPRZ8yMabcpHWTwVZVm9IxzUpy%2B3k1HYDKcd4GhKZWy5TfF5%2BrXURqJztWKOAJRa8ku0m%2BvOK2pHdl5VCU1pLhH7pAizXIGq%2FjRdJiWcb1WBecI6bIKG%2FHhKqTM6nOCMqnxDX3BIRmkpx9pXVwb%2Bov02%2FloFk%2BX8%2F4U8XuA9ooS8m0e5AduXzXjxoywui6BYXg%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=AVxigLJNG1ojkYg54w4KONVOXg1EKY%2BalLpuuJoph%2BE14I%2F3T%2By5b0EP1oVK4NefalDz26Mg20uQ%2FMBtrtCCEiPgMkQss%2BoEPDszt4FLpN72LeVkfyxHKHxZYmgh1PNv06dfS09NFjC5wCHM27%2FtbEyzy%2FePfb4f6Mzmfcm99LWiLvOlo8QGGsN3OugkwT8E6VbZGz6Ddg%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=AVxigLJt7X%2F8v53reE4kJ4kVAdPk7xNjd5%2FRQBAE3zmEcpU5OAKUtLYFkDQDyAisKHbSevGo0Fb8R05VVy4O5FLTuzK5LB%2Fhlb77nV36x3VB%2BsuVXz5t3E%2FgopRNFWJsVtuxnOtP2LAndvYeaV1FHRitHee7QikzwLfQJb%2BUdz5ww8Koy6E6%2FChbm6gtHYt8Hjnge%2BjZ&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=AVxigLIiyMmSrSisCQfsYWqkYIJ0zNm5EBveyTlVMkBfA1dTPrCiuM6hRIzR4f4Aa7y3JNLsVUBvJNLR%2BI49LJhMUR4sfsxJoy6GXNmKppnW5hA0SV%2BNFLYka8GO6kiMfyTGdeoLa9TsNGytpwi%2BKpn4W8%2BjQq9RCno8zwLQ90r91%2BmhPvnldS0mP5JQOwhnfQ3NLge10kx9B%2BQJqA%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=AVxigLKEWRCLgejDd1LKwn%2FRphVi3U3c8JmQNopHblu8vHh5llt7Bi11cat4NC5NQZSoCgB1ZAuZ8pL4DHPHZugSUCjTwpavaakSpBJ0NbtML3En%2BYkZjiPWNQm%2BoI9pKV7Wkh1AgLQ69BppVpHIW8lsSfQo3MdaG7Ha%2BR%2Bf8YGOyitxpph74cR54sx%2FhS3WVTCNqieXnGNgPHKkX%2F799BO2Z9jG9Vii%2Fls%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=AVxigLKKWffgf6NvuZUsyRadmPM4YJdm0%2BO62Iog1SW12MYI4HdqxGrgoEkOHOpB3GB9tpV5qt2ZBSe7AuvPDA406AcGYwRevw9gwGQTOVJlcjJn9ZmiueXdLJHoDxzbtcrUvIJjK5gjJn%2FUrV23lwo3VskpwZu%2B%2B30%2FtqS%2BkTLr1eNJekuMXpgxJG6UPxhW3yTNA%2FbqBUn642l8QEYxOQXbSsTInnW%2B6FmroX4%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=AVxigLKtiB1NTLA8VBe2kdNDoJ15H9pJ1Tap%2Bj2wKdlJPMw2H5XybI9AU6%2FTnYCm%2BZIRCF%2B208v7DU3us35rFejZfHmT3ys9oAUq18%2BDuO1g1xXSFUULt2n3slq58odjp6hCjN57%2BRZP7MfzgpOvOCr4BkAut8mSh1jRVg0u2SS0WhEsHvN7Ouxg54vx2KFca3bxM1%2BPAiLXiXvbZaSDm8wsDlB018d%2BZpM%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=AVxigLIiyMmSrSisCQfsYWqkYIJ0zNm5EBveyTlVMkBfA1dTPrCiuM6hRIzR4f4Aa7y3JNLsVUBvJNLR%2BI49LJhMUR4sfsxJoy6GXNmKppnW5hA0SV%2BNFLYka8GO6kiMfyTGdeoLa9TsNGytpwi%2BKpn4W8%2BjQq9RCno8zwLQ90r91%2BmhPvnldS0mP5JQOwhnfQ3NLge10kx9B%2BQJqA%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=AVxigLLsZEtYjd1qhTM6i6Q8c64CS9cGmQGJMUSJ2vXhnAjEePwDYwC%2FZRu48mu6rS6l5NBF2yLMK42065Nupch4qamcRh2P9DLjE5NsEMyF%2FBqNm%2Bd2NeyFYJGCTiN4Br%2Ba6KC6FLl7sHcnf%2BcBjoS7S2J8ZHM2BVIwSLnoyY7iMFx2shDtyL9FwM8iIpWoxAII9V39ccFaZ8O0YFMKMw8%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=AVxigLLmxv8nl13US63kiuZ5%2BVheI9u%2FKIGprgCHqGhVfFU8kNNjxmEkQGJjItK0Wl1d12gPxBweW1377VA7cYQaTpqMhcX4F870D3o4hxD161275QxnrJ6Bu%2FByVsIClRsXZphSn16KD57NL8L6433Ukgjo0goi45m5RVR%2FXWWuUHi5MA%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=AVxigLIRzneDgOUzgRTBaDMiL%2Fstzar73M0EgqWxzujzWdrFPRS3GZtjFszCV6mn46ezTQsMKEaJkYzJgekOeKd4u%2BJoTLobz%2FdLl3734w5OZWr5YvCmGWp3%2FHZ1LQv1WGb993q7YYU0158eZEaBZSwVbIT5%2FVNRzvvtDBMM5EBNIqH6Ty5%2BH04evZb%2BPxOR4A%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=AVxigLK5WHHcaSUSgvbAOlJvsboH63QkfIfnJiKiuS584E2%2FE3MoRzvPmB8Z4Un66BRykch0%2BdBEl5WMNAG9hM94V1vMc%2F%2BFns9ImXbccEvjvlvR0atzDMRbbM6Ka6tVArj1H%2FruPk3l0MpBh%2FUObuq891zveoG9GQ16XkCS7TxR&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=AVxigLIFKwqy8TDKqPC3nhGpsdyx5ytSwJQtx7H%2B87H8CklcPRS1Bvy7%2FofjqU6bnEXQ09ama5gi%2BFuf88xxKLqb9kF5jb4oHFNxmPczTuzytEkrjMd6drQ08xpw4%2FJe8wR8%2FYQ1pI7HPx6R1mUnNAJqpQDGukY6bNqfSva0QkbxGCod12sNZEMK%2B39qoA%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=AVxigLLONlFrqI6FJKCni7TP0q0t1mitfZhk7d8A086418%2FlcBug9ltg5Ci17tP%2BMTfP3nu6NG97DiflW5s8vlqL%2BkUCs%2B1Ir5urwkM7YzY023Ss55V7fm2poE674gYfRuOuxRyOC0fNhLvuCkHCm%2BbJoAnS4dAAJ3Npa0QXQnZDgPhECcPfrM5DP6qM3rd5SvJBzYBCSLfzkQ%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=AVxigLJoF3f%2FBLrZZDLwvQdb%2Bm7lEYnUs4zo%2Fn%2Ffy%2FvcOv5XjiHm4%2BJJ6S6kFrViNW%2BjCxQR1kxgQ5rPc9gtJO52NTqHto4Cl0y0imndu7hSifEfiq7PDe7pPN2bcYdGoCVcRy90rkvNjJnQGSG%2FlQg6I1wMU32yH4bOwMKM1JOsreaed0CDKHaiKkAnrw%3D%3D&webInteractiveContentId=185785618812&portalId=8302174)

Overview

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

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

Set Engagements

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

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

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

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

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

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

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

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

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Overview

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

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[ 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)

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Library

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[ 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=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&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=AVxigLLt12IC8zzgnokfIWMbMA%2FciNkdk4sNmV8zv5Fp%2F5xxnWFqu77BrOohYDWp%2BT46dSj4MjeiHd2iP6DZ3albRXHiev9AbWxxJGY3ufvNwNNJkEASMMpkNgBP2LcDta5b2yErEa8U9JFGrHjHkCNiPOtLQsPHKsyl%2FKyo7Fsl7EdWipPQ80pg0ebhW%2Bc2kX%2FmYg%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=AVxigLKKaIvCoCygGYdFN6F6OViky%2BcUMAo8n3clpTmHj1WEf2TyeDGO%2BOwlPmt00yRR2bKCqtdZYW0Xasq2vQrTIdOpxSzDRNm7aptoXoipB2fX%2Fv%2BAEc1J7tW2usry8CuwdCkraQ%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=AVxigLKKaIvCoCygGYdFN6F6OViky%2BcUMAo8n3clpTmHj1WEf2TyeDGO%2BOwlPmt00yRR2bKCqtdZYW0Xasq2vQrTIdOpxSzDRNm7aptoXoipB2fX%2Fv%2BAEc1J7tW2usry8CuwdCkraQ%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=AVxigLLXsPUSTyL3jHn%2BKvg2LFb3I0aT%2BIwHecp%2FghUje84ShvCVX24%2BFFR%2F9B9uE571E4DnbKmw5ddE04lzMGWaFKwCrQDUfca%2Fw97kRFK4GHCYJWJoiPHqt9%2Fkty%2F6C4kMnIx1SgQKZClTtlK5j42Yrt7sI0gECvAD87RgHtLM5YWKvbsnP4di%2Bv9DURagtliIK%2FrQ6m8%2Frtaank2%2FuYx7hA%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=AVxigLLiUBU%2B41Q0MdyEwf0sgyrThHnH8QDfy4AJTMMItREsMeVxQZWuNBHn%2F6zJDPZMSm2V9XcYARX9ZwKjcCge7NbSIqgiSAa8Vj6TaPuj%2BmtAIcBMltKhV1Fq2GHlqg345jSWIk%2BWi7427%2BoyVgOEgqNguTsSLCaMG2Wkvgbpgbarl1NR8WuRdyg3lz4XNg1Rly5Cu00eT6jBCQ%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=AVxigLJtRGEL%2FDM9yeH9xjE0Lfl6GdC16bfZewkpacqjy9sdKayggcxuMKza6jtGDoexRTdPv6kkwG4V9XuatQddOW%2Bzrwl2HH6KhC8V2DnFq41Hm7aFs72u0XdLxc5Mr3mW%2FooCsYz784ys7x3ViKh%2F24bVHFz%2B2O0EmFUTqraY1Hvos7MIBAeOF7e%2BPBW2%2F1RxkM5NhHXTIlaUtA%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=AVxigLIlR8T5QDN7MZc0tzsSXQxxWoa%2F5496V5QBQc%2FllOosbdeLQ1Fd0K8s0k7yRP1z9GzwozPA8hYbSWuJmd4q74eHpAMqcniC3pIjtZLMEknlqb8NIO9EsPDRcF8RgeYephdXceRpZDM2Gr6zOxNClmHJNn8lrzId3Rl0sNhF9X0rAYJfAS1iauivV6Hm6Ph5C3zNxjP0PM4FWzvZYH2rb5Y%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=AVxigLLt%2BDdXWYxBnlwoqRNiHmgTNc4%2BD2xvuSIqIU75hPyTe6sWsp4HnIzt%2FTAIxDwyCFYQAwZ0aTfais%2FcnaBXPQ5ppRQk9vguZp2RXZ69Df031oYfV8ccbS5mEoT4idTb2jbCcy9DycB6xpMj9yqs7My3kkrLuNplTVBl6clkkgr7uVBQbAHk%2FpkZkhsxCKKXZrUKIWOHtvP8kGePnDw%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=AVxigLJwz8t%2Bu2nguN2e5p9RKkcYBwgXnb6aNJ8LfYfsa6sLD%2FehZ5Xuv8pZnastQMpCeRC19az%2FJyHJF34xeZZQIM0BDMQyBzANpMaAuX2A3ijCG3smoWVGdfsEGLM5fYSD7VaiNXm6oxrye6ovUhBl5HP4AL9g9z4W%2FzBgk68c%2FJlQOwUa23TRWpsssuRoOyZvpTUupsAHc03xSiq9P%2BkGjpATGg%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=AVxigLImyCmfolv3Sl8jQj7Y2F%2F3Gk9JGRh1k6tCt13GTR0SmxVFJolzTSplKdQQ8EntaUYRonJi26tDJurt7LlxMF4Ma%2FDKcAapOTxEvRVinSgTL2lbrbmmfi7xsr%2FAICTsh1%2FahwhKm5%2BKBNLcYMKDrr%2BCcJx5K%2BB3INLq5pBWKoQq9a7H59RPYAFA70NgQhNWXRnnP4qpaSDoik3OzFO0QF48Aes%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=AVxigLIzTJPPAEiGd0Qs6UGZ41t%2BJ0HSt5AGl4LENsiYgrdE4iVZqoZlR0OmIhzQ9rTrpVXGySEhS3zbsC5syjLHW7J%2BunDUnUXw9rKom5Q1g7BLrLLq0stEoanyfLeo9EtMCHriQU1gDLSVt9guP2OVNXecNPyF0cRNaGlxPgtqs4bubCe5LTy0H9w15cBwz3Pl39p2IPQLBknZxZf2tuudfFE%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=AVxigLJCO5vEPUxaYTusbro4l9uLlUDMEhKMaT4DK7Po4r0vHX2P3zBFbGk%2FdV4hq%2BwjQrrYRDLexAUvf9e9Z3vyBvyk3EK0uCWMrX4g7ed%2FD0fD1PXJ01noXqZYy9cYlk6rCfu6OqLNs2UCbAvrocZfzHc2nIXJGPPI6Tw9PbnxzrMP7geKQsOWhYs3wJULpnDYNrcu8Eyj6MTBrzW2a%2FIWuw%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=AVxigLJdzHUiqGVycQ9wbxUFac5hyLW0JM2eWztp7N%2BNzWDbqPzhMi%2BtvDsAI2QlpXNoeHyP5FqaJD9dIk22t2WLMBENgIBviO5djPmVA7Xjo1eXMFlvx7zTXqaAvInSY6ItylitHdagMenGF0f3PZ64bHWOyUkfhAW68Zcr%2B%2FS4Vuy0Y%2BpvyTBxZeGFxPunIP50%2FLEu8wW78APFIqUH6JIQW70kIrv0T4hGrzNYMlJiM01wNw%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=AVxigLJcvQyVWVEuVRgb15WhdwP6f%2BnqF5CB8yOfRetZxq%2B9A5PK1tYZuVX5SSDmiH1K2%2FcmQen7nPZwkRxm7tqowfa6jqXKEP5UU4SEacrhqG%2Bjf0lDb5jOVWlEmylcU8cgIULtMHxpxBOYehrt5Dq8XT%2BglbLgPATSJ8CQfaBE9J5Z650EEX9IEMtkpNkTx9pDbvg6%2B9xXD9zSJR8xIFt8BAqf&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=AVxigLLkB05v%2FLwGT5EiPY951xOJQAyO5XV%2FrNM3LMApKEdOS%2FGvAVixj5dJ2xmkw7JZ3TZzw%2F7edLm6vfzhlc2CCn5mKbDfsL%2FFzd7uL9ZwiOAF3Dgr8rqklQBIGkbdLVKm7kNxLS%2BCUY0Rl7ueVSElYLblmUHdVcox1iztptC4G6YNqzYEVHXy8bipaQIlbe3W%2FO3AsXc720MzqyMRasKvjCaEyA%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=AVxigLL%2BzjXDLBdlTmP5rZcwroRxMaYeMLlRzKtgFLAHZUYBK5OvvFISC%2BFGN0gpktfP0p%2FgwWysGLrRnyFauij4mm1V6%2F0hJHBWnOYJkP8UuGnZoZLu8Us8qDclGDOhGlpnt5HTOy3XFpk6gOjXqw0jJ0d65a8BKQISW8n32xSra4P1AjjXhd8mrlMbzebJ85Epr1L2QQCNdoB0Xfh4Z2tDPryCSgMtCYQ%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=AVxigLKR485UicIr%2FkrnocbJTSeYB1EIJcFVUPaSaCd3EVZxlAYwEjZUhg2DiYMxXI%2B75MkKFTJR9UQNva56WUaFGBY%2BEOx7VSsorkaLw5dpHHv5gpZGmG4Wv44fEGZxjorSXmr70XM2ERguL9T%2FVEDy1p53%2FA0Wp3GvqM23lWxON79hUN%2FPu6K2AFVuHCInyolZrVXIeH1nGX0CzRuv6liPwCc%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=AVxigLKzjOAMXk76%2BWPRZ8yMabcpHWTwVZVm9IxzUpy%2B3k1HYDKcd4GhKZWy5TfF5%2BrXURqJztWKOAJRa8ku0m%2BvOK2pHdl5VCU1pLhH7pAizXIGq%2FjRdJiWcb1WBecI6bIKG%2FHhKqTM6nOCMqnxDX3BIRmkpx9pXVwb%2Bov02%2FloFk%2BX8%2F4U8XuA9ooS8m0e5AduXzXjxoywui6BYXg%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=AVxigLJNG1ojkYg54w4KONVOXg1EKY%2BalLpuuJoph%2BE14I%2F3T%2By5b0EP1oVK4NefalDz26Mg20uQ%2FMBtrtCCEiPgMkQss%2BoEPDszt4FLpN72LeVkfyxHKHxZYmgh1PNv06dfS09NFjC5wCHM27%2FtbEyzy%2FePfb4f6Mzmfcm99LWiLvOlo8QGGsN3OugkwT8E6VbZGz6Ddg%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=AVxigLJt7X%2F8v53reE4kJ4kVAdPk7xNjd5%2FRQBAE3zmEcpU5OAKUtLYFkDQDyAisKHbSevGo0Fb8R05VVy4O5FLTuzK5LB%2Fhlb77nV36x3VB%2BsuVXz5t3E%2FgopRNFWJsVtuxnOtP2LAndvYeaV1FHRitHee7QikzwLfQJb%2BUdz5ww8Koy6E6%2FChbm6gtHYt8Hjnge%2BjZ&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=AVxigLIiyMmSrSisCQfsYWqkYIJ0zNm5EBveyTlVMkBfA1dTPrCiuM6hRIzR4f4Aa7y3JNLsVUBvJNLR%2BI49LJhMUR4sfsxJoy6GXNmKppnW5hA0SV%2BNFLYka8GO6kiMfyTGdeoLa9TsNGytpwi%2BKpn4W8%2BjQq9RCno8zwLQ90r91%2BmhPvnldS0mP5JQOwhnfQ3NLge10kx9B%2BQJqA%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=AVxigLKEWRCLgejDd1LKwn%2FRphVi3U3c8JmQNopHblu8vHh5llt7Bi11cat4NC5NQZSoCgB1ZAuZ8pL4DHPHZugSUCjTwpavaakSpBJ0NbtML3En%2BYkZjiPWNQm%2BoI9pKV7Wkh1AgLQ69BppVpHIW8lsSfQo3MdaG7Ha%2BR%2Bf8YGOyitxpph74cR54sx%2FhS3WVTCNqieXnGNgPHKkX%2F799BO2Z9jG9Vii%2Fls%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=AVxigLKKWffgf6NvuZUsyRadmPM4YJdm0%2BO62Iog1SW12MYI4HdqxGrgoEkOHOpB3GB9tpV5qt2ZBSe7AuvPDA406AcGYwRevw9gwGQTOVJlcjJn9ZmiueXdLJHoDxzbtcrUvIJjK5gjJn%2FUrV23lwo3VskpwZu%2B%2B30%2FtqS%2BkTLr1eNJekuMXpgxJG6UPxhW3yTNA%2FbqBUn642l8QEYxOQXbSsTInnW%2B6FmroX4%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=AVxigLKtiB1NTLA8VBe2kdNDoJ15H9pJ1Tap%2Bj2wKdlJPMw2H5XybI9AU6%2FTnYCm%2BZIRCF%2B208v7DU3us35rFejZfHmT3ys9oAUq18%2BDuO1g1xXSFUULt2n3slq58odjp6hCjN57%2BRZP7MfzgpOvOCr4BkAut8mSh1jRVg0u2SS0WhEsHvN7Ouxg54vx2KFca3bxM1%2BPAiLXiXvbZaSDm8wsDlB018d%2BZpM%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=AVxigLIiyMmSrSisCQfsYWqkYIJ0zNm5EBveyTlVMkBfA1dTPrCiuM6hRIzR4f4Aa7y3JNLsVUBvJNLR%2BI49LJhMUR4sfsxJoy6GXNmKppnW5hA0SV%2BNFLYka8GO6kiMfyTGdeoLa9TsNGytpwi%2BKpn4W8%2BjQq9RCno8zwLQ90r91%2BmhPvnldS0mP5JQOwhnfQ3NLge10kx9B%2BQJqA%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=AVxigLLsZEtYjd1qhTM6i6Q8c64CS9cGmQGJMUSJ2vXhnAjEePwDYwC%2FZRu48mu6rS6l5NBF2yLMK42065Nupch4qamcRh2P9DLjE5NsEMyF%2FBqNm%2Bd2NeyFYJGCTiN4Br%2Ba6KC6FLl7sHcnf%2BcBjoS7S2J8ZHM2BVIwSLnoyY7iMFx2shDtyL9FwM8iIpWoxAII9V39ccFaZ8O0YFMKMw8%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=AVxigLLmxv8nl13US63kiuZ5%2BVheI9u%2FKIGprgCHqGhVfFU8kNNjxmEkQGJjItK0Wl1d12gPxBweW1377VA7cYQaTpqMhcX4F870D3o4hxD161275QxnrJ6Bu%2FByVsIClRsXZphSn16KD57NL8L6433Ukgjo0goi45m5RVR%2FXWWuUHi5MA%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=AVxigLIRzneDgOUzgRTBaDMiL%2Fstzar73M0EgqWxzujzWdrFPRS3GZtjFszCV6mn46ezTQsMKEaJkYzJgekOeKd4u%2BJoTLobz%2FdLl3734w5OZWr5YvCmGWp3%2FHZ1LQv1WGb993q7YYU0158eZEaBZSwVbIT5%2FVNRzvvtDBMM5EBNIqH6Ty5%2BH04evZb%2BPxOR4A%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=AVxigLK5WHHcaSUSgvbAOlJvsboH63QkfIfnJiKiuS584E2%2FE3MoRzvPmB8Z4Un66BRykch0%2BdBEl5WMNAG9hM94V1vMc%2F%2BFns9ImXbccEvjvlvR0atzDMRbbM6Ka6tVArj1H%2FruPk3l0MpBh%2FUObuq891zveoG9GQ16XkCS7TxR&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=AVxigLIFKwqy8TDKqPC3nhGpsdyx5ytSwJQtx7H%2B87H8CklcPRS1Bvy7%2FofjqU6bnEXQ09ama5gi%2BFuf88xxKLqb9kF5jb4oHFNxmPczTuzytEkrjMd6drQ08xpw4%2FJe8wR8%2FYQ1pI7HPx6R1mUnNAJqpQDGukY6bNqfSva0QkbxGCod12sNZEMK%2B39qoA%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=AVxigLLONlFrqI6FJKCni7TP0q0t1mitfZhk7d8A086418%2FlcBug9ltg5Ci17tP%2BMTfP3nu6NG97DiflW5s8vlqL%2BkUCs%2B1Ir5urwkM7YzY023Ss55V7fm2poE674gYfRuOuxRyOC0fNhLvuCkHCm%2BbJoAnS4dAAJ3Npa0QXQnZDgPhECcPfrM5DP6qM3rd5SvJBzYBCSLfzkQ%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=AVxigLJoF3f%2FBLrZZDLwvQdb%2Bm7lEYnUs4zo%2Fn%2Ffy%2FvcOv5XjiHm4%2BJJ6S6kFrViNW%2BjCxQR1kxgQ5rPc9gtJO52NTqHto4Cl0y0imndu7hSifEfiq7PDe7pPN2bcYdGoCVcRy90rkvNjJnQGSG%2FlQg6I1wMU32yH4bOwMKM1JOsreaed0CDKHaiKkAnrw%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=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&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=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&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=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&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=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&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=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&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=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&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=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

### Overview

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&webInteractiveContentId=185823046841&portalId=8302174)

### We Partner With

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&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=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&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=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&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=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&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=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&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=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&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=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&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=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&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=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

### Library

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&webInteractiveContentId=185823046841&portalId=8302174)

### Our Company

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

**

[![Learn more about Rayven, our mission + history.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183792126777.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJRuoKrbekLcOz7b29rCCzDd1kyN0hXIs9AaNwB1rqB7wkcRC7rksLo01l78qWNFXMieinpQKb1CmCxBnyEdmUpFWpzEcpzPilyc5E1GPGq4bUlP50QvmCmeARdlQo%2BJana0RSF600AlTBtyZBxTA3nAnL0h9vxztVTb7Ht87ElVA%3D%3D&webInteractiveContentId=183792126777&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJnhE8gFAwvb%2Bzak94oqFPN%2FvylTqXEw71QUXlZW7WcJ5ReNUhJmAtjzFSLcigfBC3LYLLK7IYdgF4NoHhb4JrnvbZse6Q%2FYtT6EBrOf6rVxTJq92fzWic2P1198mvcsktI4UYqHpNsZ3ttKPjlvERHQkUkR0Hf2aICyjcb%2FsoE&webInteractiveContentId=185823046841&portalId=8302174)

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

**

[![See where Rayven's been in the media recently.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046770.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLt12IC8zzgnokfIWMbMA%2FciNkdk4sNmV8zv5Fp%2F5xxnWFqu77BrOohYDWp%2BT46dSj4MjeiHd2iP6DZ3albRXHiev9AbWxxJGY3ufvNwNNJkEASMMpkNgBP2LcDta5b2yErEa8U9JFGrHjHkCNiPOtLQsPHKsyl%2FKyo7Fsl7EdWipPQ80pg0ebhW%2Bc2kX%2FmYg%3D%3D&webInteractiveContentId=185823046770&portalId=8302174)

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# What are the problems industrial IoT solves?

 Jared Oken, 25 September 2020

The Problems Industrial IoT Solves | Rayven

5:11

Much talk around IoT is about the technology and how anything from lightbulbs to industrial manufacturing machinery can be connected to the internet so that you know what’s going on with your lights/production line/field/truck/heating/pump/ventilator and can control it from anywhere.

Whilst that’s great, the question that needs to be answered still is: WHY DO I NEED IOT?

For IoT to be of benefit to businesses (and for you to get sufficient budget to invest in it), it must be able to demonstrate tangible, bottom-line benefits for your organisation.

Much like IoT’s cousin, ‘Digital Transformation’, it offers a world of promise when applied in the right way, to the right problem. Far too much time is spent talking about the technologies involved, rather than what business problems you’re trying to solve (the use case) and what you’re going to achieve (the outcome) by solving it this new way.

To give you an example, it’s useful to know how you can connect your truck fleet to the cloud (there are many different ways), so you can monitor distance travelled and fuel consumed, but what’s better is knowing how to run your fleet more efficiently e.g. by consuming less fuel because you alert your drivers when they’ve left their vehicle idling too long; by improving compliance because you can predict which drivers are most likely to breach safety standards; by delivering better customer service because you automatically schedule trucks for maintenance when they need it and therefore never breakdown whilst out on delivery.

The reason IoT isn’t discussed in this way is that there’s advantages to vendors to sell you the kit, rather than solve your business problems, and there’s an awful lot of kit to be sold – some of which is likely to be of limited business benefit. With big players’ solutions, you’re likely to need multiple modules and then have to pay someone to stitch them together for you, before then configuring any solution to your business. This can be much more complicated than they let on and if you’re only using 30% of each of the modules that you’ve been sold, you’re not just adding complexity, but spending far more than you need.

### AI + IoT will change the world, but slowly.

Our bottom-line view is that AI + IoT will change the world, but only once it’s been tried and tested - it is not going to happen overnight – however the pace of change is speeding up and will only continue to do so as it becomes more commonplace. That might be a surprising thing for an [IoT company](https://www.rayven.io/) to say given the hype that often surrounds the topic, but let’s explore why we see it this way…

If someone on a production line can see a problem and fix it by pressing a button on the console, the case for investing huge amounts of money in a remote-access equivalent typically doesn’t stack up. However, when you’re using that same cloud-based technology to improve the efficiency or productivity of the manufacturing line a substantial business case can be made. The second option is harder to achieve and takes longer to implement, but it makes for a very compelling opportunity.

When weighing up the value of AI + IoT in your business, consider the following:

- Can you articulate the specific business problem that you’re trying to solve?
- Have you identified the metrics using which you can measure the impact on your business problem?
- Do you have a phased approach to rolling out increasingly complex parts of the solution?

### AI + IoT is complicated.

If it sounds complicated, that’s because it is. That doesn’t mean, however, that you need to spend millions of dollars constructing a bespoke solution with large consultancies or technology companies, or spend ridiculous amounts of time trying to do it yourself. 

An AI + IoT solution stack consists of 5 technologies and services, and in some instances and sectors, there’s already commodification occurring and [out-of-the-box products](https://www.rayven.io/prebuilt-iot-solutions) are available. There is also a growing number of technology providers that have a network of [partners](https://www.rayven.io/partner-rayven) who regularly work together to craft solutions from existing parts, designed especially for your industry, before fine-tuning a deployment to meet your precise needs.

Our belief at Rayven is that you should start small, find a precise use case in your organisation that’s worth solving (i.e. has a solid business benefit), deploy only the technology that is necessary to prove its impact on the bottom-line, before then looking to capitalise and extend those benefits through scaling or by growing the solution to meet other business problems/goals.

 AI + IoT will only work if you utilise technology with data science and know the subject matter. Only then can you deliver meaningful outcomes. 

Know why you’re investing in AI + IoT and start small (but think big), then you can create a world of change.

[Speak to us today](https://www.rayven.io/contact) if you want to know more about how to get started (properly) or to explore what our world-leading [IoT platform](https://www.rayven.io/iot-platform) can do for you.

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#### Author

Jared Oken

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### Explore further related content:

<https://www.rayven.io/blog/what-is-an-iot-solution>

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

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

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 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...[Read More](https://www.rayven.io/blog/how-digital-teams-can-build-custom-real-time-data-ai-applications-faster)

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