---
title: Improve Industrial Pump Management| Rayven
description: Learn how IoT, machine learning and AI technology can improve the efficiency, sustainability and safety of industrial pumps management. Read more!
image: https://www.rayven.io/hubfs/Pumps-2.jpg
---

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

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

 Solutions

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

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

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

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

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

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

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

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

**Custom AI + Agents**

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

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

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

**Custom Applications**

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

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

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

**Integrations**

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

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

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

**Unified Data Platforms**

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

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

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

**Automations**

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

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

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

**IoT Solutions**

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

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

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

    Rayven MCP

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

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

    AI Data Fabric

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

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

    AI Agents

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

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

    Private LLM

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

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

Field Applications

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

[![We deliver custom solutions that fit your business and industry better, fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790017847.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJTg0%2B4DdoBbPP44hNXBHA3ofp0a8KT2tYT0T5NKkdWAV1zlbVOZHSx6u9JGbe53KSsxc1GVh9JueiTt7gRynum9yRJygQBfC3MjsH4rPHgvHUBE7CQAaQWUs3hRAGGUeoesQ%3D%3D&webInteractiveContentId=183790017847&portalId=8302174)

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

**Platform Overview**

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

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

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

**Integration Layer**

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

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

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

**Data Layer**

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

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

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

**Execution Layer**

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

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

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

**Presentation / UI Layer**

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

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

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

**Security, Governance + Hosting**

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

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

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

File Uploads

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

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

AI Connectors

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

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

IT / OT Connectors

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

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

Custom Integrations

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

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

API Endpoints

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

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

IoT Devices + Protocols

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

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

Forms + Manual Input

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

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

Streaming Data

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

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

Real-Time Data Processing

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

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

Unified Data Tables

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

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

Data Management

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

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

Data Transformation

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

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

File Parsing

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

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

Calculation + Aggregation

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

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

AI Models + Training

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

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

Data Storage

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

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

Workflows + Triggers

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

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

Control + Automation

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

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

Predictive AI / ML

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

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

Gen AI + AI Agents

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

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

Approvals + Exceptions

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

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

Rayven MCP

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

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

Dashboards + Visualizations

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

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

Widgets + UI Components

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

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

Notifications + Alerts

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

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

Dynamic Reports

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

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

Custom Form Builder

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

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

Screen Flows + Hierarchies

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

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

HTML + JavaScript

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

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

QR Code Generator

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

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

Conversational Analytics

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

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

Hosting + Management

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

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

White Labelling

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

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

Deployment + Architecture

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

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

Users, Roles + Access

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

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

Usage + Metrics

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

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

Enterprise Security

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

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

Governance + Controls

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

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

Audit Trails + Logs

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

[![We deliver custom solutions that fit your business and industry better, fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790017847.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJTg0%2B4DdoBbPP44hNXBHA3ofp0a8KT2tYT0T5NKkdWAV1zlbVOZHSx6u9JGbe53KSsxc1GVh9JueiTt7gRynum9yRJygQBfC3MjsH4rPHgvHUBE7CQAaQWUs3hRAGGUeoesQ%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=AVxigLLhaFs3VjlLwKQcCuJgoLuuCZlXDVOTSOM8RNiBtL4wXQ1BL9YqBND007Ba0sjvVnD6rOVHzUgJmTaNU1FWEcld3F0wNeQBba3cSy%2B1UYXCZzAGF4RzvEUkD57o5Ywe1ucGCiVUIarBZHyAQgSPPKqInUCIrlCNrKuECNtxuDlYJY4Fj8RFLdFFdzzH8z5hyjsiEDxUdgf4bLnQN2ncpw%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=AVxigLLiU03inng%2Fh1hj8a1MPbhJwdXX9cb7yDslbweeCjBDBVp5tEeUBqfWJSb468M5vnXEnroUlvtkeI651FiSagVVVMPMXam%2F8dfIuKIpVggmAQKFzo0tMv5ikGadea1u9UUs3TjRAKNTczlufallHXxXNsIkwhIu0ZJWumzbs8Q4G7wF0EdozG9G3ECIpYiZfyVQZVdKbXJuTg%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=AVxigLJoO5tEuRZjKmP75yIOSLVH9rdDD4nvTrLyJauP%2BXhxCKSKXSX1JerFFTJwlGkqHrJvdUwXxSUn3JCczpwXfZwKgcytnEhBgpPbq6fmQLS3TJlYPLncsvuAqlU3VYpC9No4XScF0lNV%2BC8qik1tbuNgBZGZVF%2FZRLhxRp8UOi4YeA9CltrYha9VjQdLnI3agiOLzT%2B%2BKPZq1A%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=AVxigLJ091EwvZeuHQEIxmk3e9fUR%2ButpVlpvege7h0qYK5oKHFnVprPdGeBein8mwt7BkdQn9DnyWafTgDuL%2BglSzSqoNNfTsLShg7gTZfP53YAnhU8wxwzKB1f9ggnhlrb%2Fp51dC1gBEXt1JRK98q%2FjgcuKtp8yTEEpgwEMGIK3oV4A01GMHxxb3PuYPMXd%2BIMAeOz6Q7GPBh4Uol6Sx7urt8%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=AVxigLKLhFzqG4HrrhKAdJhp4zBGpTwTekVAV%2FJOUmgYxc%2BiW0o95ZvEa0%2BPJXb35E7SwAmFFHRK0LT9agvNJ%2BYVNhoAWA2MiWTH5CXz7AVKNR2cp4qg0j5POS%2Bbgozf016be1Pp8dww3T2YkhZP74HWmgYss0eNbWquWlWTyOQJ1vHOHRmpa0tL3Hf6Uf162v83UnOONyWu8nEaV5YIcIY%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=AVxigLJyIkW%2BTC%2BmPGMnKmwrQT%2ByNh1hS2f6bBxEBJLi0AULTv7DGmgmMzCrJo%2FIYq0qDsEg7I8upTrzhJp6cacSx0iywuUeFeKEfufe%2B3qsvXThmVpU6p0hqNhA5MH4aKWciUZU1DSvusZjhT2EvVAzBxTnmTYJa97Zil13CndnH57LQnSiuygSc1tbatAwgPO5Sk6al4hh7SCDLYUAO9jbP7drKg%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=AVxigLLunnkjfsajh6p20uIsrqO2kcPbkBMB%2B9rXgedISTQyTOhnUx7caVvemd6LDrRDn6ulYelrvCkGY3ckBEW5UZC6DnvhUjcnBR3SNmHGBhjq0VSPcDLvfq9W9Bzix3ArAkkzcwidI39J6IvdJsNqxTlUo%2BXIb9QGRUg5kgHaOyBpoiHNQ0MPXymPpkpOnv4IOf0b67w2yE7fC1yVXzuHNGHt6h0%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=AVxigLJ0lHeMy9cObjo%2Bgk2ahbVpjHkkvGuOe%2BQgn8s4zZJ1syFR%2F6d9afdynXtylExLmrje6KgQXjnST%2FX0hq2rcutuP8lOqGrOz4BnS3stYSbGHibqhG%2B14QW8UGwqO0nCkTznnkJrzxjgarOOJgUpjBC9aJTzZ1unSkZ2aRcr6B8QtVP5RdyQKNidDxnp9w2VZkhvZQ4OXxmPtZ8mn6jBDLo%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=AVxigLIbWqe3akEeCK9OaIK8%2FuRqV8C42lk%2FrMfIQ68OAf9o2bQdKNOzMGAgKZ04WPyRVlH1IQAo6Ysjw%2ByqSmpxNmiGmkH1Z512JhXmH6fSbJgS21lHlgVEmi%2FEcFWLIYW%2FbiNMU0WkdWCB5RRAUwMKXG0ZaLmDUZqHNX8YJLZUunCLzPTUAZ5O%2BZsDD0siZVkyscxhIOWDnirYJXV85SlISw%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=AVxigLLxIwTs2Pp9yFbZPEzujf7E3OL89lpFvPxu2N1%2BD6K3TSSHudR33rqOrLxw3z6zXvJY1ccCEolanRN8KXeCdWSTHZo%2Bdiz%2B66BUNfUI8nEpaatf%2BA0TBF5H%2B8c%2FT00MsHgqzCt2YJkJPxvxyPIagngPR9ZGZsen9ybabsvDVlReoOszw7cixTJ%2FIpJlavIQpPbt654oWBmMujU1VnkPplpNF19TD9OkUSQtkW88jcIALg%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=AVxigLJ9kq45QaTpyGmfY%2BzROY8lVrKc1sAG2EmmMNBBdJifleuTxOVDZbLqnNH1RcXNWnsPVmrXQkfSO9txEHS9FwFtRmCRupmGcljg617VcgGUpbU4KsUQh42DHM1kFbwCcDIa1BG9DtHgtFa0FpkqyqcdclgDIEZ2CP8OHmkVOBJ%2BWHSh5pWcXS77L%2BrcRHtG1exQdlC3GZpH%2B5SMmXvO1EJM&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=AVxigLLF%2Ff%2B%2B2NQdjnj9F7bAC53MUZnPPaRHZFp2UAn7525OerJPwH90j6IeDtLfNIGPlNwWM5qXT5GPh2098%2BE0HsDP%2Bj2vvj5MJuotGm%2B6ruz4wqKduhiHHjctHEUddieienjHmKN1%2F5FJ%2FDkBuKEKEqz8CDz0p2bw24ikGNdkS3xAa227o7eTW6WOs5eu6tjUT49bmJxRwG3YdyBlq6sQCcFNtA%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=AVxigLIdKAvaLvNBJop%2Fey42fT7woHwvr8Gi7BGBILOu0NLvrkcM%2BKu8y4D4cK5UjGezfjbXF%2Fri8YXYh%2BVwZbtm4F6QYDSOyJnR5Ij5mbM1MgEAvyHaV9GZcwt8bBqjAJRKY%2BjsH%2BPIJe512yboj8h53Z5ehb09KsDufOS9zZqvU50x9F13Q5iHqcNvEPy74DSMOq8AYVekzT1N2ttE6BvYiX56oniAIaA%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=AVxigLIr9yKr0wi8OhUGQCVZYOmMyZZzKMK%2BQ7543S0548Cj%2Fr0EVC7fuP5JffAhNPmQmRy6DSVVLZwC%2FAuH5M2Njb25e%2BiLZ5rnEgmMQ4GCGoSpRhCooz3hSz9m2QC7syt3si1AfyeX0aYw6pvtRFSh4fmPRejknV%2FjCFEcVOkG1G%2BODgrHzxtBPXdecsdN%2BeEycDLyzmttrk%2BemjbalWeycWw%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=AVxigLI23FzzAHSzc%2FWcyId%2BJUkPy3q5Hn3KzDUJYtGwdNUFJDvVC00y1Ov8F9l6HdIbrgB7Avg7RiUUpGn%2FfMmVNOhBBDeC41%2Bw4sKzJ6sCgrfxe4T0x8u5sqJuWgFrux7whcPEzO5GQvPElw95KkOQPK0zkHhquzbh1KPhQgA%2Bf1s%2Fik5qEJGzGY%2BY1trkbgUCSVL31suG2VeDtmQ%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=AVxigLJY5D4xxVW%2FhsiVSg9Mydp2OjhQ5uz5D3Y9LaWpq8%2FDNrGNLkYUpNx%2BIu7TkP1nGL%2FyN2X4KaLOffA8KQNuTNxGVHrwB6bujEi4SVqxjX2fn4QQIRlaFWwvwvr45g6oigm%2BmH99zOv2kZi41m3bRyO7O2sPNO%2BP3WWYPi62iFzdmb5LgfQsZNz%2BLfsv2ROAQg5ynw%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=AVxigLIZtgZdyy7YzcefEUzZiazP7x1zDsYCVtShZyhyqInB9xmwBCshIudAVMjQjtNhpX1lCp0RpqWcFSaK9dEjYhK4Zuba4bpj4C6cU%2FH27hFlj0eFuaOWpscZyQVkhllc%2BvUtYnqZKjGk4WFPPotyaPwzbZmQ%2FkbUWb6sOWBgLeRrcz32SN0b4Ann0HiFkXwzmc4c&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=AVxigLK1X0xDsAMwOUDjRUHq0kTYRYC20RojWro6zz9cDqoOR%2FJl66Vtz3uasnRP4s5Kv2UzxlQvIICgJiM2UEYkALqU2fSabQflCeOeP4Gr6UkD14uD0mHRrYYkzxMsfy%2BsCA2IDRPwdksCBhg%2FLh37%2BJnLzCTi4L3fEMjhFRI3FKXXdW4ZEqUaO7q6qGM7vPEo1WIJa1bIhe1tFg%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=AVxigLK1WC5oyCIAof1p8%2F1gjHVbg4Q3DpCNsItFRxzZzmBq8VSehbrIvwHAbhJCtMD2hVU8xajwtLXmyMMZZii7zkFdMrwkky0%2FyyqcWkj8c4f%2FPCN3mWzndlLU3OeMhcLZj9HQOIcNgOLtb8xgJn0yKCSZq7jk28V1lZhf%2BZaQt1haEZRADmZwtkWgxOUm15kZt%2BBZ8d%2BH2iiUQoMWU2iyDSqQL0jX58s%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=AVxigLKLnB%2BtlpqNkhbEcVaJm6YczRLyZoZwnblo0dyTZHSzQ9ls4CEPd1RUes23%2FiEh%2FzyfjfIG4c%2FVOc%2B5rEqyQi%2FnBJOjeIeJSV4nT9B%2F8BjvZHEyCYswlN4sSv%2FojIt9T3wRB4OYhyqWpOczdd3D8V%2FBTbC9oloheV65NTtOBrpP7g89rVf22HeSgFH3HOx06dKfOg3DlYJcrlVd78xRUxwK5ITT9OYWCuc%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=AVxigLIuCeugPsd90n4yDdBmCAf4lkPbZfHPpOrtk9zw0rwiQ7ijWx%2Bw0Kf7PiHa9364oyrbjhuFxzf4%2BL5yVqLcwMOWbNbRnkmCKrZnuLDkIr3cxBcF4FvIeMS5uYA1onEwsgtnEBvMkB1%2F%2BCOTPxJH0J1e12rL3Uo31BB2kGl%2B%2B401yTLqRdBNaE%2BCHgEQuzYqBif77lKigJjzHA8hhCoHFF5LkJMTu74%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=AVxigLK1X0xDsAMwOUDjRUHq0kTYRYC20RojWro6zz9cDqoOR%2FJl66Vtz3uasnRP4s5Kv2UzxlQvIICgJiM2UEYkALqU2fSabQflCeOeP4Gr6UkD14uD0mHRrYYkzxMsfy%2BsCA2IDRPwdksCBhg%2FLh37%2BJnLzCTi4L3fEMjhFRI3FKXXdW4ZEqUaO7q6qGM7vPEo1WIJa1bIhe1tFg%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=AVxigLJXwoCcWIqztmvI4EjSeJu4s0PIbtt9%2FhujHR%2FvtNWLubnguFv52Xxm5VtbDhMsHa%2FPiuP1TIgkIEjO3HxY0ZuBPiKm9d%2BhW6K4hsSko6xAx1NS3%2FMPUIMdgTD7jDa%2BQ4ZdzI%2FKYwYpyFSYRPccSVFMvGNFodOS52WgrHn7%2F7naJlF%2FRSVoxl%2FfG0uQjT2hO%2F%2FDE0OnCEfCnoQtaBw%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=AVxigLID3nTrrA1%2FfLjXIZE0yOHQrZdMUebWdlq0e42lMrmvypWjNSHd2jsh7peNSJUB5Bra5C%2Fbikm8eL18XKy4P1FHA3XPwUj51y2oHr%2FXBSbKEH8ggxJyfOuqQop9jAFfWfPFhWNZJkHKJkiIMpFnPOqVhExit1n0s76P3Y7BPymVSg%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=AVxigLK59Unyatmp7t9%2F1JfwShPa78DIBGKpA6coiExHCC6%2BiqOwBBkDl7YWmlpthvJahX8MlfyLwojBcZGSuxUXz1PXnDo3onu%2Bys5lRbOUzB5VUrAW6P2s0qSVs2ayEZw8VAzYEs894EourtX%2FrqQG0%2B4piSJPYgPk%2BL9JKtp%2FuWXGiFhdq6T6kuQkTrQRFw%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=AVxigLKUBRaGFcOB6K9SZBQcWLb1YvVKkaBCAAWz2soX9yFXDtu%2FkIfUL4taZAk0ublUS5IlrgRNqi7zwU0LEXdLSyNgkGZFxMFjZ38pWxPAoWs4wFDIZ5lrF%2FVjDxkJ1ooVlRqm%2BRdBANruaEWDjYYklG1RN4tY%2FVWmhqx8FZxd&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=AVxigLI%2FCyzMYohGrhDuRY%2FcK5dVPp73aMC6coARPmn%2FG%2Fto%2FpxLlxoAl6WM3PIy25QZxZSOpeH3%2BJ4mketwegfgBdVtUSavd7BWnOj43mU8Q9YNxcTSMLiZ0F1i59JJuxBAOdTUcG8fa5QHXbeGmKhEq68OwL274x4kNPnho6LxAOZjIrn%2FxVwLlxjSGA%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=AVxigLJoguUFV02QAOuFfqnjJJdHq4v4jUj%2FeRB9AK4GODXYhJv2qt4Q3VyAMbaEWUZDMyg%2FAW%2Be8L1ho5W6qssU%2F29mIi1y2gNj%2FvSVW8FprB9wq2m9OZHZJl0kvTuwF5TTjqgl0Zc3jFtD%2Fwe9DIBEQPRubQnODYO5PUMywSW%2FU56xxAbUVQ0GT1OE4VSjorO5V9oNAdtwTA%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=AVxigLKWc6naLHwcG3czkWOZiEqUm85adCem%2BmhnGojaBN62B63RLukSyHwTL7vrb6l56XF0RFW%2Bee%2FbuYgbNie%2B2FhMFtcNCYsmswQAc3ROeQnxUSLli22uxH2KXovxIIbUHElvwhZj3gm%2F6vShDL4wBnuJZ2X08FKGq9Aoz2rOJlxzAY64gD%2FGf0MrRw%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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJEV8yGroCeiGA9kee2Vvrs2SJEknMMpYmjjSDzW%2B14lt3Xgpor1WNh7I6pAkeyHRD0G6ru1TvwGXhvrfswyzlTGyfQvaaalQkC3LJW74bHasb%2FLiLZMfbUteW7yMGHutZXeAV1et%2B1H57Ef3QC9GhSZ9v8LEwVzDNssQNUl%2FlBBlQFTmST0U2XZ6esFrdRMQ%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=AVxigLJTg0%2B4DdoBbPP44hNXBHA3ofp0a8KT2tYT0T5NKkdWAV1zlbVOZHSx6u9JGbe53KSsxc1GVh9JueiTt7gRynum9yRJygQBfC3MjsH4rPHgvHUBE7CQAaQWUs3hRAGGUeoesQ%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=AVxigLJTg0%2B4DdoBbPP44hNXBHA3ofp0a8KT2tYT0T5NKkdWAV1zlbVOZHSx6u9JGbe53KSsxc1GVh9JueiTt7gRynum9yRJygQBfC3MjsH4rPHgvHUBE7CQAaQWUs3hRAGGUeoesQ%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=AVxigLLhaFs3VjlLwKQcCuJgoLuuCZlXDVOTSOM8RNiBtL4wXQ1BL9YqBND007Ba0sjvVnD6rOVHzUgJmTaNU1FWEcld3F0wNeQBba3cSy%2B1UYXCZzAGF4RzvEUkD57o5Ywe1ucGCiVUIarBZHyAQgSPPKqInUCIrlCNrKuECNtxuDlYJY4Fj8RFLdFFdzzH8z5hyjsiEDxUdgf4bLnQN2ncpw%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=AVxigLLiU03inng%2Fh1hj8a1MPbhJwdXX9cb7yDslbweeCjBDBVp5tEeUBqfWJSb468M5vnXEnroUlvtkeI651FiSagVVVMPMXam%2F8dfIuKIpVggmAQKFzo0tMv5ikGadea1u9UUs3TjRAKNTczlufallHXxXNsIkwhIu0ZJWumzbs8Q4G7wF0EdozG9G3ECIpYiZfyVQZVdKbXJuTg%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=AVxigLJoO5tEuRZjKmP75yIOSLVH9rdDD4nvTrLyJauP%2BXhxCKSKXSX1JerFFTJwlGkqHrJvdUwXxSUn3JCczpwXfZwKgcytnEhBgpPbq6fmQLS3TJlYPLncsvuAqlU3VYpC9No4XScF0lNV%2BC8qik1tbuNgBZGZVF%2FZRLhxRp8UOi4YeA9CltrYha9VjQdLnI3agiOLzT%2B%2BKPZq1A%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=AVxigLJ091EwvZeuHQEIxmk3e9fUR%2ButpVlpvege7h0qYK5oKHFnVprPdGeBein8mwt7BkdQn9DnyWafTgDuL%2BglSzSqoNNfTsLShg7gTZfP53YAnhU8wxwzKB1f9ggnhlrb%2Fp51dC1gBEXt1JRK98q%2FjgcuKtp8yTEEpgwEMGIK3oV4A01GMHxxb3PuYPMXd%2BIMAeOz6Q7GPBh4Uol6Sx7urt8%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=AVxigLKLhFzqG4HrrhKAdJhp4zBGpTwTekVAV%2FJOUmgYxc%2BiW0o95ZvEa0%2BPJXb35E7SwAmFFHRK0LT9agvNJ%2BYVNhoAWA2MiWTH5CXz7AVKNR2cp4qg0j5POS%2Bbgozf016be1Pp8dww3T2YkhZP74HWmgYss0eNbWquWlWTyOQJ1vHOHRmpa0tL3Hf6Uf162v83UnOONyWu8nEaV5YIcIY%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=AVxigLJyIkW%2BTC%2BmPGMnKmwrQT%2ByNh1hS2f6bBxEBJLi0AULTv7DGmgmMzCrJo%2FIYq0qDsEg7I8upTrzhJp6cacSx0iywuUeFeKEfufe%2B3qsvXThmVpU6p0hqNhA5MH4aKWciUZU1DSvusZjhT2EvVAzBxTnmTYJa97Zil13CndnH57LQnSiuygSc1tbatAwgPO5Sk6al4hh7SCDLYUAO9jbP7drKg%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=AVxigLLunnkjfsajh6p20uIsrqO2kcPbkBMB%2B9rXgedISTQyTOhnUx7caVvemd6LDrRDn6ulYelrvCkGY3ckBEW5UZC6DnvhUjcnBR3SNmHGBhjq0VSPcDLvfq9W9Bzix3ArAkkzcwidI39J6IvdJsNqxTlUo%2BXIb9QGRUg5kgHaOyBpoiHNQ0MPXymPpkpOnv4IOf0b67w2yE7fC1yVXzuHNGHt6h0%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=AVxigLJ0lHeMy9cObjo%2Bgk2ahbVpjHkkvGuOe%2BQgn8s4zZJ1syFR%2F6d9afdynXtylExLmrje6KgQXjnST%2FX0hq2rcutuP8lOqGrOz4BnS3stYSbGHibqhG%2B14QW8UGwqO0nCkTznnkJrzxjgarOOJgUpjBC9aJTzZ1unSkZ2aRcr6B8QtVP5RdyQKNidDxnp9w2VZkhvZQ4OXxmPtZ8mn6jBDLo%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=AVxigLIbWqe3akEeCK9OaIK8%2FuRqV8C42lk%2FrMfIQ68OAf9o2bQdKNOzMGAgKZ04WPyRVlH1IQAo6Ysjw%2ByqSmpxNmiGmkH1Z512JhXmH6fSbJgS21lHlgVEmi%2FEcFWLIYW%2FbiNMU0WkdWCB5RRAUwMKXG0ZaLmDUZqHNX8YJLZUunCLzPTUAZ5O%2BZsDD0siZVkyscxhIOWDnirYJXV85SlISw%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=AVxigLLxIwTs2Pp9yFbZPEzujf7E3OL89lpFvPxu2N1%2BD6K3TSSHudR33rqOrLxw3z6zXvJY1ccCEolanRN8KXeCdWSTHZo%2Bdiz%2B66BUNfUI8nEpaatf%2BA0TBF5H%2B8c%2FT00MsHgqzCt2YJkJPxvxyPIagngPR9ZGZsen9ybabsvDVlReoOszw7cixTJ%2FIpJlavIQpPbt654oWBmMujU1VnkPplpNF19TD9OkUSQtkW88jcIALg%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=AVxigLJ9kq45QaTpyGmfY%2BzROY8lVrKc1sAG2EmmMNBBdJifleuTxOVDZbLqnNH1RcXNWnsPVmrXQkfSO9txEHS9FwFtRmCRupmGcljg617VcgGUpbU4KsUQh42DHM1kFbwCcDIa1BG9DtHgtFa0FpkqyqcdclgDIEZ2CP8OHmkVOBJ%2BWHSh5pWcXS77L%2BrcRHtG1exQdlC3GZpH%2B5SMmXvO1EJM&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=AVxigLLF%2Ff%2B%2B2NQdjnj9F7bAC53MUZnPPaRHZFp2UAn7525OerJPwH90j6IeDtLfNIGPlNwWM5qXT5GPh2098%2BE0HsDP%2Bj2vvj5MJuotGm%2B6ruz4wqKduhiHHjctHEUddieienjHmKN1%2F5FJ%2FDkBuKEKEqz8CDz0p2bw24ikGNdkS3xAa227o7eTW6WOs5eu6tjUT49bmJxRwG3YdyBlq6sQCcFNtA%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=AVxigLIdKAvaLvNBJop%2Fey42fT7woHwvr8Gi7BGBILOu0NLvrkcM%2BKu8y4D4cK5UjGezfjbXF%2Fri8YXYh%2BVwZbtm4F6QYDSOyJnR5Ij5mbM1MgEAvyHaV9GZcwt8bBqjAJRKY%2BjsH%2BPIJe512yboj8h53Z5ehb09KsDufOS9zZqvU50x9F13Q5iHqcNvEPy74DSMOq8AYVekzT1N2ttE6BvYiX56oniAIaA%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=AVxigLIr9yKr0wi8OhUGQCVZYOmMyZZzKMK%2BQ7543S0548Cj%2Fr0EVC7fuP5JffAhNPmQmRy6DSVVLZwC%2FAuH5M2Njb25e%2BiLZ5rnEgmMQ4GCGoSpRhCooz3hSz9m2QC7syt3si1AfyeX0aYw6pvtRFSh4fmPRejknV%2FjCFEcVOkG1G%2BODgrHzxtBPXdecsdN%2BeEycDLyzmttrk%2BemjbalWeycWw%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=AVxigLI23FzzAHSzc%2FWcyId%2BJUkPy3q5Hn3KzDUJYtGwdNUFJDvVC00y1Ov8F9l6HdIbrgB7Avg7RiUUpGn%2FfMmVNOhBBDeC41%2Bw4sKzJ6sCgrfxe4T0x8u5sqJuWgFrux7whcPEzO5GQvPElw95KkOQPK0zkHhquzbh1KPhQgA%2Bf1s%2Fik5qEJGzGY%2BY1trkbgUCSVL31suG2VeDtmQ%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=AVxigLJY5D4xxVW%2FhsiVSg9Mydp2OjhQ5uz5D3Y9LaWpq8%2FDNrGNLkYUpNx%2BIu7TkP1nGL%2FyN2X4KaLOffA8KQNuTNxGVHrwB6bujEi4SVqxjX2fn4QQIRlaFWwvwvr45g6oigm%2BmH99zOv2kZi41m3bRyO7O2sPNO%2BP3WWYPi62iFzdmb5LgfQsZNz%2BLfsv2ROAQg5ynw%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=AVxigLIZtgZdyy7YzcefEUzZiazP7x1zDsYCVtShZyhyqInB9xmwBCshIudAVMjQjtNhpX1lCp0RpqWcFSaK9dEjYhK4Zuba4bpj4C6cU%2FH27hFlj0eFuaOWpscZyQVkhllc%2BvUtYnqZKjGk4WFPPotyaPwzbZmQ%2FkbUWb6sOWBgLeRrcz32SN0b4Ann0HiFkXwzmc4c&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=AVxigLK1X0xDsAMwOUDjRUHq0kTYRYC20RojWro6zz9cDqoOR%2FJl66Vtz3uasnRP4s5Kv2UzxlQvIICgJiM2UEYkALqU2fSabQflCeOeP4Gr6UkD14uD0mHRrYYkzxMsfy%2BsCA2IDRPwdksCBhg%2FLh37%2BJnLzCTi4L3fEMjhFRI3FKXXdW4ZEqUaO7q6qGM7vPEo1WIJa1bIhe1tFg%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=AVxigLK1WC5oyCIAof1p8%2F1gjHVbg4Q3DpCNsItFRxzZzmBq8VSehbrIvwHAbhJCtMD2hVU8xajwtLXmyMMZZii7zkFdMrwkky0%2FyyqcWkj8c4f%2FPCN3mWzndlLU3OeMhcLZj9HQOIcNgOLtb8xgJn0yKCSZq7jk28V1lZhf%2BZaQt1haEZRADmZwtkWgxOUm15kZt%2BBZ8d%2BH2iiUQoMWU2iyDSqQL0jX58s%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=AVxigLKLnB%2BtlpqNkhbEcVaJm6YczRLyZoZwnblo0dyTZHSzQ9ls4CEPd1RUes23%2FiEh%2FzyfjfIG4c%2FVOc%2B5rEqyQi%2FnBJOjeIeJSV4nT9B%2F8BjvZHEyCYswlN4sSv%2FojIt9T3wRB4OYhyqWpOczdd3D8V%2FBTbC9oloheV65NTtOBrpP7g89rVf22HeSgFH3HOx06dKfOg3DlYJcrlVd78xRUxwK5ITT9OYWCuc%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=AVxigLIuCeugPsd90n4yDdBmCAf4lkPbZfHPpOrtk9zw0rwiQ7ijWx%2Bw0Kf7PiHa9364oyrbjhuFxzf4%2BL5yVqLcwMOWbNbRnkmCKrZnuLDkIr3cxBcF4FvIeMS5uYA1onEwsgtnEBvMkB1%2F%2BCOTPxJH0J1e12rL3Uo31BB2kGl%2B%2B401yTLqRdBNaE%2BCHgEQuzYqBif77lKigJjzHA8hhCoHFF5LkJMTu74%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=AVxigLK1X0xDsAMwOUDjRUHq0kTYRYC20RojWro6zz9cDqoOR%2FJl66Vtz3uasnRP4s5Kv2UzxlQvIICgJiM2UEYkALqU2fSabQflCeOeP4Gr6UkD14uD0mHRrYYkzxMsfy%2BsCA2IDRPwdksCBhg%2FLh37%2BJnLzCTi4L3fEMjhFRI3FKXXdW4ZEqUaO7q6qGM7vPEo1WIJa1bIhe1tFg%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=AVxigLJXwoCcWIqztmvI4EjSeJu4s0PIbtt9%2FhujHR%2FvtNWLubnguFv52Xxm5VtbDhMsHa%2FPiuP1TIgkIEjO3HxY0ZuBPiKm9d%2BhW6K4hsSko6xAx1NS3%2FMPUIMdgTD7jDa%2BQ4ZdzI%2FKYwYpyFSYRPccSVFMvGNFodOS52WgrHn7%2F7naJlF%2FRSVoxl%2FfG0uQjT2hO%2F%2FDE0OnCEfCnoQtaBw%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=AVxigLID3nTrrA1%2FfLjXIZE0yOHQrZdMUebWdlq0e42lMrmvypWjNSHd2jsh7peNSJUB5Bra5C%2Fbikm8eL18XKy4P1FHA3XPwUj51y2oHr%2FXBSbKEH8ggxJyfOuqQop9jAFfWfPFhWNZJkHKJkiIMpFnPOqVhExit1n0s76P3Y7BPymVSg%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=AVxigLK59Unyatmp7t9%2F1JfwShPa78DIBGKpA6coiExHCC6%2BiqOwBBkDl7YWmlpthvJahX8MlfyLwojBcZGSuxUXz1PXnDo3onu%2Bys5lRbOUzB5VUrAW6P2s0qSVs2ayEZw8VAzYEs894EourtX%2FrqQG0%2B4piSJPYgPk%2BL9JKtp%2FuWXGiFhdq6T6kuQkTrQRFw%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=AVxigLKUBRaGFcOB6K9SZBQcWLb1YvVKkaBCAAWz2soX9yFXDtu%2FkIfUL4taZAk0ublUS5IlrgRNqi7zwU0LEXdLSyNgkGZFxMFjZ38pWxPAoWs4wFDIZ5lrF%2FVjDxkJ1ooVlRqm%2BRdBANruaEWDjYYklG1RN4tY%2FVWmhqx8FZxd&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=AVxigLI%2FCyzMYohGrhDuRY%2FcK5dVPp73aMC6coARPmn%2FG%2Fto%2FpxLlxoAl6WM3PIy25QZxZSOpeH3%2BJ4mketwegfgBdVtUSavd7BWnOj43mU8Q9YNxcTSMLiZ0F1i59JJuxBAOdTUcG8fa5QHXbeGmKhEq68OwL274x4kNPnho6LxAOZjIrn%2FxVwLlxjSGA%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=AVxigLJoguUFV02QAOuFfqnjJJdHq4v4jUj%2FeRB9AK4GODXYhJv2qt4Q3VyAMbaEWUZDMyg%2FAW%2Be8L1ho5W6qssU%2F29mIi1y2gNj%2FvSVW8FprB9wq2m9OZHZJl0kvTuwF5TTjqgl0Zc3jFtD%2Fwe9DIBEQPRubQnODYO5PUMywSW%2FU56xxAbUVQ0GT1OE4VSjorO5V9oNAdtwTA%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=AVxigLKWc6naLHwcG3czkWOZiEqUm85adCem%2BmhnGojaBN62B63RLukSyHwTL7vrb6l56XF0RFW%2Bee%2FbuYgbNie%2B2FhMFtcNCYsmswQAc3ROeQnxUSLli22uxH2KXovxIIbUHElvwhZj3gm%2F6vShDL4wBnuJZ2X08FKGq9Aoz2rOJlxzAY64gD%2FGf0MrRw%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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLKtWKPdJUKi3FohHIO1odQhsHVuYkd7a0Fcq36FQng2msx7uY9FqWERaGdBo%2BQUwH21iehPFlJNgqkwPO9mi3gBJlhE%2BOVhcvKYJ%2F%2BsMrmUrFMLPczyg5p3XFE3yKjNBm3VMRTLyFrM41nnUR7uEBCegTg84knXUPftzMizsDMkkQ%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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&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=AVxigLJtm3f7TPwzk9JfYocF7FhrdHRQXvhd8k%2FDj6yVxhW%2BU5eyXHzlGy4hMzPLVG1uhxANiuaS3gcm09ctCi1Nr%2BAZTnRinwERh%2BxfqBy8rdk%2FTm1etcCJRV2unP%2BSHmBCEzGJac01lJsdi%2BbDeBJYDbS1nOg4G4pJUhKPiDMepyzY&webInteractiveContentId=185823046841&portalId=8302174)

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# Improve industrial pump management with IoT, machine learning + AI

 Jared Oken, 14 February 2023

Industrial pumps are essential components of a wide range of industrial processes. They play a critical role in delivering fluids and gases, such as water, oil, and chemicals throughout a facility, however managing and maintaining these pumps can be a complex and time-consuming task.

IoT, machine learning, and AI technologies can help - a lot. In this article, we'll explore how these technologies can be used to improve how you manage industrial pumps.

## IoT: enabling remote monitoring and predictive maintenance

One of the significant challenges in managing industrial pumps is the need for frequent monitoring and maintenance. Traditional methods rely on periodic inspections or manual checks, which can be time-consuming and expensive. However, the Internet of Things (IoT) technology has changed this scenario significantly.

IoT-enabled industrial pumps come with sensors (or can be retro-fitted with IoT devices that do the same thing) that can continuously monitor various parameters such as flow rate, pressure, temperature, and vibration. These sensors transmit real-time data to a centralised IoT Solution (built on an integrated platform, such as our [hybrid iPaaS, Data, ETL, IoT, ETL, BI, App Development + PaaS platform](https://www.rayven.io/rayven-platform)), which can be accessed remotely via the cloud. As a result, plant managers and maintenance teams can monitor the performance of pumps in real-time, from anywhere, at any time.

This capability of IoT technology and the sophistication of advanced, integrated platforms opens up the possibility of predictive maintenance. Predictive maintenance is the practice of using data analysis and machine learning algorithms to predict when a pump is likely to fail. By analysing the data collected from IoT sensors, systems and other integrated data sources, machine learning algorithms can detect early signs of wear and tear or other issues that may cause a pump to malfunction.

As a result, maintenance teams can proactively address potential problems before they become critical. Predictive maintenance can save time and costs associated with unplanned downtime and emergency repairs. It also improves the reliability and longevity of industrial pumps.

## **Machine learning: optimising pump performance and energy efficiency**

Machine learning is another technology that can improve the performance and efficiency of industrial pumps.

For example, machine learning algorithms can analyse the data collected within the IoT solution to detect patterns in the data, identifying the optimal pump speed or flow rate for a particular process. By adjusting the pump speed or flow rate to the optimal level, it is possible to reduce energy consumption significantly, which not only saves costs, but also improves the overall sustainability of industrial processes.

Machine learning can also be used to predict the performance of pumps under different operating conditions. For example, by analysing the data collected from pumps operating at different temperatures, machine learning algorithms can predict how the pump's performance may change as the temperature changes. This information can be used to optimise the pump's performance, improve its efficiency, and prevent potential failures.

## **AI: automating pump maintenance and repairs**

Artificial intelligence (AI) is a technology that can be used to automate maintenance and repair processes for industrial pumps. AI-powered systems can automatically detect faults, diagnose the issue, and recommend the appropriate action.

For example, an AI system can analyse data housed in your integrated data, AI + IoT platform or solution to detect an unusual vibration pattern in a pump. The AI system can then use this information to diagnose the issue and recommend the appropriate maintenance action, such as replacing a faulty bearing. This can significantly reduce the time and costs associated with manual fault detection and diagnosis.

AI can also be used to improve the repair process. For example, an AI system can use computer vision technology to guide a maintenance technician through the repair process step-by-step using augmented reality or detailed instructions, making the repair process more efficient and faster.

## Conclusion

As these technologies continue to evolve and become more sophisticated, we can expect to see even more improvements in how industrial pumps are managed.

As well as giving real-time transparency as to how pumps are performing - even in remote locations - the combination of IoT and AI can enable autonomous pump maintenance and repairs, improve performance, as well as improve the safety of industrial processes by ensuring that key assets don't fail without warning.

It's important to note that implementing these technologies requires a significant investment in hardware, software, and expertise. However, the benefits of using these technologies, including improved efficiency, reduced costs, and increased safety, often make the investment worthwhile.

Rayven offers a range of fast-to-deploy and affordable range of [prebuilt industrial IoT pump solutions](https://www.rayven.io/iot-solutions/iot-pump-solution) - built on our world leading [hybrid iPaaS, Data, ETL, IoT, ETL, BI, App Development + PaaS platform](https://www.rayven.io/rayven-platform)<https://www.rayven.io/iot-platform>- and how they can enable your business to improve performance, reduce energy consumption, and predict future needs, simply. Speak to us today.

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#### Author

Jared Oken

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### Explore further related content:

<https://www.rayven.io/blog/how-to-detect-faults-and-implement-industrial-pump-predictive-maintenance>

Blogs

## [How to detect faults and implement industrial pump predictive maintenance](https://www.rayven.io/blog/how-to-detect-faults-and-implement-industrial-pump-predictive-maintenance)

 Industrial pumps are critical components of many industrial processes, such as oil and gas, chemical production, and water treatment.[Read More](https://www.rayven.io/blog/how-to-detect-faults-and-implement-industrial-pump-predictive-maintenance)

<https://www.rayven.io/blog/how-to-improve-the-environmental-performance-of-industrial-pumps-using-industry-4.0-technology>

Blogs

## [How to improve the environmental performance of industrial pumps using Industry 4.0 technology](https://www.rayven.io/blog/how-to-improve-the-environmental-performance-of-industrial-pumps-using-industry-4.0-technology)

 Industrial pumps play a critical role in various industries, from water treatment to oil and gas extraction. However, tteir energy consumption and carbon emissions...[Read More](https://www.rayven.io/blog/how-to-improve-the-environmental-performance-of-industrial-pumps-using-industry-4.0-technology)

<https://www.rayven.io/blog/how-can-water-companies-use-ai-machine-learning-and-industrial-iot-to-improve>

Blogs

## [How can water companies use AI, machine learning and industrial IoT to improve?](https://www.rayven.io/blog/how-can-water-companies-use-ai-machine-learning-and-industrial-iot-to-improve)

 Water companies are facing a number of challenges including the need to improve the efficiency and reliability of their operations, reduce costs, and meet...[Read More](https://www.rayven.io/blog/how-can-water-companies-use-ai-machine-learning-and-industrial-iot-to-improve)

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