---
title: Calculation + Aggregation | Data Layer | Rayven Platform
description: Sum, average, count + aggregate data per UID, per Label or per time window in real time. No data warehouse or separate analytics layer required.
image: https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Website%20Images/Rayven%20Social/Base-Image.webp
---

[![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=AVxigLIhNBW1zOBZ2Jut%2BkjQ%2FVQCPVKXmYwKqmaBQbQiaDlQ%2Bgk%2Bfy5sMBTTtTM2AD38FrqwDokqQJeryOxH5m8TQ%2FBSx7yUMO7UXXfEnwSb0WHaKrrGkXXkGsKJxM2Lq5DkXu%2Fp3Q%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=AVxigLIhNBW1zOBZ2Jut%2BkjQ%2FVQCPVKXmYwKqmaBQbQiaDlQ%2Bgk%2Bfy5sMBTTtTM2AD38FrqwDokqQJeryOxH5m8TQ%2FBSx7yUMO7UXXfEnwSb0WHaKrrGkXXkGsKJxM2Lq5DkXu%2Fp3Q%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=AVxigLLI8se5%2B13yAE3q%2F1Ubx%2FIUwLb%2Fq%2FJczNpEt2brVxctTeZni60ZkjnlmRNbCErSp0epME6M8Z4jtnlnilsOeiHVskJs00xKPRuVP3hkQPdS8E3ZYgckTpvAvde6O7EhW0MeAWorz3inPX6r6oVQc%2B1QXharh6p5%2FUYXqj22dapBzBIpVzYMrOJ3KxJurorO1l9%2FBIeVfkmeXU4jYDRDvQ%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=AVxigLJui%2FGeapnHvZ9XfGKjMTp5LpXEyLpGa%2BaYnOtjgIKYfNKPJ0Dd9b49TwWqKfDkvpvJGL4SC46zdLoO9iufjECYlWc%2FVAfY50E1D2xSaO0rM73tI%2F5Em5b3LfkbF653JLnK7Vq%2BkwrNNsytpVMv33Ueyrg2cOP0Kv6hEhlxVZjT%2FKxY1F688FbSQK1pcznFqp458%2BiamzUeCg%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=AVxigLKRw1Kj6HcTkMVQn14rom0VBecH5A9tWVwQLZz1pvz0ttCpv%2BkkIP7RJD58gg%2BjaLE%2FC%2FF7S03AIjJV6PJ%2FYuNel4cajusPEf5yHSSTGZ3JHeVdXq4p%2FiTNJJjpelrsJY0yVBSJcHe3MYP3MNXk8y3OsjsUqPssGvpxL5D%2FvCcCFmULu3ZTe%2FFaDr7ghuLa0EgYN0LjHT5YXA%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=AVxigLKN9ys51bkO13LOio%2B5JsTlR9fu2tB%2FA2hnyVUw65V8ykeutQ3SrJuTFHKB4cmGxrp1%2Fg7yXPJCuhymRPKxn8cGIBdMZJp5a0PgrxmZqjuw1AU%2FfF%2BltuikQsYEOLXIj%2BPAgze3OYZNvHeeo7NR9dLT9X%2FD9y1siFUu2UUBK6BRRUHQX00TXAKqyWDltlYvbvAnCzW7R0eIn6zm%2BgSyjt0%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=AVxigLKkI3DPdXDJeI6TjCP%2F2uGMcqMZBYSMHT8W9b4BSYc0sObXaUcuwAEzKVoWr4xfTjUtleQA%2BdhFlgt94k5lvglPhJwQOcwM%2FMn4sDxqC2MualruuvpCYcw3iZy9dUjzJZbkSTfkiSfAqNWY%2FZcsHFkEA90bJCIQCDmFFsQcloTtU4EoaNshAHWVICJb0pwQHP9IfNniK%2FUdqwJDC5I%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=AVxigLLI1nWm6Dc00iFgnrU2R4hq0J3YgMvqJ5664BUSAmdCdQZB%2FB28pV6s2Ri3GbDNhXHiAsPxo708RjNVeoK5HvI6VaxFkIklkS3uVkgTYmqWfW4rm%2BgJ2avPzTr8IZh%2BN1j3RkMmIXOcE9O4zEyqHyWD9H3Pxe9mKXxO2aslrEBt9VZm8DVfZzX6%2BSQ29cJIv1Lrl3EVvYb%2FmWV19fxs4Qk68w%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=AVxigLK70in2ZcGCYMWVkp6csWPb9vD8ZPRVfwDEWx3M50Oq7yepzwRkEITm%2B0mit1E%2FL5sHg5C3Nr8lyj2SQyLtViF956REATqTSzSXEDktgM4W4BfBy%2FctRA1akXThH4xWDzkqcimB8tXpDaH5%2BbgSzr423ogL9b5ar5gp%2BrN6zjh8eSCmzsXljMv9AmZutNymquAVg%2Bf2W4QrXlj60uSmP5TYfBE%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=AVxigLJ7kz7ZM0%2F%2BFWgLatxSG68a0aXjv%2FK%2BQpjXlCTquSvaoEagTthm8p0fwo0QX99grhCKOMiGqawWEmQUcHXQr4CxHwBJvUNZx70VzlBenbWOLkg5GLMR%2FHYN7Tdsg%2BxFyx5oBNfjz3GuLl5sMPMEhYddGheteZAiX%2BgYzSatRThG7q59d8YFF1FDLjNtvjkvIuosJG9ptsAVDp79%2B7JjMUw%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=AVxigLLxEHUxGFsLUH1CyWK29IcaRIQUvbw7IIXW8qhfFURBpE0iEs9y4p34DYOYCDE1KtZAZLYVSrmbIalR8RmpFFqsTSBwIASs%2Fw0TwhR%2Bsxxt05hSvpl8B8oyX8CuM3OwtStDXxqmQ9%2BWJkig8QYmdUD2MiAoAauUJLKNHpRHKyf80xpW40S7NomLfJt7nHC6vz3dh9iitX0OeAbXilMF2g%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=AVxigLK9NQ3Pn1VIUwPx39cWcFYeCg8FWex3gTcVDGvcG%2BZwW0VOykdQRW8Dhzf44%2FWc3slISCsDNB67nHncCOIwl66QIZPYJCUy%2F6CKn73YVA31OSH89fu5i%2FmG9X%2FM4RQcRCn5yLf%2FJgKmxuAPXcGjVstUnDP7%2FVQmPwUdbTKR9cAp%2Fjk0h9z7a%2FmwjEzGEnk6bpkN2aus%2FxxVoAxpUm1dAhtmHSU%2F9cOwK1OGMmG15UB3JA%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=AVxigLKXTNoOlolrj45Uze0iLkKrz4NomlscgVX%2BbTPm9fH3vcKyoFG1QrX6UqSYC0DXLDE0FbBTzrL4grd1PbZDjn3HFPZN0Zf0sEAvpH9G6p0PdSo4EcKuGH0oW4mu21vK%2BlYP18dYrHuVcrHhkYB4DImq12knk0y0T%2FKcZ8Hrlzj48%2BEC03WMfqlhvefZJLZTQFF5p0de%2BOoNGPiDXpaLHTzk&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=AVxigLIv0PU0f%2FNw0KN%2BFZgS6ulv6mKHxP3d%2F3%2FI1%2BLj6TLtnbvY0uMhPJ6GG%2FBsQYyDiStJy10kSWExvYPKUK0DuF6bpruynLfs7CgRtBfKQ9skqBYhTbK9gorauIzl9kV4KF8zvCOuX6llpHpuFqYK7aoWQLVX2biZrQo3JpE%2BBsYL8XONn8Jpe2j%2BEld9Q9VJ7gfr7t9DESef%2B8%2BUyxR3kNRm%2FQ%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=AVxigLIhsbDwIGXOoko4pmr1CyRt4wSbyZMkd89LgaXcE27kP5MRuCwSOQWTgGOFlo1xU9dyIF2YkQlhfVMgI1kNUt%2Fok5u7vPWRGK0dBv%2F2DV4MBEII5RaIaOgkZ0MnbiBjnKnNJvQUMfS3YCoYDx7r84Y6N700iEnBAA%2B66NMfzZTKr40TXxLZWH2a62oCwtCgHQukUuUYfbrC2ap%2BELStB9B%2FjJrn5iw%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=AVxigLLHIOfpxqztshr1HOW7hGfgKZhuFU39C%2FER6aqWcV%2B%2FlqKtClEyHxfBlL3HXBg%2B6mTo27yRr79HqRiBhe9q8OPN65EHsRy6gl1NMNzvWyTFUoLY%2BC6llXwEPFwU2B3pxGJk9Beln14cLWEwZEXedNoCTztW5m70HKAc3a4xcdmEVgATnz%2BaT%2FoeZCJFtaq41MXaCpv%2Bk7ss8zYtOVZYNuc%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=AVxigLJE%2F4SJN7%2BTc%2FQQhr%2BbvMnXJ2ln%2Fh9ovOCfSe04m4o0FmC9QraCLc3cCLIU0ZxqYbc5VKCEcfrNxO5j%2BTgLyeI%2FVNnTHhOWT0dUD8lhM8SAO0%2FasioXJdhEdn3zmBK%2Ffi7RGxaMZ6GQ%2B2sXtI%2BdgOhnz3jeaKB2CKpQdIikbPIR1oyqwfV6AlKG42k0gxed4g6lTprTrJceJN8%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=AVxigLILeyZ2ACGnpBpXDIQyyG%2BIE9oddIssjp57Ux24%2BizuHp8ZDlIv%2Fwce5q%2FZ02OUs%2FhNiGQfTxFcVANt2ijM2xfN0ssLEobstpj7%2BtXTcR4FnlOXwwkYW1Kd0CrSIkw4vgV3grb7Q3F%2FEVg12IHRVLxiB12eHdoLaLzubyCIbbuLLHuClAjkN%2Bdl71EsjlRggQlSFg%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=AVxigLICIch5ZmiH%2BS%2Fpk5mW%2BfJH9vs7ZxcSkPAxQBJr2tACcezY7%2BCWEwalx4gdq2126%2BImN%2Fl0hn4uPkaXFfb67YqLTIMytiMYH4B2Jm5gfOgcnPmeINC67nOglGJcJ5JVc5TFZxvXjgfTHZPgLM2P1ROzUZWxlAxWyIQydMXhDH93u9YKTD7grmjqqsNi333W2m1k&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=AVxigLJlV0GVDd838gDgVXzUkPcS3QNNmz1fEc%2F3YFsboWZh0bStPBr9kASNAKqn7Mr0csn0abGPVjQCneF67sLYr4BhpdwsRSpY4L2qwOdl%2BNQCuGkrZpkIwVImVQOG%2FWhKc68NHbkNUcIbrOW9UJhQV%2FltT4m%2FFgTAXRTBmFmrmWafvdcYzM2UqlRuLJpLOeavOxccTISC2TvpFg%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=AVxigLLFJdv2m0HDCi6ioIj5uyRm32WnhhWkQD4%2B8sie1IpuTOthOmEU5eIdlQ9wbRu%2B0NdrU%2F%2B8PgqMMYh4DR8VE1QCTzieHxrcPChTMXYIjh6N5%2FdnSdMhe4S7S9p1ElNB%2FreMWBroCnEYYQzwpONJmddYb4Cr1t9dsHtvcHycNh7rmnx9qutdS2tvkBc1ObgeP52sAVfJWYuA1LxoOcG0scxBd2QA2sk%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=AVxigLKLAJ%2BOsAzGtyGHCQ9SSp7FN9Hkzj4e1iLbykGdnwNcXzVQRNchrQGXW1waoiyyc4dZ9nf28NNg9mWcP9VKpd0MwdR6nYZgS4vhkphAG%2FAcIIeLCh%2FCLTM0JBC%2BgSmM4a4n6aCYFOKi4jWj6aCNmFs56cZAzHy9zJdlyoOPNHB3Cr739wRfpEQvp24rQgODkN%2FYps3Z5a%2BdffV1nghK%2FMRDZziRnLFHoIc%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=AVxigLLKAq5AhgSLQHo6KinNLBDJLGalqgiUL9f%2BII5ti7kVOXhghIAZbbPtp2aFFa6lAvrx%2BenNeoucFnAPo3YpVWoNrmKvAhrc3a8x0E6fPEg0egL%2FIRmw7YhjMo4y6VuVFBSz7SjVFEhEWcCP1qmsB9Rw4yno2%2F3JSpGIDD%2BlnJR6NwgIVLNBTV5Pj7Z7zXQOd7N0y7eHRY9w%2BbbJgI0rODTUdksxQPQ%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=AVxigLJlV0GVDd838gDgVXzUkPcS3QNNmz1fEc%2F3YFsboWZh0bStPBr9kASNAKqn7Mr0csn0abGPVjQCneF67sLYr4BhpdwsRSpY4L2qwOdl%2BNQCuGkrZpkIwVImVQOG%2FWhKc68NHbkNUcIbrOW9UJhQV%2FltT4m%2FFgTAXRTBmFmrmWafvdcYzM2UqlRuLJpLOeavOxccTISC2TvpFg%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=AVxigLJ%2FOvF%2BTk6vevdtHWQH9xN4RqTuh023z02W7AG5UVpePLRRc4u75dwdcqBAhLKcnCY9TRACgmTmylVJNXVgb4hVXAWTU1i2Cwa565tUATb9RLGSV%2FAzNDPWFpb2z0i%2F%2Bq26l%2FABS66tKMMsbcD0o50L7HlV%2Fm2WRYHZkSmYfavtEzOQiVWQd%2F6BiVjdLsOY%2B%2B1FHamPvymY6NB9Xrc%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=AVxigLKwUHRUXdnwdf3e1UXfMIQ%2Bjnawzq5YGMF%2FYsp95fpNxO8Pi1nCBEzNEwvu8Aqp8WXrl0DvGG0saFYuD5A27Yxa2iinNea9cW6boTZ%2FvAPs%2Fg%2FYG26GAogfN3458o022wBgZ65bWHmcN8CPLA9%2FJrcquxm5HZiT170hG6PX1RCJkA%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=AVxigLLNrUoQa4akQMfexm%2BY45mI8Zyyq0PZupOkTeXeVlDy4r7v94YMKX9frkT0iCJ8ui4Vf5s0mXLn0rZ9O1hU1LP2v8G2zSzE65mUqMXCobem0T%2BNxFDuhAXFPYKWYIqWt94gClt%2BKmwEUsDuhEjSj9WUVces%2BHrd1gmJNCcIk2skFPhzBTbw1e72qHmAhQ%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=AVxigLJRgZ6FwKOTD9YEL0EpAWU1KeVTmO64rAULeJwS%2BJarINseVjuFuJ5WthNsuem8bqaL0jSxGkycSfrosz%2F6Ijouodafy4cATJjqYUiRMO1rGA2swLjUwDM1Nn%2BXwJ1zarX7hzw67tkA9D6BzZNu7J7oMek766rLPiKqVa1c&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=AVxigLL1bYjgOZ1zhCmHXzuB0SQUTI6pPALO7jI9qnF6wF%2BPhjCvMYJmhnqy02wRRim8ez4au3EzqQ6gXoFBZw%2Bm%2BeW6nqglE3qtStba7VFm09uZmG0b3o7gSX6IZ6gNIeHykpViZMojZQkBhLfEj%2FuiR8Strx85BGLdsEBOVJD7armvrIZZTgqief7NQw%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=AVxigLK9shyVXTh%2BCYu1oZKgD%2F5TuiZcRaJxhxMtPMOly4bRDJYPYKKZpSKxnoga2HRdr9kG7WH9QI7szqfgqeJcz6AKWQUI7BKoJ9TTOE2LiR99WF2RyJFV2MJwXx52liAorPPlrR3HovwINBBIVcLxIKTwjVOS3bzsr057Pb2Gbkp2L%2Bp3ZJtHa87pOgUXq1RyNEtJXBo76w%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=AVxigLK%2FAhcnp4Z1jzYW2RpjOfjAIuP7BWfvgQ%2FfvxLhyS%2FT5JROJgq534m0sU3QTHQ%2F4cfHPUND0a9Z40DM9afvnsLI5rSWaxmYmRKrfj2R4F8QelSQQw5T4rt%2FLgvJ5BnELLYfa%2FUAYgNdu0ISXNTiLRm7RBeLczM201OhoXZkWSjiCMgwnYNWZ5Pnmw%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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&webInteractiveContentId=185823046841&portalId=8302174)

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Overview

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

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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)

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

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Library

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

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

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

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

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

Our Company

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

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

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

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

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[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&webInteractiveContentId=185823046841&portalId=8302174)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLJ4Mel82i3N3%2BEbJOdUpDxV4c5H83YH7sjsvjioOVaB69XaVnFOwiS147VuzOszNHYoN57Zk0wLwSJvzBTIEJ9aA6SDy4T1aWYqf4vG%2FPvEaZUfV4pkYlpOvsnPTZYkQZU72jyYmQ3Dsgi9c5popyEzvA1TVjN78SNma63A6mmKI0eKyPMBcXTj3Ap5KCn2GQ%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=AVxigLIhNBW1zOBZ2Jut%2BkjQ%2FVQCPVKXmYwKqmaBQbQiaDlQ%2Bgk%2Bfy5sMBTTtTM2AD38FrqwDokqQJeryOxH5m8TQ%2FBSx7yUMO7UXXfEnwSb0WHaKrrGkXXkGsKJxM2Lq5DkXu%2Fp3Q%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=AVxigLIhNBW1zOBZ2Jut%2BkjQ%2FVQCPVKXmYwKqmaBQbQiaDlQ%2Bgk%2Bfy5sMBTTtTM2AD38FrqwDokqQJeryOxH5m8TQ%2FBSx7yUMO7UXXfEnwSb0WHaKrrGkXXkGsKJxM2Lq5DkXu%2Fp3Q%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=AVxigLLI8se5%2B13yAE3q%2F1Ubx%2FIUwLb%2Fq%2FJczNpEt2brVxctTeZni60ZkjnlmRNbCErSp0epME6M8Z4jtnlnilsOeiHVskJs00xKPRuVP3hkQPdS8E3ZYgckTpvAvde6O7EhW0MeAWorz3inPX6r6oVQc%2B1QXharh6p5%2FUYXqj22dapBzBIpVzYMrOJ3KxJurorO1l9%2FBIeVfkmeXU4jYDRDvQ%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=AVxigLJui%2FGeapnHvZ9XfGKjMTp5LpXEyLpGa%2BaYnOtjgIKYfNKPJ0Dd9b49TwWqKfDkvpvJGL4SC46zdLoO9iufjECYlWc%2FVAfY50E1D2xSaO0rM73tI%2F5Em5b3LfkbF653JLnK7Vq%2BkwrNNsytpVMv33Ueyrg2cOP0Kv6hEhlxVZjT%2FKxY1F688FbSQK1pcznFqp458%2BiamzUeCg%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=AVxigLKRw1Kj6HcTkMVQn14rom0VBecH5A9tWVwQLZz1pvz0ttCpv%2BkkIP7RJD58gg%2BjaLE%2FC%2FF7S03AIjJV6PJ%2FYuNel4cajusPEf5yHSSTGZ3JHeVdXq4p%2FiTNJJjpelrsJY0yVBSJcHe3MYP3MNXk8y3OsjsUqPssGvpxL5D%2FvCcCFmULu3ZTe%2FFaDr7ghuLa0EgYN0LjHT5YXA%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=AVxigLKN9ys51bkO13LOio%2B5JsTlR9fu2tB%2FA2hnyVUw65V8ykeutQ3SrJuTFHKB4cmGxrp1%2Fg7yXPJCuhymRPKxn8cGIBdMZJp5a0PgrxmZqjuw1AU%2FfF%2BltuikQsYEOLXIj%2BPAgze3OYZNvHeeo7NR9dLT9X%2FD9y1siFUu2UUBK6BRRUHQX00TXAKqyWDltlYvbvAnCzW7R0eIn6zm%2BgSyjt0%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=AVxigLKkI3DPdXDJeI6TjCP%2F2uGMcqMZBYSMHT8W9b4BSYc0sObXaUcuwAEzKVoWr4xfTjUtleQA%2BdhFlgt94k5lvglPhJwQOcwM%2FMn4sDxqC2MualruuvpCYcw3iZy9dUjzJZbkSTfkiSfAqNWY%2FZcsHFkEA90bJCIQCDmFFsQcloTtU4EoaNshAHWVICJb0pwQHP9IfNniK%2FUdqwJDC5I%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=AVxigLLI1nWm6Dc00iFgnrU2R4hq0J3YgMvqJ5664BUSAmdCdQZB%2FB28pV6s2Ri3GbDNhXHiAsPxo708RjNVeoK5HvI6VaxFkIklkS3uVkgTYmqWfW4rm%2BgJ2avPzTr8IZh%2BN1j3RkMmIXOcE9O4zEyqHyWD9H3Pxe9mKXxO2aslrEBt9VZm8DVfZzX6%2BSQ29cJIv1Lrl3EVvYb%2FmWV19fxs4Qk68w%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=AVxigLK70in2ZcGCYMWVkp6csWPb9vD8ZPRVfwDEWx3M50Oq7yepzwRkEITm%2B0mit1E%2FL5sHg5C3Nr8lyj2SQyLtViF956REATqTSzSXEDktgM4W4BfBy%2FctRA1akXThH4xWDzkqcimB8tXpDaH5%2BbgSzr423ogL9b5ar5gp%2BrN6zjh8eSCmzsXljMv9AmZutNymquAVg%2Bf2W4QrXlj60uSmP5TYfBE%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=AVxigLJ7kz7ZM0%2F%2BFWgLatxSG68a0aXjv%2FK%2BQpjXlCTquSvaoEagTthm8p0fwo0QX99grhCKOMiGqawWEmQUcHXQr4CxHwBJvUNZx70VzlBenbWOLkg5GLMR%2FHYN7Tdsg%2BxFyx5oBNfjz3GuLl5sMPMEhYddGheteZAiX%2BgYzSatRThG7q59d8YFF1FDLjNtvjkvIuosJG9ptsAVDp79%2B7JjMUw%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=AVxigLLxEHUxGFsLUH1CyWK29IcaRIQUvbw7IIXW8qhfFURBpE0iEs9y4p34DYOYCDE1KtZAZLYVSrmbIalR8RmpFFqsTSBwIASs%2Fw0TwhR%2Bsxxt05hSvpl8B8oyX8CuM3OwtStDXxqmQ9%2BWJkig8QYmdUD2MiAoAauUJLKNHpRHKyf80xpW40S7NomLfJt7nHC6vz3dh9iitX0OeAbXilMF2g%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=AVxigLK9NQ3Pn1VIUwPx39cWcFYeCg8FWex3gTcVDGvcG%2BZwW0VOykdQRW8Dhzf44%2FWc3slISCsDNB67nHncCOIwl66QIZPYJCUy%2F6CKn73YVA31OSH89fu5i%2FmG9X%2FM4RQcRCn5yLf%2FJgKmxuAPXcGjVstUnDP7%2FVQmPwUdbTKR9cAp%2Fjk0h9z7a%2FmwjEzGEnk6bpkN2aus%2FxxVoAxpUm1dAhtmHSU%2F9cOwK1OGMmG15UB3JA%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=AVxigLKXTNoOlolrj45Uze0iLkKrz4NomlscgVX%2BbTPm9fH3vcKyoFG1QrX6UqSYC0DXLDE0FbBTzrL4grd1PbZDjn3HFPZN0Zf0sEAvpH9G6p0PdSo4EcKuGH0oW4mu21vK%2BlYP18dYrHuVcrHhkYB4DImq12knk0y0T%2FKcZ8Hrlzj48%2BEC03WMfqlhvefZJLZTQFF5p0de%2BOoNGPiDXpaLHTzk&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=AVxigLIv0PU0f%2FNw0KN%2BFZgS6ulv6mKHxP3d%2F3%2FI1%2BLj6TLtnbvY0uMhPJ6GG%2FBsQYyDiStJy10kSWExvYPKUK0DuF6bpruynLfs7CgRtBfKQ9skqBYhTbK9gorauIzl9kV4KF8zvCOuX6llpHpuFqYK7aoWQLVX2biZrQo3JpE%2BBsYL8XONn8Jpe2j%2BEld9Q9VJ7gfr7t9DESef%2B8%2BUyxR3kNRm%2FQ%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=AVxigLIhsbDwIGXOoko4pmr1CyRt4wSbyZMkd89LgaXcE27kP5MRuCwSOQWTgGOFlo1xU9dyIF2YkQlhfVMgI1kNUt%2Fok5u7vPWRGK0dBv%2F2DV4MBEII5RaIaOgkZ0MnbiBjnKnNJvQUMfS3YCoYDx7r84Y6N700iEnBAA%2B66NMfzZTKr40TXxLZWH2a62oCwtCgHQukUuUYfbrC2ap%2BELStB9B%2FjJrn5iw%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=AVxigLLHIOfpxqztshr1HOW7hGfgKZhuFU39C%2FER6aqWcV%2B%2FlqKtClEyHxfBlL3HXBg%2B6mTo27yRr79HqRiBhe9q8OPN65EHsRy6gl1NMNzvWyTFUoLY%2BC6llXwEPFwU2B3pxGJk9Beln14cLWEwZEXedNoCTztW5m70HKAc3a4xcdmEVgATnz%2BaT%2FoeZCJFtaq41MXaCpv%2Bk7ss8zYtOVZYNuc%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=AVxigLJE%2F4SJN7%2BTc%2FQQhr%2BbvMnXJ2ln%2Fh9ovOCfSe04m4o0FmC9QraCLc3cCLIU0ZxqYbc5VKCEcfrNxO5j%2BTgLyeI%2FVNnTHhOWT0dUD8lhM8SAO0%2FasioXJdhEdn3zmBK%2Ffi7RGxaMZ6GQ%2B2sXtI%2BdgOhnz3jeaKB2CKpQdIikbPIR1oyqwfV6AlKG42k0gxed4g6lTprTrJceJN8%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=AVxigLILeyZ2ACGnpBpXDIQyyG%2BIE9oddIssjp57Ux24%2BizuHp8ZDlIv%2Fwce5q%2FZ02OUs%2FhNiGQfTxFcVANt2ijM2xfN0ssLEobstpj7%2BtXTcR4FnlOXwwkYW1Kd0CrSIkw4vgV3grb7Q3F%2FEVg12IHRVLxiB12eHdoLaLzubyCIbbuLLHuClAjkN%2Bdl71EsjlRggQlSFg%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=AVxigLICIch5ZmiH%2BS%2Fpk5mW%2BfJH9vs7ZxcSkPAxQBJr2tACcezY7%2BCWEwalx4gdq2126%2BImN%2Fl0hn4uPkaXFfb67YqLTIMytiMYH4B2Jm5gfOgcnPmeINC67nOglGJcJ5JVc5TFZxvXjgfTHZPgLM2P1ROzUZWxlAxWyIQydMXhDH93u9YKTD7grmjqqsNi333W2m1k&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=AVxigLJlV0GVDd838gDgVXzUkPcS3QNNmz1fEc%2F3YFsboWZh0bStPBr9kASNAKqn7Mr0csn0abGPVjQCneF67sLYr4BhpdwsRSpY4L2qwOdl%2BNQCuGkrZpkIwVImVQOG%2FWhKc68NHbkNUcIbrOW9UJhQV%2FltT4m%2FFgTAXRTBmFmrmWafvdcYzM2UqlRuLJpLOeavOxccTISC2TvpFg%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=AVxigLLFJdv2m0HDCi6ioIj5uyRm32WnhhWkQD4%2B8sie1IpuTOthOmEU5eIdlQ9wbRu%2B0NdrU%2F%2B8PgqMMYh4DR8VE1QCTzieHxrcPChTMXYIjh6N5%2FdnSdMhe4S7S9p1ElNB%2FreMWBroCnEYYQzwpONJmddYb4Cr1t9dsHtvcHycNh7rmnx9qutdS2tvkBc1ObgeP52sAVfJWYuA1LxoOcG0scxBd2QA2sk%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=AVxigLKLAJ%2BOsAzGtyGHCQ9SSp7FN9Hkzj4e1iLbykGdnwNcXzVQRNchrQGXW1waoiyyc4dZ9nf28NNg9mWcP9VKpd0MwdR6nYZgS4vhkphAG%2FAcIIeLCh%2FCLTM0JBC%2BgSmM4a4n6aCYFOKi4jWj6aCNmFs56cZAzHy9zJdlyoOPNHB3Cr739wRfpEQvp24rQgODkN%2FYps3Z5a%2BdffV1nghK%2FMRDZziRnLFHoIc%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=AVxigLLKAq5AhgSLQHo6KinNLBDJLGalqgiUL9f%2BII5ti7kVOXhghIAZbbPtp2aFFa6lAvrx%2BenNeoucFnAPo3YpVWoNrmKvAhrc3a8x0E6fPEg0egL%2FIRmw7YhjMo4y6VuVFBSz7SjVFEhEWcCP1qmsB9Rw4yno2%2F3JSpGIDD%2BlnJR6NwgIVLNBTV5Pj7Z7zXQOd7N0y7eHRY9w%2BbbJgI0rODTUdksxQPQ%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=AVxigLJlV0GVDd838gDgVXzUkPcS3QNNmz1fEc%2F3YFsboWZh0bStPBr9kASNAKqn7Mr0csn0abGPVjQCneF67sLYr4BhpdwsRSpY4L2qwOdl%2BNQCuGkrZpkIwVImVQOG%2FWhKc68NHbkNUcIbrOW9UJhQV%2FltT4m%2FFgTAXRTBmFmrmWafvdcYzM2UqlRuLJpLOeavOxccTISC2TvpFg%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=AVxigLJ%2FOvF%2BTk6vevdtHWQH9xN4RqTuh023z02W7AG5UVpePLRRc4u75dwdcqBAhLKcnCY9TRACgmTmylVJNXVgb4hVXAWTU1i2Cwa565tUATb9RLGSV%2FAzNDPWFpb2z0i%2F%2Bq26l%2FABS66tKMMsbcD0o50L7HlV%2Fm2WRYHZkSmYfavtEzOQiVWQd%2F6BiVjdLsOY%2B%2B1FHamPvymY6NB9Xrc%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=AVxigLKwUHRUXdnwdf3e1UXfMIQ%2Bjnawzq5YGMF%2FYsp95fpNxO8Pi1nCBEzNEwvu8Aqp8WXrl0DvGG0saFYuD5A27Yxa2iinNea9cW6boTZ%2FvAPs%2Fg%2FYG26GAogfN3458o022wBgZ65bWHmcN8CPLA9%2FJrcquxm5HZiT170hG6PX1RCJkA%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=AVxigLLNrUoQa4akQMfexm%2BY45mI8Zyyq0PZupOkTeXeVlDy4r7v94YMKX9frkT0iCJ8ui4Vf5s0mXLn0rZ9O1hU1LP2v8G2zSzE65mUqMXCobem0T%2BNxFDuhAXFPYKWYIqWt94gClt%2BKmwEUsDuhEjSj9WUVces%2BHrd1gmJNCcIk2skFPhzBTbw1e72qHmAhQ%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=AVxigLJRgZ6FwKOTD9YEL0EpAWU1KeVTmO64rAULeJwS%2BJarINseVjuFuJ5WthNsuem8bqaL0jSxGkycSfrosz%2F6Ijouodafy4cATJjqYUiRMO1rGA2swLjUwDM1Nn%2BXwJ1zarX7hzw67tkA9D6BzZNu7J7oMek766rLPiKqVa1c&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=AVxigLL1bYjgOZ1zhCmHXzuB0SQUTI6pPALO7jI9qnF6wF%2BPhjCvMYJmhnqy02wRRim8ez4au3EzqQ6gXoFBZw%2Bm%2BeW6nqglE3qtStba7VFm09uZmG0b3o7gSX6IZ6gNIeHykpViZMojZQkBhLfEj%2FuiR8Strx85BGLdsEBOVJD7armvrIZZTgqief7NQw%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=AVxigLK9shyVXTh%2BCYu1oZKgD%2F5TuiZcRaJxhxMtPMOly4bRDJYPYKKZpSKxnoga2HRdr9kG7WH9QI7szqfgqeJcz6AKWQUI7BKoJ9TTOE2LiR99WF2RyJFV2MJwXx52liAorPPlrR3HovwINBBIVcLxIKTwjVOS3bzsr057Pb2Gbkp2L%2Bp3ZJtHa87pOgUXq1RyNEtJXBo76w%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=AVxigLK%2FAhcnp4Z1jzYW2RpjOfjAIuP7BWfvgQ%2FfvxLhyS%2FT5JROJgq534m0sU3QTHQ%2F4cfHPUND0a9Z40DM9afvnsLI5rSWaxmYmRKrfj2R4F8QelSQQw5T4rt%2FLgvJ5BnELLYfa%2FUAYgNdu0ISXNTiLRm7RBeLczM201OhoXZkWSjiCMgwnYNWZ5Pnmw%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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&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=AVxigLJQ%2Bb5A3iJU5Qmv28kLz2N%2FrX7HHalSHuOs0M2FkQEvL6hyT9nzegrPzE%2Bx5mqFvLR30qYvSgVY6tyw%2FJrYVb07fRstNfgcZc5jtb0BbMkj7gDHej390sTJWkkLkEqgfNS32eRXJm%2FqHZEuAlf25epZoViRuI2VDhRL2Lw0EB4WlQ%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=AVxigLKo%2BtxMFxW3T0y0klrNswp0lnmo2iJ1Vow71CmxRSf0RhlqitDF2EyBG1VjGEY20GZkFq23b0CFhYTjR9Rm0w6kHfNZuQNc4R2GQmoOo3PuIyI6uU65te1l8rS4Gwbj3NAvqzeduQ36ce5JKfa%2FHVb7mdjngCclhaDTQvQKJVg1&webInteractiveContentId=185823046841&portalId=8302174)

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[Platform](https://www.rayven.io/platform) > [Data Layer](https://www.rayven.io/platform/data) > Calculation + Aggregation

# Calculation + aggregation.

Compute metrics per asset, per site, or across an entire fleet - sum, average, count + aggregate in real-time, as part of any workflow.

[![Free Assessment →](https://no-cache.hubspot.com/cta/default/8302174/interactive-190652051878.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKB9fbk3obPzfZGREn92Nvjd4%2FtmWqbyyL0fS0oadLO3IkktQvWc7FeUlfGqvE68UUjXabM4UfcZGyrIUfzy9x3lDk%2FKPwyM%2Bayqp8nmerQutlDKX7aAB727vV7yscTDkKUaNrYp2s0LOv6YbF6juMREzgivyA4eZ2PwcaJ%2F778Iz8%3D&webInteractiveContentId=190652051878&portalId=8302174)

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![Workflow-Chain-500](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Screenshots/2025/Workspace/Workflow-Chain-500.png?width=500&height=289&name=Workflow-Chain-500.png "Workflow-Chain-500")

CAPABILITY OVERVIEW

## Real-time metrics without a separate analytics layer,

Rayven's calculation + aggregation nodes compute metrics from raw data as it flows through the platform - no data warehouse, no separate analytics layer, no scheduled batch job.

Aggregate per-UID for entity-level metrics, per-Label for site or fleet-wide views, or across a time window for trend analysis.

Every calculated value is immediately available to dashboards, AI models, workflow logic + external systems.

Inbound triggers include:

- Cassandra time-series data (per-UID + per-Node)
- Primary + Secondary Table records
- Real-time incoming workflow payloads
- Historical data over configurable time windows

Outbound triggers include:

- Calculated metric values for dashboard KPI widgets
- Aggregated results for AI model inputs
- Threshold-evaluated outputs for alert triggers
- Aggregated datasets for API endpoints or FTP export

![realtime data processing](https://www.rayven.io/hs-fs/hubfs/AI-Generated%20Media/Images/realtime%20data%20processing.jpeg?width=420&height=420&name=realtime%20data%20processing.jpeg "realtime data processing")

KEY CAPABILITIES

## What Calculation + Aggregation gives you.

#### Calculate Value for UID

Compute sum, average, minimum, maximum, count or last value for any data field across a defined time window - for a single entity UID. Runs per-asset, giving each entity its own independent calculated metric within the same workflow execution.

#### Calculate Value for Label

Aggregate metrics across all UIDs sharing a Label - site total, fleet average, regional maximum. A single node calculates fleet or site-wide metrics in real-time, feeding summary dashboards or comparative views across groups.

#### Data Summary node

Generate summary statistics across a defined time interval - totals, averages, highs + lows per period. Used for creating hourly, daily or weekly summary records from high-frequency time-series data, written directly to a Secondary Table for trend analysis.

#### Count Value by Time

Count the frequency of events within a configurable time window. Used for tracking how many times a condition occurred, how many transactions processed, or how many alerts fired in a period. Feeds rate-based dashboards + frequency threshold logic.

#### Advanced Function node

A prebuilt formula library for complex calculations: rolling averages, delta calculations, conditional formulas + multi-variable expressions. Combines with Calculate Value nodes for multi-step metric computation within a single workflow chain.

#### Real-time + historical aggregation

Aggregate over a rolling window of the most recent events, a fixed historical period, or a combination of both. Supports sub-minute windows for high-frequency operational metrics alongside longer-term trend calculations in the same pipeline.

HOW IT CONNECTS: EXPLAINER

## Where Calculation + Aggregation fits in the Rayven Platform stack.

Calculation + aggregation nodes sit in the Data Layer, operating on data stored in Cassandra + MySQL by the real-time processing engine.

- Raw time-series data arrives from the Integration Layer via sensors, APIs + file uploads.
- Calculation nodes aggregate + compute metrics within the workflow.
- Calculated values pass directly to the Execution Layer for threshold evaluation, AI inputs + automated actions.
- The Presentation Layer receives aggregated metrics for dashboards, KPI widgets + reports.
- Aggregated outputs can also be written back to Secondary Tables or exposed via API endpoints.

Integration Layer ▾

[IT/OT Connectors](https://www.rayven.io/platform/integration/prebuilt-connectors) [API Endpoints](https://www.rayven.io/platform/integration/api-endpoints) [Streaming Data](https://www.rayven.io/platform/integration/streaming-data-connectors) [IoT Devices + Protocols](https://www.rayven.io/platform/integration/iot-devices-protocols) [Forms + Manual Input](https://www.rayven.io/platform/integration/forms-manual-input) [Custom Integrations](https://www.rayven.io/platform/integration/custom-integrations) [AI Connectors](https://www.rayven.io/platform/integration/ai-connectors) [File Uploads](https://www.rayven.io/platform/integration/file-uploads)

Data Layer ▾

[Real-Time Data Processing](https://www.rayven.io/platform/data/real-time-data-processing) [Calculation + Aggregation](https://www.rayven.io/platform/data/calculation-aggregation) [Unified Data Tables](https://www.rayven.io/platform/data/unified-data-tables) [File Parsing](https://www.rayven.io/platform/data/file-parsing) [AI Models + Training](https://www.rayven.io/platform/data/ai-models-training) [Data Storage](https://www.rayven.io/platform/data/sql-cassandra-storage) [Data Management](https://www.rayven.io/platform/data/data-management) [Data Transformation](https://www.rayven.io/platform/data/data-transformation)

Execution Layer ▾

[Gen AI + AI Agents](https://www.rayven.io/platform/execution/gen-ai-agents) [Control + Automation](https://www.rayven.io/platform/execution/control-automation) [Workflows + Triggers](https://www.rayven.io/platform/execution/workflows-triggers) [Approvals + Exceptions](https://www.rayven.io/platform/execution/approvals-exceptions) [Predictive AI / ML](https://www.rayven.io/platform/execution/predictive-ai-machine-learning) [Rayven MCP](https://www.rayven.io/platform/execution/rayven-mcp)

Presentation / UI Layer ▾

[Custom Form Builder](https://www.rayven.io/platform/presentation/custom-form-builder) [QR Code Generator](https://www.rayven.io/platform/presentation/qr-code-generator) [Screen Flows + Hierarchies](https://www.rayven.io/platform/presentation/screen-flows-hierarchies) [Dynamic Reports](https://www.rayven.io/platform/presentation/dynamic-reports) [Dashboards + Visualizations](https://www.rayven.io/platform/presentation/dashboards-visualizations) [HTML + JavaScript](https://www.rayven.io/platform/presentation/html-javascript) [Conversational Analytics](https://www.rayven.io/platform/presentation/conversational-analytics) [Widgets + UI Components](https://www.rayven.io/platform/presentation/widgets-ui-components) [Notifications + Alerts](https://www.rayven.io/platform/presentation/notifications-alerts)

Security, Governance + Hosting ▾

[Hosting + Management](https://www.rayven.io/platform/security/hosting-management) [Audit Trails + Logs](https://www.rayven.io/platform/security/audit-trails-logs) [Deployment + Architecture](https://www.rayven.io/platform/security/deployment-architecture) [Usage + Metrics](https://www.rayven.io/platform/security/usage-metrics) [Enterprise Security](https://www.rayven.io/platform/security/enterprise-security) [Users, Roles + Access](https://www.rayven.io/platform/security/users-roles-access) [White Labelling](https://www.rayven.io/platform/security/white-labelling) [Governance + Controls](https://www.rayven.io/platform/security/governance-controls)

Click any layer to explore what's included.

---

<https://www.rayven.io/platform/data/calculation-aggregation#>

USE CASES

## How Calculation + Aggregation gets used.

#### Fleet performance monitoring for a mining operator

A mining operator runs Calculate Value for UID across a fleet of 500 haul trucks, computing average payload, fuel consumption + cycle count per asset over rolling 24-hour windows. Fleet averages are calculated using Calculate Value for Label. A dashboard surfaces per-truck and fleet-wide KPIs, updating every 30 seconds.

![Collective-Intelligence-Solution-500](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Screenshots/2025/Solutions/Collective-Intelligence-Solution-500.png?width=240&height=139&name=Collective-Intelligence-Solution-500.png "Collective-Intelligence-Solution-500")

#### Real-time revenue aggregation for a financial services platform

Transaction events arrive via API in real-time. A Calculate Value node sums revenue per customer UID over a rolling 30-day window. A Label-level aggregation calculates total revenue by advisor team. Both metrics feed a live BI dashboard - no data warehouse, no scheduled export.

![Inventory-Capital-Solution-WebP](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Screenshots/2025/Solutions/Inventory-Capital-Solution-WebP.webp?width=240&height=139&name=Inventory-Capital-Solution-WebP.webp "Inventory-Capital-Solution-WebP")

#### Partner building a multi-client analytics platform

An MSP configures per-Label aggregation workflows for each client. Each client's data is aggregated independently using their Label assignment. Calculated metrics feed branded client dashboards - delivered as the partner's own analytics product with no visible Rayven infrastructure.

![Line-Performance-500](https://www.rayven.io/hs-fs/hubfs/000%20-%20Rayven/Rayven%20Screenshots/2025/Solutions/Line-Performance-500.png?width=240&height=139&name=Line-Performance-500.png "Line-Performance-500")

## Rayven Calculation + Aggregation FAQs:

### What aggregation functions are available in Rayven?

SUM, COUNT, AVG, MIN, MAX, FIRST and LAST across configurable time windows (hourly, daily, weekly, custom). Aggregations run against Cassandra time-series data, indexed by UID and timestamp. See [SQL + Cassandra Storage](https://www.rayven.io/platform/data/sql-cassandra-storage).

### Can KPIs be calculated across multiple assets simultaneously?

Yes. Aggregate nodes can loop across all UIDs in a dataset and calculate per-entity or cross-entity KPIs in a single workflow run. Results can be written to a Secondary Table or pushed directly to a dashboard. See [Unified Data Tables](https://www.rayven.io/platform/data/unified-data-tables).

### How are time window aggregations configured?

Time windows are set per aggregation node - last N minutes, last N hours, calendar day, week, month or custom epoch ranges. Multiple windows can run in parallel within the same workflow. See [Real-time Data Processing](https://www.rayven.io/platform/data/real-time-data-processing).

### Can calculations reference multiple data sources?

Yes. A calculation workflow can pull from Cassandra (time-series), MySQL (structured tables) and external APIs simultaneously. The JavaScript Node or Formula Builder merges the inputs for the final calculation. Explore [Data Transformation](https://www.rayven.io/platform/data/data-transformation).

### How frequently do aggregations run?

Aggregation workflows run on any schedule - every minute, hourly, daily - or trigger from an inbound event. Real-time KPI calculations can run on every data arrival. See [Workflows + Triggers](https://www.rayven.io/platform/execution/workflows-triggers).

### Can aggregated results feed alerts?

Yes. A calculation workflow can include a Conditional Filter after the aggregation step. When a calculated KPI breaches a threshold, an alert is fired immediately. See [Notifications + Alerts](https://www.rayven.io/platform/presentation/notifications-alerts).

### Can I build custom formula logic beyond standard aggregation functions?

Yes. The JavaScript Node and Advanced Function Node support arbitrary calculation logic - weighted averages, rolling windows, percentile calculations and exponential smoothing. See [Data Transformation](https://www.rayven.io/platform/data/data-transformation).

### Can aggregated data feed AI models?

Yes. Pre-calculated aggregates are a common training input for Rayven's Python ML modeller. Rolling averages, daily totals and anomaly scores all serve as feature inputs. See [AI Models + Training](https://www.rayven.io/platform/data/ai-models-training).

### Where are aggregated results stored?

Results can be written to any Rayven Secondary Table, returned as a GET API endpoint response, written to Cassandra as a new time-series metric, or displayed directly in a dashboard widget. See [Unified Data Tables](https://www.rayven.io/platform/data/unified-data-tables).

### Can aggregations run across historical data retrospectively?

Yes. Any Cassandra dataset retained within the configured window is queryable retrospectively. A workflow can be configured to recalculate historical KPIs across any retained time range. See [SQL + Cassandra Storage](https://www.rayven.io/platform/data/sql-cassandra-storage).

## Also in the Data Layer:

### [Unified Data Tables Structured Primary + Secondary Tables for entity records, metadata + relational data alongside Cassandra time-series.](https://www.rayven.io/platform/data/unified-data-tables)

### [Data Management Configure retention policies, inspect workflow payloads, export raw data + manage data lifecycle across the platform.](https://www.rayven.io/platform/data/data-management)

### [Data Transformation JavaScript, Advanced Function + Combine Data nodes for schema mapping, enrichment + normalisation within workflow processing chains.](https://www.rayven.io/platform/data/data-transformation)

### [File Parsing Ingest + parse files from FTP, S3 + manual uploads into structured, real-time data available to workflows and AI models.](https://www.rayven.io/platform/data/file-parsing)

### [Real-time Data Processing Sub-second ingestion + processing of live sensor, device + event data with built-in deduplication + schema validation.](https://www.rayven.io/platform/data/real-time-data-processing)

### [AI Models + Training Train Python ML models on Cassandra time-series data + deploy predictions as real-time workflow steps.](https://www.rayven.io/platform/data/ai-models-training)

### [SQL + Cassandra Data Storage Hybrid storage architecture - MySQL for relational records, Cassandra for time-series + event data.](https://www.rayven.io/platform/data/sql-cassandra-storage)

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      "text" : "Yes. The JavaScript Node and Advanced Function Node support arbitrary calculation logic - weighted averages, rolling windows, percentile calculations and exponential smoothing. See https://www.rayven.io/platform/data/data-transformation."
    },
    "name" : "Can I build custom formula logic beyond standard aggregation functions?"
  }, {
    "@type" : "Question",
    "acceptedAnswer" : {
      "@type" : "Answer",
      "text" : "Yes. Pre-calculated aggregates are a common training input for Rayven's Python ML modeller. Rolling averages, daily totals and anomaly scores all serve as feature inputs. See https://www.rayven.io/platform/data/ai-models-training."
    },
    "name" : "Can aggregated data feed AI models?"
  }, {
    "@type" : "Question",
    "acceptedAnswer" : {
      "@type" : "Answer",
      "text" : "Results can be written to any Rayven Secondary Table, returned as a GET API endpoint response, written to Cassandra as a new time-series metric, or displayed in a dashboard widget. See https://www.rayven.io/platform/data/unified-data-tables."
    },
    "name" : "Where are aggregated results stored?"
  }, {
    "@type" : "Question",
    "acceptedAnswer" : {
      "@type" : "Answer",
      "text" : "Yes. Any Cassandra dataset retained within the configured window is queryable retrospectively. A workflow can recalculate historical KPIs across any retained time range. See https://www.rayven.io/platform/data/sql-cassandra-storage."
    },
    "name" : "Can aggregations run across historical data retrospectively?"
  } ]
}
```