Cohere integration that reaches the systems other tools can't.
Connect Cohere Command R+ to every OT, IoT, app + operational system your models run on. Ground its retrieval and reranking in live operational data, and push outputs into the systems that act.
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Live demo · Claude querying Cohere + ops via Rayven MCP
Trusted by 240+ teams across Australia + globally
Cohere is brilliant at what it does. Useless at everything else your data + AI needs to touch.
RAG pipelines embed a document set that trails live operations, reranking surfaces stale passages, and grounded answers never reach the systems that would act on them.
The integration tool you've already tried probably can't fix it.
App-to-app. Useful, until it isn't.
Connectors for Cohere, Slack + a thousand other cloud apps. Cheap + fast for the easy half of integration. Where they hit a wall:
- Real-time OT, IoT and SCADA data that should ground Command R+ retrieval
- ERP, work-order and operational apps that Command R+ outputs should drive
- Operational databases and lakes holding the documents to embed and rerank
- Streaming event sources that should trigger Command R+ generation in real-time
OT, IoT, ERP, apps + operations. One platform.
The integration platform built for what other tools can't (or won't) reach - plus an AI data fabric, MCP server + app builder layered on top.
- Cohere + every ERP, database and enterprise data system
- OT/IoT, ERP, apps, databases, streaming + custom-built connectors.
- Files, legacy SQL, FTP + custom-built connectors
- Real-time bidirectional sync, tier-aware + rate-limit-safe
- AI Data Fabric, MCP, automation + custom apps included
Cohere + Rayven: AI, automation + tools that reach every system you run.
5 examples of what Rayven customers run on Cohere + integrated systems. Built in weeks, not months.
Ground retrieval in operations
Real-time OT, IoT, SCADA and app data streams into Command R+ retrieval and grounding, so answers reflect current operations rather than a stale corpus.
Outputs become actions
Command R+ grounded outputs post to ERP, work orders and operational apps in real-time, so a generated answer becomes an operational task.
Live embeddings and rerank
Operational records and documents stream into Cohere Embed and Rerank pipelines so retrieval reflects current reality across connected systems.
Event-triggered generation
State changes and threshold breaches trigger Command R+ generation in real-time with live context attached, so responses fire on real events.
Surface answers to teams
Grounded outputs surface in operational dashboards, portals and conversational AI where operations teams act on them.
Integration is the start with Rayven.
Here's what comes with it.
Rayven isn't just a Cohere connector. It's the operational software platform underneath - so once Cohere is connected, four more capabilities come online by default.
AI-ready data layer (AI Data Fabric)
Cohere data joined with ERP, IoT + legacy - contextualised, unified and structured so AI models, agents and tools can use it without ETL prep work.
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Live AI access (Rayven MCP)
Claude, ChatGPT + Gemini get live, governed access to Cohere and every other connected system. Your AI stops guessing - cites real Cohere records + numbers.
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Automation + AI agents
Workflows + AI agents act on Cohere data without human intervention - escalate at-risk accounts, trigger operational work, auto-update forecasts, draft customer comms.
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Custom apps + portals
Unified customer portals, ops dashboards, mobile field apps, partner portals - built on top of integrated Cohere data. No separate BI tool, no separate dev stack.
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All on top of your existing stack. No rip + replace. Cohere stays Cohere. Rayven works on what you've already built. Specifically tuned for Cohere Embed and Rerank freshness, grounded generation and output writeback into operations.
Rayven is a five-layer platform ALL your integrations + much more
can run on.
Integration is one layer of Rayven. Data, execution, presentation + governance are the other four - all delivered as one platform on one commercial.
Pick the right tool for your stack.
Cohere integration looks different at every scale. Honest comparison of the four common paths - Rayven only wins on some of them.
The integration is the easy bit.
The platform + team behind it is the difference.
Platform + team. One commercial.
Not five vendors stitched together. Rayven is the platform AND the Australia-based expert team that scopes, builds + supports it. One commercial. No licence stacking, no finger-pointing.
Built for Command R+'s RAG and rerank model.
Rayven calls the Cohere REST API with rate-limit handling and streams live operational data into Embed and Rerank pipelines, keeping retrieval fresh. Grounded outputs write back to ERP, work orders and apps in real-time, so a Command R+ answer drives an operational action rather than sitting in a chat log.
We stay after go-live.
No handoff. No disappearing. Rayven is a long-term partner when your Cohere evolves, your stack changes, or you push further. 24/7 support. Same team, same platform, same commercial.
Hosted your way, where you need.
Deploy as cloud, private cloud + on-premise - in Australia, the US, the UK, or anywhere else your Cohere data needs to live. Your residency, your rules, your local compliance environment.
The questions Cohere admins, RevOps + IT ask first.
If you're evaluating Rayven for Cohere integration, these are the things worth knowing before booking a call.
The 30-minute call covers
- Your Cohere + connected stack today
- What's reachable + which systems to bring in first
- Live walkthrough of Rayven against your scenario
- Time, scope + delivery estimate
- Honest read on whether Rayven's the right fit
What is Cohere Command R+ integration?
Cohere Command R+ integration connects it to your operational stack - OT, IoT, ERP, apps and databases - so retrieval grounds on live data and outputs reach the systems that act. Rayven delivers it as part of an AI data fabric, not a single-purpose connector.
How does Rayven connect Cohere Command R+ to other systems?
Rayven calls the Cohere REST API with your key, streaming live operational data into Embed and Rerank pipelines and writing grounded outputs back to targets. See the Rayven Platform for how the layers fit.
What data can Rayven ground Command R+ on?
Real-time OT, IoT, SCADA, ERP, app and database data via 1,228+ connectors, OPC-UA, MQTT, CDC and API, plus data warehouse and lake history. Retrieval stays current against live operations.
Does Rayven replace Cohere Command R+?
No. Rayven is not an AI platform and does not replace Command R+ - it is the real-time AI data fabric that grounds its retrieval in live data and operationalises its outputs. Your models and RAG stay with Cohere.
What are common Cohere Command R+ integration use cases?
Grounding retrieval in live operations, live embeddings and rerank, event-triggered generation and pushing outputs into ERP and apps. See the automations above for specifics.
What are the technical specifics of Cohere Command R+ integration with Rayven?
Rayven integrates Cohere through its REST API with API-key authentication, handling Command R+ chat and RAG, the Embed model and the Rerank model as first-class flows. Per-key rate limits are managed through batching, queuing and back-pressure so high-volume calls never throttle out. Live operational data - OT, IoT, SCADA, ERP and app events - streams into embedding and retrieval pipelines via 1,228+ connectors, OPC-UA, MQTT, CDC and API, so RAG and reranking reflect current operations rather than a stale corpus. Grounded outputs and tool calls write back to operational targets like ERP, work orders and dashboards with field-level mapping. Historical context comes from connected data warehouses and lakes. Validated against the Cohere chat, Embed and Rerank endpoints, Rayven stays the AI data fabric around Command R+ - it never becomes or replaces your model platform.
Cohere + AI integration.
In weeks, not months.
Book a 30-minute call. Walk away with a tailored plan - what's reachable, what to bring in first, time + scope.