Coordinate any LLM. Manage agent lifecycles. Build enterprise-grade AI pipelines without the glue code.
Part of the BizFirstAi platform · Replaces LangChain
Octopus abstracts away the complexity of multi-LLM coordination so your team can focus on building outcomes, not infrastructure.
Connect OpenAI, Anthropic, DeepSeek, Gemini and any custom model through a single unified API. Switch or combine providers without rewriting pipelines.
Spin up, coordinate, pause, and terminate agents programmatically. Full state management built in — no manual wiring required.
Fallback chains, retry logic, cost caps, and audit logging baked into every pipeline. Built for the demands of production enterprise workloads.
Four steps from zero to a production multi-agent AI pipeline.
Describe what each agent does, which model it uses, and what tools it has access to. Octopus handles the rest.
Wire in any LLM provider. Octopus handles routing, context management, and fallbacks automatically.
Use the visual designer or code-first SDK to build multi-agent pipelines with branching logic, loops, and conditional routing.
Real-time cost tracking, latency metrics, and full audit logs via BizFirst Observe. Debug any pipeline with full trace replay.
Every feature designed to handle real-world enterprise complexity — not demos.
Route tasks to the best model based on cost, latency, or capability. Switch providers without rewriting pipelines.
Agents communicate via the Agentic Node Communication Protocol. Standardised discovery, routing, and state sharing across your mesh.
Define ordered fallback providers. If OpenAI is down, route to Anthropic. If that fails, try DeepSeek. Zero downtime for your pipelines.
Set per-agent and per-pipeline spend caps. Get alerts before you exceed budget. Full token-level cost attribution across every call.
Drag-and-drop agent pipelines or build code-first with the Octopus SDK. Both approaches produce the same runtime artefact.
Every LLM call, agent action, and decision is logged. Full trace replay for debugging and compliance review at any point in time.
Free to start. No credit card. Deploy in minutes.