LangGraph alternative A practical migration path

Make stateful agents easier to operate.

Keep graph-based control over agent behavior while adding knowledge, integrations, approvals, and production observability in one place.

Why teams move from LangGraph

Give long-running, branching agent workflows the visibility and governance they need to leave the lab.

Agents, memory, knowledge, and retrieval are part of the platform instead of another collection of services to assemble.

Move from a promising automation to a production system with approvals, long-running state, and a full execution trail.

Keep control over the logic and models while your team spends its time on the customer workflow, not platform plumbing.

A practical migration path

Inventory the workflows, prompts, and connected apps.

Spin up a Xpectrum workspace with agents, knowledge, secrets, and monitoring.

Rebuild the important logic with AI-assisted migration.

Reconnect the apps, validate safely, and go live.

Ready to move beyond LangGraph?

We can help migrate the first workflow and show you the path from automation to production.