AutoGen alternative A practical migration path

Move multi-agent experiments into production.

Keep the freedom to coordinate agents while adding the workflows, tools, approvals, and observability a real system needs.

Why teams move from AutoGen

Turn agent conversations into repeatable work with durable state and a reviewable execution trail.

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 AutoGen?

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