Make alternative A practical migration path

Automation with real AI.

Keep the visual builder you like, with agents, memory, knowledge, and observability working as one platform.

Why teams move from Make

Build complex, multi-step work without turning every module into another cost or maintenance decision.

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 Make?

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