Before You Buy

agent-service · api-gateway · inference-service · geometry-service

The fit agent

An agent shortlists the catalog, runs a real fit simulation for each candidate through the same API your shoppers use, and only recommends what the geometry says fits. Every step is shown, including the ones that were skipped.

Ask the fit agent

Say it the way you would to a shop assistant. The agent reads your words, shortlists the catalog, runs a real fit simulation on each candidate and only then recommends. Attach a photo of the room and every candidate is measured against the room in it.

Without a photo the agent uses the room you type.

How it was decided

Every step records which model or endpoint drove it, so the answer can be audited.

No journey yet.

Ask about a fit

Talks to the Evolus agent through our own service, so the workspace key never reaches the browser. The badge on each answer says whether Evolus or the AMD-hosted model replied.

Answers are grounded in the catalog and the geometry worker, not in a model guessing.

What the agent is allowed to do

Every capability is the same function behind three doors: the MCP connector for the agent, REST for an Evolus workflow step, and this page. The agent can only ever do what a shopper's browser can do.

agent-service is not reachable right now.

    No agent in the loop

    Or measure one piece yourself

    Paste a product link or attach a room photo and the six-service pipeline does the geometry on that single item — the same call the agent makes when it tests a candidate.

    What are you considering?

    Paste a product link and the inference service reads its real dimensions with AMD Token Factory. Or attach a room photo and describe the piece.

    Result

    Geometry from the Shapely worker.

    Nothing measured yet

    The plan, the walkways and the verdict land here. The geometry worker decides all three — nothing on this page guesses on its behalf.

    The shop's side

    What the shop gets out of it

    The same arithmetic the returns_estimate capability hands an agent, and the two queues a person at the shop works through: holds and order drafts, each written after a shopper said yes in their own words. Both are the service's numbers, not the browser's.

    What a fit check is worth

    Change the assumptions and the arithmetic follows. The service adds up what a shop saves when the piece is measured before the order, and says so on its own numbers.

    Holds waiting on a person

    What the agent reserved after a shopper confirmed in their own words. Each row links to the simulation that proved the fit, so a merchant can re-run it before accepting.

    Reading the holds…

    Order drafts waiting on a person

    What checkout wrote after a shopper confirmed in their own words. Every draft cites the simulation that cleared each line, and no card has been taken.

    Reading the drafts…