How the work happens
System Knowledge: Your team builds the knowledge book: the metric, why it matters, the business and product context, the data landscape, the warehouse tables. It self-updates and self-verifies from the actual work, so it doesn’t go stale. Agent Studio: Your team formulates hypotheses, generates multiple approaches to move the number, and tests them in parallel against a real benchmark.Who runs the loop
You.What stays yours
Code, data, and every learning. A per-client service account means nothing leaves your setup.Time to first win
Your cadence. Connect your sources, stand up a randomized holdout (even 2–3%), and ship.What you walk away with
A running improvement loop your team owns.How to start
1
Connect your sources
Wire up your data and tools, see Connectors.
2
Set the metric
Define the number you want to move and how it’s measured.
3
Run a holdout
Stand up a randomized holdout so models train on clean data, then start shipping approaches.