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Product updates6 min read

Opportunity Feed, now with hypothesis provenance

Every candidate action in the Markin Opportunity Feed now carries the signal, segment and prior experiment it descends from. One click to audit or ship.

Romà Llambés
  • #Product
  • #Opportunity Feed
  • #Governance
Opportunity Feed, now with hypothesis provenance

Frequently asked

Questions readers ask about this.

What is hypothesis provenance in the Markin Opportunity Feed?
Hypothesis provenance is the structured trail attached to every candidate action, capturing the originating signal, the customer segment, the prior experiments it descends from and the model version that generated it.
Why does hypothesis provenance matter for revenue decisioning?
Provenance makes candidate actions auditable and reproducible. Reviewers can distinguish a novel hypothesis from a recycled one, retrospectives can query which signals produced winning actions, and governance can enforce policy at the source level.
Does provenance change how experiments are measured?
No. Measurement still runs against a preserved holdout on the operator's own base. Provenance changes how hypotheses are chosen, not how outcomes are read.

See it in the product

This runs in Markin today.

The same loops this note describes run 24/7 against your customer base. Watch the workspace decide, experiment and execute 1:1.