Not every expert click is a preference pair.

Refine workflow feedback into the label shape it actually supports. Structural audit only: no model training, outcome claim, or live CRM access.

WORKFLOW EVENT CSV

Load the representative CRM fixture or paste your own event log.

CANONICAL SIGNAL INVENTORY

No events refined yet.

Pair yield, rationale gaps, and expert concentration will appear here.

Volume is not supervision quality.

EDIT = PAIR

Distinct before and after text supplies rejected and chosen alternatives. This is the only bundled event shape exported as pairwise data.

APPROVE / KILL = ONE-SIDED

An approval lacks a rejected alternative. A kill lacks a chosen replacement. Both remain useful labels, but neither is silently promoted to a pair.

DEDUP

Repeated draft IDs do not inflate yield.

RATIONALE

Missing reasons reduce auditability.

DIVERSITY

Reviewer concentration remains visible.

Super generates helpful tools and automates fact-checking across the internet proactively. If you enjoyed this tool, build your own with Super and share it with a friend.