A creator discovery export can mention the same channel many times. Some mentions come from repeated observations of one seed; others come from genuinely different seed channels. A shortlist becomes more useful when those two situations remain distinct and its audience-size evidence stays attached to the candidate.

YouTube Creator Portfolio Planner reads an existing discovery batch and produces a ranked assessment for each usable candidate channel. It consolidates seed references, interprets supported subscriber evidence and applies a configured audience band. The ranking is a transparent way to organize research from an observed batch.

Preserve the discovery relationship

The example retains a channel recommendation from the installed September public snapshot. It is a saved relationship observed in a discovery widget, with its original checkedAt value.…