The 300+ incumbent products the audit tracks.

Every quarter the pipeline sweeps the six audited verticals, indexes every named incumbent product it surfaces, and assigns a competitive-saturation tag — either high crowding, balanced, or underserved. Cards with an adjacent gap advance into the build brief; the rest sit as discovery references on the audit surface.