Scoreboard
Brand-Category Exposure Panels
Single composite exposure score per brand-category cell, decomposed across five factors: AI attention, geographic concentration, chokepoint exposure, vendor concentration, and LLM consensus. Honest-by-construction provenance — every factor shows its weight, confidence, and contribution.
Live cells
What a panel shows
- Composite exposure score · 0.00–1.00, with cell-level confidence (high / medium / low / null).
- Factor decomposition · per-factor value, applied weight, contribution to the composite, and a one-liner interpretation in buyer language.
- Provenance · LLM-extracted vs. manual seed counts, regional cluster breakdown, and per-operator attribution.
- Live state context · world-state read (chokepoint indicators, conflict events, oil + equity volatility) layered on top of the structural composite — separate rubric, separate layer, not folded into the score.
New cells ship as Tapes-team coverage stabilizes under PRD8. Each cell is computed from `v_brand_category_risk` (Rubric v1.0.2) joined with the live state-context layer where applicable. See methodology for the full factor definitions.