Perception Scans
How leading models actually describe you, your competitors and your category — week by week, market by market. Six scores, three top gaps, one co-mention map.
Quality, trust, sustainability, innovation, fit, value — scored 0-100 across 12 frontier models.
Who the model pairs you with when the customer asks. Rivalry, substitution, complement.
Daily deltas per model, per market, per attribute. Spot the regression before the quarter does.
The exact retrieval sources the model used. Traceable to page, line, retailer.
Brand adjacency network across the category. Cluster maps, density, centrality.
Executive narrative. The brand story the data tells, written for the board.