BrandTabulatorby Michael Quinn · MichaelQuinn.ai

BrandTabulator

Why this matters to a marketing team

When a customer asks AI about a brand or category, the AI leans heavily on Wikipedia and the facts behind it in Wikidata. When a brand's pages are thin, out of date, or contradictory, AI can describe the brand incorrectly or mix it up with another company.

Your team can't see this from inside the company. BrandTabulator shows where your brand stands against everyone else in its category, week by week, and what is missing.

How this is measured

Michael Quinn · michaelquinn.ai · Questions: Michael@MichaelQuinn.ai · Computed from public Wikimedia data. Code: github.com/MinorNobles/brandtabulator