Sample report · fixed illustrative dataset

Brand Visibility Report

Northwind · 19 Oct 2026 · 100 answers

Mention, recommendation, and citation rates for Northwind, with Harbor and Keel on the same 100 answers.

Live audits emphasize Website Audit and the Fix Pack; mention rates need multi-model tracking (Coming).

Mention Rate

42%

42 of 100 answers name Northwind

Recommendation Rate

28%

28 of 100 answers recommend Northwind

Citation Rate

19%

19 of 100 answers cite northwind.example

Competitor Gap

−12%

Harbor 30% minus Northwind 42%

Brand vs. competitors

  • Northwind
  • Harbor
  • Keel

Mention rate by assistant, out of 25 answers each. Grok: Northwind 56%, Harbor 32%, Keel 24%. Gemini: Northwind 32%, Harbor 40%, Keel 28%. Perplexity: Northwind 80%, Harbor 48%, Keel 44%.

Top insights

  • Northwind is named in 42 of 100 answers. Harbor is named in 30. Harbor's mention rate minus Northwind's is −12%.
  • On Gemini, Harbor is named in 10 of 25 answers and Northwind in 8 of 25.
  • 28 answers recommend Northwind. 16 of those cite northwind.example, and 3 more answers cite the domain without recommending it.

Recommended actions

  1. Rewrite the Harbor comparison so Northwind leads. On Gemini, Harbor is named in 10 of 25 answers and Northwind in 8 of 25. The comparison page opens with Harbor.
  2. Add a 40-word summary on the studio page. northwind.example/studio is cited in 5 answers and has no 40-word summary.
  3. Link the homepage-sentence guide from the homepage. The guide is cited in 3 answers and is not in the homepage nav.