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Brand index / fashion

MM LaFleur

MM LaFleur scores 16 for AI visibility, named in 3 of 57 answers about its own category.

AI visibility

16

Agent readability
80
Tracking
97
Landing page
HTML only

Ranked on AI visibility alone. The other three are reported beside it and are not added together: they measure different things in different units.

Score over time

First measured 2026-08-25. A second run is needed before there is any movement to show, and no brand is re-measured inside 6 days.

What we asked

Built from MM LaFleur's own public catalogue, so they are different for every brand. None of them names the brand, because a question that does guarantees a mention.

  1. 1What are the best pants?
  2. 2Best pants for travel
  3. 3Best pants for women
  4. 4What are the best shirts?
  5. 5Who makes the best t-shirts?
  6. 6Best pants under $275
  7. 7Which brands make the best jackets?
  8. 8Best shirts for travel
  9. 9Best t-shirts for travel
  10. 10Best jackets for travel
  11. 11Best sneakers for travel
  12. 12Best shirts for women
  13. 13Best t-shirts for women
  14. 14Best jackets for women
  15. 15Best sneakers for women
  16. 16Best shirts under $250
  17. 17Best t-shirts under $100
  18. 18Best jackets under $325
  19. 19Best sneakers under $300

What this run could detect

19 questions across 4 assistants. Because the same question goes to every assistant, those answers are not independent, so we discount them to 29.7 effective observations. The smallest rate we could reliably tell apart from zero is 10%. A rate below that would not have been distinguishable from never appearing.

On the list, or only in the answer

55 of the answers to these questions produced an actual shortlist of brands. MM LaFleur was on 3 of them.

Where a position is recorded, it was numbered by the assistant (3). We do not publish an average position, because those two are not the same measurement.

Who named them

Each assistant, how many answers it gave, and how many named MM LaFleur.
AssistantAnsweredNamed MM LaFleur
ChatGPT10
Claude191
Perplexity180
Gemini192
Why I recommend it: Specifically designed for professional women, MM.LaFleur uses premium, wrinkle-resistant technical fabrics that look impeccably tailored but feel like yoga pants.
Gemini, answering "Best pants for women" on 2026-08-25. MM LaFleur appeared at position 2. Quoted verbatim from the stored answer.

Coverage on this run

Measured 2026-08-25. 4 of 4 assistants responded, returning 57 answers across 76 question-and-assistant pairs. Every score on this page is scoped to those conditions, and a run that reaches too few assistants reports no score rather than a lower one.

Against its category

Not enough brands measured in fashion yet. A standing needs at least 3 measured brands in a category, and this one has 2.

This page carries the ranking. The schema, tracking, catalogue and landing-page findings behind the other three scores are on the report itself.

See the full audit for this store