Mademoiselle Louise
When Houston shoppers ask ChatGPT, Perplexity and Google AI Mode about coffee beans, none of the 30 answers names Mademoiselle Louise. #29 of 70 local coffee roasters; AI names Katz Coffee in 15.
- ChatGPT0 of 10
- Perplexity0 of 10
- Google AI Mode0 of 10
Leader: Katz Coffee, 15 of 30
Asked on 30 October 2026Mademoiselle Louise
- 4.7 · 788 Google reviews
- 1725 Main St #1, Houston, TX 77002
- Coffee
- mademoisellelouise.com
More Google reviews than 78% of the coffee roasters in Houston. Yet AI names 21 other coffee roasters here, Katz Coffee first, with 483 reviews.
What AI answers instead
A shopper asks ChatGPT: “best coffee roaster in Houston”. The answer names:
- Three Keys
- BlendIn Coffee Club
- XELA Coffee Roasters
- Tenfold Coffee
Mademoiselle Louise is not in it, or in any of the other 29 answers.
The 10 questions we asked
Each asked in ChatGPT, Perplexity and Google AI Mode. A tick: at least one answer to it names Mademoiselle Louise or links its site.
- best coffee roaster in Houston
- where to buy fresh coffee beans in Houston
- local coffee roasters in Houston that ship
- best espresso beans from a Houston roaster
- coffee subscription from a roaster in Houston
- where to buy specialty coffee beans in Houston
- single origin coffee beans in Houston
- coffee roastery in Houston with online ordering
- best coffee gift from a Houston roaster
- which local roaster in Houston do people recommend
What AI finds on mademoisellelouise.com
A free check of the store's home page, robots.txt and llms.txt, on 3 November 2026. These are the signals AI assistants read first.
- Store details in structured dataNo Organization or LocalBusiness data on the home page: AI has to guess who and where the store is.
- Products in structured dataNo Product data on the home page: AI cannot see what the store sells or for how much.
- Ratings in structured dataNo rating or review data: AI leans on other sites to judge the store.
- Open to AI assistantsrobots.txt lets the AI crawlers in.
- llms.txtNo llms.txt: no short summary written for AI assistants.
- Secure site (HTTPS)Opens over HTTPS.
Stores like it that AI names
Close in Google rating and reviews.
- Tenfold Coffee10 of 30 · ★ 4.6 · 757 reviews
- Segundo Coffee Lab1 of 30 · ★ 4.5 · 723 reviews
- XELA Coffee Roasters13 of 30 · ★ 4.8 · 554 reviews
Nearby, in 77002
Other coffee roasters with the same ZIP code.
- Three Keys13 of 30 AI answers
- Blackwater Coffee Roasters6 of 30 AI answers
- Day 6 Coffee Co.0 of 30 AI answers
- Slow Drip TX0 of 30 AI answers
Is Mademoiselle Louise yours?
The free scan asks the questions your shoppers ask, built from your own catalog, and shows who AI picks instead of you and what to fix. On a plan, 7BE does the work: product texts, feeds and reviews, checked every week.
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