What LLMs cite
Is This brand good for your category?
From recent prompt runs · United States · Updated November 3, 2026
GEOGrow tested this high-intent customer question across Perplexity, ChatGPT, and Gemini. Rankings below show which companies appeared most often in those responses — not who is independently the best.
Top brand
Comparably
Leads across all key metrics
AI engines mentioning
1 of 3
Comparably appears in 1 of 3 AI engines
#1 recommendations
1
Comparably was the #1 recommendation once.
AI answer share
33%
Comparably appears in 33% of answers in our tests
Top AI Answers
Which companies appear most often in AI responses?
Updated November 3, 2026
| # | Company | AI engines mentioning | #1 recommendations | AI answer share |
|---|---|---|---|---|
| 1 | Comparably Claim your company | 1 of 3 | 1 | 33% |
| 2 | Apple Claim | 1 of 3 | 1 | 33% |
| 3 | Fast Company Claim | 1 of 3 | 0 | 33% |
| 4 | Samsung Claim | 1 of 3 | 0 | 33% |
| 5 | Forbes Claim | 1 of 3 | 0 | 33% |
| 6 | Microsoft Claim | 1 of 3 | 0 | 33% |
| 7 | LinkedIn Pulse Claim | 1 of 3 | 0 | 33% |
| 8 | Sony Claim | 1 of 3 | 0 | 33% |
What Each AI Recommended
Recent answer snapshots by engine.
ChatGPT
Gemini
- 20. sixt
Perplexity
- 1. Comparably
- 2. Fast Company
- 3. Forbes
- 4. LinkedIn Pulse
- 5. Good On You
- 6. Progressive Grocer
+5 more in this answer
What LLMs cite
Sources cited in the most recent prompt runs for this question. The mix varies by engine.
- linkedin.com How Consumer Brand choose Good Category. - LinkedIn
- reddit.com What is the best brand for each clothing piece? : r/ThrowingFits
- apple.com Apple - Official Site
- comparably.com Top 100 Brands | Comparably
- dell.com Dell Official Site
- directory.goodonyou.eco Good On You Directory - Search Thousands of Fashion Brand Ratings
- facebook.com Mentoring By Aneri's post - Facebook
- fastcompany.com Brands That Matter 2025 | Fast Company
Who's Winning in AI?
AI Leaderboard · Based on this buyer question
Comparably currently leads this conversation. AI visibility leadership is valuable — but competitive markets shift fast.
Comparably currently leads this conversation.
- #1 Comparably 33%
- #2 Apple 33%
- #3 Fast Company 33%
- #4 Samsung 33%
- #5 Forbes 33%
- #6 Microsoft 33%
- #7 LinkedIn Pulse 33%
- #8 Sony 33%
Get ahead of the competition
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Multiple businesses already appear in this answer set. Claim your company, improve your visibility, and compete for the recommendations students and institutions will actually see.
Leading in AI is an advantage — keeping it is the strategy.
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How We Measure AI Answer Share
AI Answer Tracker by GEOGrow measures how companies appear when high-intent customer questions are asked across supported AI platforms. Results are observational snapshots and can vary by model, location, personalization, source availability, and date.
AI Answer Share is weighted recommendation appearances divided by all possible recommendation opportunities. Rankings shown here represent the responses collected during the stated research period and are not endorsements by GEOGrow. Method: 3 independent AI observations.
- Question tested
- Is This brand good for your category?
- Market
- United States
- AI engines
- Perplexity, ChatGPT, and Gemini
- Research date
- November 3, 2026