What LLMs cite
Best Movie recommendation app
From recent prompt runs · United States · Updated September 15, 2026
GEOGrow tested this high-intent customer question across Gemini, Claude, and ChatGPT. Rankings below show which companies appeared most often in those responses — not who is independently the best.
Top brand
Letterboxd
Leads across all key metrics
AI engines mentioning
3 of 3
Letterboxd appears in 3 of 3 AI engines
#1 recommendations
2
Letterboxd was the #1 recommendation twice.
AI answer share
100%
Letterboxd appears in 100% of answers in our tests
Top AI Answers
Which companies appear most often in AI responses?
Updated September 15, 2026
| # | Company | AI engines mentioning | #1 recommendations | AI answer share |
|---|---|---|---|---|
| 1 | Letterboxd Claim your company | 3 of 3 | 2 | 100% |
| 2 | TasteRay Claim | 1 of 3 | 1 | 33% |
| 3 | Likewise Claim | 2 of 3 | 0 | 67% |
| 4 | IMDb Claim | 1 of 3 | 0 | 33% |
| 5 | Taste Claim | 2 of 3 | 0 | 67% |
| 6 | JustWatch Claim | 1 of 3 | 0 | 33% |
| 7 | Watchworthy Claim | 1 of 3 | 0 | 33% |
| 8 | MovieLens Claim | 1 of 3 | 0 | 33% |
What Each AI Recommended
Recent answer snapshots by engine.
ChatGPT
+5 more in this answer
Gemini
Claude
- 1. Letterboxd
- 2. IMDb
- 3. JustWatch
- 4. Rotten Tomatoes
- 5. Likewise
- 6. Reelgood
+5 more in this answer
What LLMs cite
Sources cited in the most recent prompt runs for this question. The mix varies by engine.
- achriom.com Best Movie Discovery Apps in 2026: 6 Compared – Achriom
- alidrop.co Best IMDb Alternatives for Movie Reviews & Ratings
- alternativeto.net JustWatch Alternatives – Top Movie Review Sites & Movie Databases like JustWatch
- apps.apple.com Likewise: Movie, TV, Book Recs - App Store - Apple
- mustapp.com Must App
- play.google.com Taste: Movie & TV Suggestions - Apps on Google Play
- tasteray.com Best Movie Recommendation Apps in 2026 (We Tested 7)
- aftertaste.com Aftertaste — Your Ultimate Movie and TV Hub
Related questions
See how this market performs for the questions customers are asking AI.
Markets move fast once AI patterns set in.
Who's Winning in AI?
AI Leaderboard · Based on this buyer question
Letterboxd currently leads this conversation. AI visibility leadership is valuable — but competitive markets shift fast.
Letterboxd currently leads this conversation.
- #1 Letterboxd 100%
- #2 TasteRay 33%
- #3 Likewise 67%
- #4 IMDb 33%
- #5 Taste 67%
- #6 JustWatch 33%
- #7 Watchworthy 33%
- #8 MovieLens 33%
Get ahead of the competition
Defend this answer before competitors close the gap.
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.
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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
- Best Movie recommendation app
- Market
- United States
- AI engines
- Gemini, Claude, and ChatGPT
- Research date
- September 15, 2026