Best rank
Best placed #3 in Food, Beverages & Snacks.
What the AIs say
#3 best · 2 of 4 agree“ChatGPT ranks Stumptown highest (avg #4.5 over 2 mentions); perplexity is the most sceptical (#11.0).”
synthesised · the AI panel
Act one
What the machines think.
Three AI models read the whole category and rank Stumptown's products — model by model, list by list, over time.
Model by model?
How each AI sees it.
ChatGPT ranks Stumptown highest (avg #4.5 over 2 mentions); perplexity is the most sceptical (#11.0).
ChatGPT
#4.5
avg over 2 mentions · best #3
perplexity
#11.0
avg over 1 mention · best #11
Wins & misses?
Where it leads, where it lags.
Stumptown lands 2 top-10 placements with no clear weak spots in tracked intents.
Top wins
Where it lags
No misses below #20 — Stumptown is a top-tier presence everywhere it appears.
Rank trajectory?
Weeks of movement.
Across 5 weeks of tracking: 0 intents steady, 0 climbed, 2 slipped. Biggest move: slipped 2 ranks in Best Espresso Beans (now #6).
Act three · ★ new
Do they agree?
Put the two verdicts side by side — every product with its AI rank and its reviewer score — and see where the machines and the buyers line up, and where they don't.
The lineup, reconciled?
Every product — both verdicts.
Hair Bender Whole Bean Coffee is Stumptown's most-recommended product, ranking across 2 buyer questions, with Hair Bender close behind.
Traits?
The words the panel uses.
AI most often praises Stumptown for being "versatile" (2 mentions) and "bright" (1).
- versatile2
- bright1
- complex1
- espresso1
- balanced1
- rich1
- specialty1
- popular1
Rivals?
Who it competes against.
Stumptown's closest rival is Blue Bottle — and Stumptown comes out ahead in 2 of 2 of the questions they both answer (100%).
- Blue Bottle
Food, Beverages & Snacks
Stumptown leads 2–0
Across 2 shared questions
- Camber Coffee
Food, Beverages & Snacks
Stumptown leads 2–0
Across 2 shared questions
- Bulletproof
Food, Beverages & Snacks
Stumptown leads 2–0
Across 2 shared questions
- Philz Coffee
Food, Beverages & Snacks
Stumptown leads 2–0
Across 2 shared questions
- Kicking Horse Coffee
Food, Beverages & Snacks
Stumptown leads 2–0
Across 2 shared questions
- Café Bustelo
Food, Beverages & Snacks
Stumptown leads 2–0
Across 2 shared questions
- Volcanica Coffee
Food, Beverages & Snacks
Stumptown leads 2–0
Across 2 shared questions
The recap
Where it stands today.
- FootprintStrongest in Food, Beverages & Snacks (best #3), across 2 buying intents.
- AI verdictChatGPT ranks Stumptown highest (avg #4.5); perplexity most sceptical (#11.0).
- TraitsMost often associated with “versatile” (2 mentions) and “bright” (1).
- Top productHair Bender Whole Bean Coffee is the most-mentioned Stumptown product this snapshot.
- Closest rivalBlue Bottle (2–0 across 2 shared intents).
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