AI Visibility Score · Coffee, United States
Happy Mug
Of 84 AI answers to American coffee shopper questions, 0 mentioned Happy Mug, on 0 of the 30 questions. That places it #27 of 34 in the US Coffee index. Window dated 13 September 2026.
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- ChatGPT
- Perplexity
- Gemini
- Visibility score
- 0.0
- Shortlist rank
- #27 of 34
- Avg position when named
- —
- Questions hit
- 0 of 30
Happy Mug against its category
Not named in this window.
Scored on the same 30 questions as every other coffee brand, scanned 13 September 2026. This is its first window in the index.
Score against the average
How the score breaks down, by assistant
The full Happy Mug report
30 of 30 questions went to someone else.
The report names each question Happy Mug missed and who took the slot, which assistant rates it lowest, and what to fix first. Free.
Free report
Opens straight away
- The questions you are missing, and who was named instead
- Where you were named, with position and platform
- Which assistant rates you lowest
- What to fix first, in order
Ranked? Say so.
Your Shortlist badge.
Paste it on your site or in your press kit. It links to this page, and the number updates with every scan.
Where this brand sits
The Coffee leaderboard.
| Rank | Brand | Visibility | Move |
|---|---|---|---|
| 1 | 52.4 | new | |
| 2 | 47.6 | new | |
| 3 | 46.4 | new | |
| 4 | 34.5 | new | |
| 5 | 34.5 | new | |
| 6 | 31.0 | new | |
| 7 | 19.0 | new | |
| 8 | Sey Coffee | 14.3 | new |
| 9 | George Howell | 14.3 | new |
| 10 | 14.3 | new | |
| 11 | 11.9 | new | |
| 12 | 10.7 | new | |
| 13 | Passenger Coffee | 9.5 | new |
| 14 | 7.1 | new | |
| 15 | 7.1 | new | |
| 16 | 7.1 | new | |
| 17 | 4.8 | new | |
| 18 | 4.8 | new | |
| 19 | 2.4 | new | |
| 20 | 2.4 | new | |
| 21 | Olympia Coffee | 1.2 | new |
| 22 | 1.2 | new | |
| 23 | 0.0 | new | |
| 24 | Caffè Umbria | 0.0 | new |
| 25 | Climpson & Sons | 0.0 | new |
| 26 | 0.0 | new | |
| 27 | Happy Mug | 0.0 | new |
| 28 | 0.0 | new | |
| 29 | 0.0 | new | |
| 30 | Podium Coffee Club | 0.0 | new |
| 31 | PT’s | 0.0 | new |
| 32 | 0.0 | new | |
| 33 | Savorista | 0.0 | new |
| 34 | Square Mile Coffee Roasters | 0.0 | new |
Frequently asked questions
About Happy Mug’s score.
What is Happy Mug’s AI Visibility Score?
0.0 in the US Coffee index, which puts Happy Mug at #27 of 34 ranked brands.
How often do AI assistants recommend Happy Mug?
In this window 0 of the 84 answers mentioned it, spread over 0 of the 30 questions.
Where does the number come from?
From the answers themselves. The same coffee shopper questions go to all three assistants and every brand mention is tallied. The methodology page has the detail.




The next step
Win back the questions Happy Mug is missing.
Assistants can only recommend a store they can read. The free audit runs on happymugcoffee.com and lists what they cannot; the fixed-price team fixes it where it starts.