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Monthly log10 fixed prompts, same wording each month, run once on each engine on Fri 30 Oct. Next run Mon 30 Nov.
Geo grid
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ChatGPT1 of 10
Named for "water heater replacement in Austin" only
Gemini4 of 10
Named on prompts 1, 2, 4 and 5
Perplexity0 of 10
Not named on any prompt
One run per prompt is noisy. The same prompt can name different businesses the next day, so a single cell means little. Read the trend from month to month, per engine. There is no combined score because the engines rarely agree. Map pack rank still drives most calls, so the geo grid stays ahead of this in the queue.
Prompts, Fri 30 OctNamed = Brightwater Plumbing appears in the answer
| # | Prompt | ChatGPT | Gemini | Perplexity |
|---|---|---|---|---|
| 1 | best plumber in Austin | No | Named | No |
| 2 | water heater replacement in Austin | Named | Named | No |
| 3 | who can replace my water heater in Austin this week | No | No | No |
| 4 | emergency plumber in Austin open now | No | Named | No |
| 5 | slab leak repair company in Austin | No | Named | No |
| 6 | how much does slab leak repair cost in Austin | No | No | No |
| 7 | who does whole-house repipes in Austin | No | No | No |
| 8 | drain cleaning in East Austin | No | No | No |
| 9 | plumber in Austin with good reviews | No | No | No |
| 10 | tankless water heater installer in Austin | No | No | No |
| Named | 1 of 10 | 4 of 10 | 0 of 10 |
First month of the log. A trend appears after the Mon 30 Nov run.
How the log is kept
- Prompts
- Fixed wording, set on Fri 30 Oct. Changing one starts a new line in the log
- Engines
- ChatGPT, Gemini, Perplexity. Each scored on its own
- Scored as
- Named or not named; each cited source is stored with the answer
- Separate from
- Map pack rank. You can be in the pack and missing here, or the other way round
Cited domainsAll 30 answers
FoursquareNot claimed
Practitioners trace many of ChatGPT's local picks to Foursquare. Unverified, but claiming it is free. Use the same name, address and phone as the profile.
Not part of the 8 listings we check, so those counts stay 8 checked, 3 failing, 2 missing.