GeoReputation
Names 6 answer engines: ChatGPT, Gemini, Perplexity, Copilot, Google AI Overviews, Claude.
Read 12 September 2026 · georeputation.com/for/hvac
The scores
| Criterion | Score | Weighted of its weight | Contribution |
|---|---|---|---|
| Named engine coverage | 5 / 5 | 25 / 25 | |
| Measurement method shown | 5 / 5 | 20 / 20 | |
| Citation change over time | 2 / 5 | 4 / 10 | |
| Entity and schema competence | 3 / 5 | 18 / 30 | |
| Falsifiability | 4 / 5 | 12 / 15 |
What the page actually says
- Engines
- Named by plan tier: ChatGPT, Gemini and Perplexity on every plan; Copilot and Google AI Overviews selectable on paid; Claude via direct API as an add-on. Disclosing which engines sit behind which price is rarer than naming them at all.
- Method
- Verbatim model responses, a prompt count, a 0–1000 visibility score, competitor share of voice, source attribution and weekly tracking. Corpus basis dated on the page: “18,000+ AI responses captured… as of May 2026.”
- Change over time
- Longitudinal weekly tracking is the product, and the corpus claim carries a date. No named-client before-and-after published.
- Entity and schema
- Diagnoses entity and citation gaps and ranks them by impact. Implementation is optional rather than the default service.
- Falsifiability
- States “No black box”, publishes verbatim responses rather than a summary score alone, and dates its corpus. Does not state a failure condition for an engagement.
The check we would run on this one
GeoReputation is one of the few here that shows a method, so the useful check is a level deeper than usual. Ask whether the prompt set is fixed in writing before the work starts, whether it stays identical between reports, and whether you can read the raw answers rather than a summary score. A company already publishing this much will have those answers to hand, and the one that matters is the second.
We found nothing on GeoReputation's page we would challenge, which is rarer in this set than it ought to be.
Disagree with any of this? The corrections log is where it gets settled, in public, with a date.