My local HVAC company just got hit with three one-star Yelp reviews this morning. What is the fastest reputation management strategy to push those down before the weekend rush?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
My local HVAC company just got hit with three one-star Yelp reviews this morning. What is the fastest reputation management strategy to push those down before the weekend rush?
3 real searches · 1 real-search pass
FTC consumer reviews testimonials rule fake reviews incentives business guidance 2026Google ↗
OBSERVEDReason
Yelp official business owner guidelines responding to reviews asking customers for reviews review solicitation policyGoogle ↗
OBSERVEDReason
Yelp official content guidelines report review conflicts of interest fake reviews business ownersGoogle ↗
OBSERVEDReason
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
FTC consumer reviews testimonials rule fake reviews incentives business guidance 2026 Google ↗
Yelp official business owner guidelines responding to reviews asking customers for reviews review solicitation policy Google ↗
Yelp official content guidelines report review conflicts of interest fake reviews business owners Google ↗
- Don't Ask for Reviews | Support Center · yelp-support.com
- The Consumer Reviews and Testimonials Rule: Questions and Answers · search.ftc.gov
- Soliciting and Paying for Online Reviews: A Guide for Marketers · ftc.gov
- A warning letter (or ten) for businesses: comply with the FTC’s Consumer Review Rule · ftc.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
FTC consumer reviews testimonials rule fake reviews incentives business guidance 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Yelp official business owner guidelines responding to reviews asking customers for reviews review solicitation policy OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Yelp official content guidelines report review conflicts of interest fake reviews business owners OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |