Real ChatGPT answer · index seedsF1zxfqLrrwcompleteMarketing and advertising · local marketingcomparison
Are customer review generation tools like Grade.us worth the monthly fee for a small local plumbing company?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are customer review generation tools like Grade.us worth the monthly fee for a small local plumbing company?
3 real searches · 1 real-search pass
Grade.us pricing plans review management software 2026Google ↗
OBSERVEDComparison
Google Business Profile review policy fake engagement incentivized reviews solicitation officialGoogle ↗
OBSERVEDReason
FTC rule consumer reviews testimonials businesses review suppression incentives officialGoogle ↗
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
Grade.us pricing plans review management software 2026 Google ↗
Google Business Profile review policy fake engagement incentivized reviews solicitation official Google ↗
FTC rule consumer reviews testimonials businesses review suppression incentives official Google ↗
- Prohibited & restricted content · support.google.com
- The Consumer Reviews and Testimonials Rule: Questions and Answers · search.ftc.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Grade.us pricing plans review management software 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Google Business Profile review policy fake engagement incentivized reviews solicitation official OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
FTC rule consumer reviews testimonials businesses review suppression incentives official OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |