Real ChatGPT answer · index seedMuZ6bPMUx0gcompleteMarketing and advertising · local marketingcommercial
What are current consumers expecting in terms of incentives when asked to leave a verified online review for local home services?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are current consumers expecting in terms of incentives when asked to leave a verified online review for local home services?
4 real searches · 1 real-search pass
2025 consumer expectations incentives for online reviews survey consumers rewards discounts review requests local servicesGoogle ↗
OBSERVEDReason
home services customer review survey incentives consumers leave online reviews 2025Google ↗
OBSERVEDReason
FTC consumer reviews testimonials rule incentives reviews disclosure sentiment neutral review 2024Google ↗
OBSERVEDReason
Google Maps user contributed content policy incentivized reviews discounts free servicesGoogle ↗
OBSERVEDOther / navigational
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 (4)
Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
2025 consumer expectations incentives for online reviews survey consumers rewards discounts review requests local services Google ↗
home services customer review survey incentives consumers leave online reviews 2025 Google ↗
FTC consumer reviews testimonials rule incentives reviews disclosure sentiment neutral review 2024 Google ↗
Google Maps user contributed content policy incentivized reviews discounts free services Google ↗
- LCRS 2026: Study Shows Reviews Matter More Than Ever · brightlocal.com
- Beyond The Stars, 2025: How American Consumers Use Reviews to Choose Local Businesses · go.gatherup.com
- 2025 Home Services Marketing Study · tinuiti.com
- Local Consumer Review Survey · brightlocal.com
- Prohibited and restricted content · support.google.com
- The Consumer Reviews and Testimonials Rule: Questions and Answers · ftc.gov
- Soliciting and Paying for Online Reviews: A Guide for Marketers · search.ftc.gov
- Federal Trade Commission Announces Final Rule Banning Fake Reviews and Testimonials · ftc.gov
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2025 consumer expectations incentives for online reviews survey consumers rewards discounts review requests local services OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
home services customer review survey incentives consumers leave online reviews 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
FTC consumer reviews testimonials rule incentives reviews disclosure sentiment neutral review 2024 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Google Maps user contributed content policy incentivized reviews discounts free services OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |