What is the current reputation of Pep Boys for doing routine brake replacements and tune ups on older American sedans since I have a coupon expiring soon.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the current reputation of Pep Boys for doing routine brake replacements and tune ups on older American sedans since I have a coupon expiring soon.
3 real searches · 1 real-search pass
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). 2 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
Pep Boys current customer reviews reputation brake service tune up complaints 2026 Google ↗
Pep Boys BBB complaints automotive repair service brake work customer reviews Google ↗
Pep Boys reviews brake service upselling Reddit experiences Google ↗
- Pep Boys Reviews (From First-hand Experiences) · consumeraffairs.com
- Pep Boys Reviews · trustpilot.com
- Pep Boys Reviews (From First-hand Experiences) · consumeraffairs.com
- Pep Boys Auto Service & Tires · bbb.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Pep Boys current customer reviews reputation brake service tune up complaints 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Pep Boys BBB complaints automotive repair service brake work customer reviews OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Pep Boys reviews brake service upselling Reddit experiences OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |