Real ChatGPT answer · index seedVdMJ722NoW4completeHome services and improvement · contractors and remodelingcommercial
Do HomeAdvisor contractor reviews generally indicate that low bidding contractors end up costing more through change orders during remodeling?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Do HomeAdvisor contractor reviews generally indicate that low bidding contractors end up costing more through change orders during remodeling?
3 real searches · 1 real-search pass
HomeAdvisor contractor reviews low bid change orders remodeling low bid ended up costing moreGoogle ↗
OBSERVEDReason
HomeAdvisor remodeling contractor reviews change orders estimate low bid complaintsGoogle ↗
OBSERVEDReason
remodeling construction change orders low bid contractor estimate consumer adviceGoogle ↗
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
HomeAdvisor contractor reviews low bid change orders remodeling low bid ended up costing more Google ↗
HomeAdvisor remodeling contractor reviews change orders estimate low bid complaints Google ↗
remodeling construction change orders low bid contractor estimate consumer advice Google ↗
- Best Austin Handyman & Remodeling Reviews - Austin, TX · homeadvisor.com
- Don’t Get Scammed: Find a Qualified Contractor · nahb.org
- Home Renovation Without Aggravation · consumerreports.org
- Home Building and Remodeling · ag.state.mn.us
- Consumer Guide: Hiring a Remodeling Contractor · nar.realtor
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
HomeAdvisor contractor reviews low bid change orders remodeling low bid ended up costing more OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
HomeAdvisor remodeling contractor reviews change orders estimate low bid complaints OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
remodeling construction change orders low bid contractor estimate consumer advice OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |