Real ChatGPT answer · index seedKPOebp6tKtwcompleteHome services and improvement · contractors and remodelingcommercial
We want to remodel our galley kitchen into an open-concept space. Who are the most trusted kitchen remodeling contractors in Austin that stay on budget?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We want to remodel our galley kitchen into an open-concept space. Who are the most trusted kitchen remodeling contractors in Austin that stay on budget?
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). 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
Austin TX kitchen remodeling contractors reviews budget transparent pricing design build 2026 Google ↗
kitchen remodeling contractors design build Google ↗
kitchen renovation contractors Google ↗
- Together Design & Build · togetherdesignbuild.com
- Best Kitchen Remodelers in Austin (Oct 2026 Rankings) · trustanalytica.org
- The 10 Best Kitchen Remodelers in Austin, TX · industryoversight.com
- Best 15 Kitchen Remodelers in Austin, TX | Kitchen Remodel Near You · houzz.com
- 10 Best Kitchen and bathroom remodelers in Austin, TX - Nov 2026 (Verified Reviews) · angi.com
- New Creations Austin · newcreationsaustin.com
- NEW CREATIONS CUSTOM KITCHEN AND BATH - Project Photos & Reviews - Austin, TX US · houzz.com
- AGC Home Remodeling · agchomeremodeling.com
- AGC Home Remodeling Reviews - Austin, TX · angi.com
- Top-Rated Kitchen Remodels Experts in Austin, TX · homeadvisor.com
- LFM Remodeling · lfmremodeling.com
- Ace Remodeling TX · aceremodelingtx.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Austin TX kitchen remodeling contractors reviews budget transparent pricing design build 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
kitchen remodeling contractors design build OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
kitchen renovation contractors OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |