Analyzing contractor remodeling cost estimates from Angi versus Thumbtack for renovating our retail storefront in Atlanta, which platform has more reliable pricing data?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Analyzing contractor remodeling cost estimates from Angi versus Thumbtack for renovating our retail storefront in Atlanta, which platform has more reliable pricing data?
2 real searches · 1 real-search pass
Angi remodeling cost estimates methodology cost guides contractor data Thumbtack cost estimates methodology home remodeling pricing commercial storefrontGoogle ↗
OBSERVEDReason
Atlanta retail storefront renovation commercial tenant improvement cost per square foot 2025 2026 contractor estimateGoogle ↗
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
Angi remodeling cost estimates methodology cost guides contractor data Thumbtack cost estimates methodology home remodeling pricing commercial storefront Google ↗
Atlanta retail storefront renovation commercial tenant improvement cost per square foot 2025 2026 contractor estimate Google ↗
- How We Get Our Cost Data · angi.com
- About the Angi Editorial Team · angi.com
- Retail Store Buildout Cost in Atlanta, GA (2026) · buildoutiq.net
- Thumbtack’s Editorial Standards and Commitment · thumbtack.com
- Cost Estimates for Home Projects, Events and More · thumbtack.com
- Retail Space Build Out Cost in North Metro Atlanta (2026) · noboconstruction.com
- Commercial Renovation Cost in Metro Atlanta (2026) · noboconstruction.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Angi remodeling cost estimates methodology cost guides contractor data Thumbtack cost estimates methodology home remodeling pricing commercial storefront OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Atlanta retail storefront renovation commercial tenant improvement cost per square foot 2025 2026 contractor estimate OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |