Real ChatGPT answer · index seedLPLMsVbxYxUcompleteHome services and improvement · roofinglocal

What are the current promotional financing rates for commercial roof replacements offered by contractors operating in the San Antonio metropolitan area?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the current promotional financing rates for commercial roof replacements offered by contractors operating in the San Antonio metropolitan area?
1 real search · 1 real-search pass
San Antonio TX commercial roofing contractors promotional financing rates commercial roof replacement 2026 APR financingGoogle ↗
OBSERVEDComparison

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 (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
San Antonio TX commercial roofing contractors promotional financing rates commercial roof replacement 2026 APR financing Google ↗
  1. USA Home & Commercial · usahomecommercial.com
  2. Financing options · topchoicerc.com
  3. Financing program · perfectbalanceroofing.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
San Antonio TX commercial roofing contractors promotional financing rates commercial roof replacement 2026 APR financing
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1