Real ChatGPT answer · index seedC9LOYlLmkhocompleteReal estate · home valuationhowto

Calculate the current ROI for a roof replacement on a mid-century modern in Austin given today's lumber and labor costs.

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Calculate the current ROI for a roof replacement on a mid-century modern in Austin given today's lumber and labor costs.
3 real searches · 1 real-search pass
Austin Texas roof replacement cost 2026 labor materials per square foot roofing lumber pricesGoogle ↗
OBSERVEDComparison
2025 2026 Cost vs Value report asphalt roof replacement resale value ROIGoogle ↗
OBSERVEDComparison
Austin Texas residential roofing labor rates lumber costs roof decking replacement 2026Google ↗
OBSERVEDShort fact

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)
Short fact33%Other / navigationalComparison67%ConsequenceReasonDefinitionInstructionYes / no

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 Texas roof replacement cost 2026 labor materials per square foot roofing lumber prices Google ↗
2025 2026 Cost vs Value report asphalt roof replacement resale value ROI Google ↗
Austin Texas residential roofing labor rates lumber costs roof decking replacement 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Austin Texas roof replacement cost 2026 labor materials per square foot roofing lumber prices
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
2025 2026 Cost vs Value report asphalt roof replacement resale value ROI
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Austin Texas residential roofing labor rates lumber costs roof decking replacement 2026
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1