Real ChatGPT answer · index seedyJQWc7eEwQQcompleteReal estate · property managementlocal

What factors influence roof replacement cost estimates the most for multi-story apartment buildings in the Austin metropolitan area?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What factors influence roof replacement cost estimates the most for multi-story apartment buildings in the Austin metropolitan area?
2 real searches · 1 real-search pass
Austin Texas commercial multifamily roof replacement cost factors TPO roofing building code wind hail climate permitsGoogle ↗
OBSERVEDReason
Austin Texas adopted building codes commercial roofing energy code roof replacement permits multifamilyGoogle ↗
OBSERVEDInstruction

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)
Short factOther / navigationalComparisonConsequenceReason50%DefinitionInstruction50%Yes / no

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
Austin Texas commercial multifamily roof replacement cost factors TPO roofing building code wind hail climate permits Google ↗
Austin Texas adopted building codes commercial roofing energy code roof replacement permits multifamily Google ↗
  1. Roof Replacement · austintxcommercialroofing.com
  2. Austin Roof Estimate · austintxcommercialroofing.com
  3. Austin Multi-Family Complex Roofing · austintxcommercialroofing.com
  4. Building Technical Codes | Austin Development Services · austintexas.gov
  5. Commercial Plan Review | Austin Development Services · austintexas.gov

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Austin Texas commercial multifamily roof replacement cost factors TPO roofing building code wind hail climate permits
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Austin Texas adopted building codes commercial roofing energy code roof replacement permits multifamily
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1