Real ChatGPT answer · index seedrHBmu0QFBjscompleteReal estate · new constructioncomparison

Do I need a formal building permit to construct a three foot retaining wall on a sloping suburban lot in Atlanta

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

The searches the AI actually ran for this prompt.

SEED QUERY
Do I need a formal building permit to construct a three foot retaining wall on a sloping suburban lot in Atlanta
2 real searches · 1 real-search pass
City of Atlanta Georgia retaining wall permit under four feet surcharge official code building permitGoogle ↗
OBSERVEDInstruction
Atlanta suburbs Georgia retaining wall permit requirements 4 feet surcharge county officialGoogle ↗
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 / navigationalComparisonConsequenceReasonDefinitionInstruction100%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
City of Atlanta Georgia retaining wall permit under four feet surcharge official code building permit Google ↗
Atlanta suburbs Georgia retaining wall permit requirements 4 feet surcharge county official Google ↗
  1. CITY OF ATLANTA · d2khlf0fizh5q.cloudfront.net
  2. Getting started with our Zoning, Development, and Permitting Services · atlantaga.gov
  3. Retaining Walls · fultoncountyga.gov
  4. GWINNETT COUNTY · gwinnettcounty.com
  5. Sandy Springs, Georgia, Development Code · up.sandyspringsga.gov
  6. ARTICLE 9. - ENVIRONMENTAL PROTECTION | Development Code | Sandy Springs, GA · library.municode.com
  7. Retaining Wall Permits · sandyspringsga.gov
  8. Office of Buildings · atlantaga.gov

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
City of Atlanta Georgia retaining wall permit under four feet surcharge official code building permit
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
Atlanta suburbs Georgia retaining wall permit requirements 4 feet surcharge county official
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1