Real ChatGPT answer · index seedtlNowlTyBlEcompleteLegal · real estate lawinformational

Our remodeling contractor is threatening to put a mechanics lien on our house over a dispute about extra costs we never approved, so what should we do today?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Our remodeling contractor is threatening to put a mechanics lien on our house over a dispute about extra costs we never approved, so what should we do today?
2 real searches · 1 real-search pass
Pennsylvania mechanics lien law residential home improvement contractor change orders written approval deadlines homeowner official statuteGoogle ↗
OBSERVEDReason
Pennsylvania Home Improvement Consumer Protection Act written change orders additional work contract official attorney generalGoogle ↗
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)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / 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
Pennsylvania mechanics lien law residential home improvement contractor change orders written approval deadlines homeowner official statute Google ↗
Pennsylvania Home Improvement Consumer Protection Act written change orders additional work contract official attorney general Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Pennsylvania mechanics lien law residential home improvement contractor change orders written approval deadlines homeowner official statute
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Pennsylvania Home Improvement Consumer Protection Act written change orders additional work contract official attorney general
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1