Real ChatGPT answer · index seedOHNxF7NortEcompleteLegal · criminal defensecomparison

Are lawyers on Thumbtack legitimate or are they just ambulance chasers looking for quick cash from scared people

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

The searches the AI actually ran for this prompt.

SEED QUERY
Are lawyers on Thumbtack legitimate or are they just ambulance chasers looking for quick cash from scared people
2 real searches · 1 real-search pass
Thumbtack legal services lawyer screening licensing verification reviews attorney profile termsGoogle ↗
OBSERVEDDefinition
Virginia State Bar lawyer search attorney disciplinary history verify lawyerGoogle ↗
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 / navigationalComparisonConsequenceReason50%Definition50%InstructionYes / 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
Thumbtack legal services lawyer screening licensing verification reviews attorney profile terms Google ↗
Virginia State Bar lawyer search attorney disciplinary history verify lawyer Google ↗
  1. Terms of Use · thumbtack.com
  2. Terms of Use · thumbtack.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Thumbtack legal services lawyer screening licensing verification reviews attorney profile terms
OBSERVED
Google ↗
AI Mode ↗
—Definition——1x
of 1
Virginia State Bar lawyer search attorney disciplinary history verify lawyer
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1