Real ChatGPT answer · index seedciVXaO3o5x0completeLegal · finding a lawyercomparison

Can you compare the Nolo legal directory with Avvo when looking for a consumer protection lawyer in Austin who handles defective product claims?

ChatGPTgpt-64 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare the Nolo legal directory with Avvo when looking for a consumer protection lawyer in Austin who handles defective product claims?
4 real searches · 1 real-search pass
Nolo legal directory vs Avvo lawyer directory consumer protection product liability Austin Texas features reviews lawyer profilesGoogle ↗
OBSERVEDComparison
consumer protection attorneysGoogle ↗
OBSERVEDReason
product liability lawyersGoogle ↗
OBSERVEDReason
defective product attorneysGoogle ↗
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 (4)
Short factOther / navigationalComparison25%ConsequenceReason75%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
Nolo legal directory vs Avvo lawyer directory consumer protection product liability Austin Texas features reviews lawyer profiles Google ↗
consumer protection attorneys Google ↗
product liability lawyers Google ↗
defective product attorneys Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Nolo legal directory vs Avvo lawyer directory consumer protection product liability Austin Texas features reviews lawyer profiles
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
consumer protection attorneys
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
product liability lawyers
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
defective product attorneys
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1