Real ChatGPT answer · index seedGp9YIs88fHccompleteLegal · criminal defensecomparison

Looking at Avvo lawyer ratings and peer reviews to decide whether to hire Thomas Callahan or Lisa Chang for defending my retail business against commercial theft allegations.

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Looking at Avvo lawyer ratings and peer reviews to decide whether to hire Thomas Callahan or Lisa Chang for defending my retail business against commercial theft allegations.
3 real searches · 1 real-search pass
"Thomas Callahan" lawyer Avvo commercial theft defenseGoogle ↗
OBSERVED
"Lisa Chang" lawyer Avvo commercial theft defenseGoogle ↗
OBSERVED
Avvo attorney ratings peer endorsements what ratings mean lawyer selectionGoogle ↗
OBSERVED

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.

Classifying 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
"Thomas Callahan" lawyer Avvo commercial theft defense Google ↗
"Lisa Chang" lawyer Avvo commercial theft defense Google ↗
Avvo attorney ratings peer endorsements what ratings mean lawyer selection Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
"Thomas Callahan" lawyer Avvo commercial theft defense
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
"Lisa Chang" lawyer Avvo commercial theft defense
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Avvo attorney ratings peer endorsements what ratings mean lawyer selection
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1