Real ChatGPT answer · index seedFyx5LrMaxz4completeLegal · finding a lawyercomparison

Compare the cost and effectiveness of hiring a disability advocate versus a licensed lawyer for an emergency ALJ hearing next week.

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

The searches the AI actually ran for this prompt.

SEED QUERY
Compare the cost and effectiveness of hiring a disability advocate versus a licensed lawyer for an emergency ALJ hearing next week.
3 real searches · 1 real-search pass
2026 Social Security Administration representative fee agreement maximum fee cap non attorney representative qualifications ALJ hearingGoogle ↗
OBSERVEDReason
SSA appointed representative non attorney representative qualifications direct payment fee agreement ALJ hearing officialGoogle ↗
OBSERVEDReason
Ohio disability legal aid Social Security disability hearing representation emergency Columbus OhioGoogle ↗
OBSERVEDConsequence

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 (3)
Short factOther / navigationalComparisonConsequence33%Reason67%DefinitionInstructionYes / no

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

Searches and sources

ChatGPT3 real searches · gpt-6
2026 Social Security Administration representative fee agreement maximum fee cap non attorney representative qualifications ALJ hearing Google ↗
SSA appointed representative non attorney representative qualifications direct payment fee agreement ALJ hearing official Google ↗
Ohio disability legal aid Social Security disability hearing representation emergency Columbus Ohio Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Social Security Administration representative fee agreement maximum fee cap non attorney representative qualifications ALJ hearing
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
SSA appointed representative non attorney representative qualifications direct payment fee agreement ALJ hearing official
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Ohio disability legal aid Social Security disability hearing representation emergency Columbus Ohio
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1