Real ChatGPT answer · index seed4X4PxlBirVUcompleteLegal · immigration servicescomparison

Comparing online document prep services versus local attorneys, which option is truly faster for assembling a naturalization packet for busy founders?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Comparing online document prep services versus local attorneys, which option is truly faster for assembling a naturalization packet for busy founders?
2 real searches · 1 real-search pass
online naturalization N-400 document preparation service attorney comparison USCIS official attorney representation eligibility complicationsGoogle ↗
OBSERVEDComparison
USCIS Form N-400 filing instructions supporting documents naturalization application 2026Google ↗
OBSERVEDInstruction

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 / navigationalComparison50%ConsequenceReasonDefinitionInstruction50%Yes / no

Classes come from the query-classifier (a local Laya model). 1 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
online naturalization N-400 document preparation service attorney comparison USCIS official attorney representation eligibility complications Google ↗
USCIS Form N-400 filing instructions supporting documents naturalization application 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
online naturalization N-400 document preparation service attorney comparison USCIS official attorney representation eligibility complications
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
USCIS Form N-400 filing instructions supporting documents naturalization application 2026
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1