Real ChatGPT answer · index seedTApdkCSmhNQcompleteEducation · language learningcomparison

Comparing the cost of official USCIS civics study guides versus buying comprehensive citizenship prep workbooks on Amazon for my upcoming interview.

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Comparing the cost of official USCIS civics study guides versus buying comprehensive citizenship prep workbooks on Amazon for my upcoming interview.
1 real search · 1 real-search pass
USCIS official citizenship civics study materials 2025 128 question test official costs free 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 (1)
Short factOther / navigationalComparisonConsequenceReasonDefinitionInstruction100%Yes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
USCIS official citizenship civics study materials 2025 128 question test official costs free 2026 Google ↗
  1. Become a U.S. citizen through naturalization · usa.gov
  2. M-1778 (09/25) · uscis.gov
  3. USCIS · my.uscis.gov
  4. USCIS study materials · uscis.gov
  5. Official USCIS study guide · uscis.gov
  6. View book · target.com
  7. View book · usa.kinokuniya.com
  8. View book · shop.barnesandnoble.com
  9. View book · shop.barnesandnoble.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
USCIS official citizenship civics study materials 2025 128 question test official costs free 2026
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1