Real ChatGPT answer · index seed4iMsreQtUqwcompleteEntertainment and media · board gamesinformational

What is a solid aggressive chess opening moves repertoire for white that costs nothing to learn through online resources?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What is a solid aggressive chess opening moves repertoire for white that costs nothing to learn through online resources?
2 real searches · 1 real-search pass
free chess opening repertoire for White 1.e4 aggressive Italian Game Scotch Gambit Lichess studies free learning resourcesGoogle ↗
OBSERVEDInstruction
Lichess opening trainer studies opening explorer free chess openings studyGoogle ↗
OBSERVEDOther / navigational

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 / navigational50%ComparisonConsequenceReasonDefinitionInstruction50%Yes / no

Classes come from the query-classifier (a local Laya model). 2 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
free chess opening repertoire for White 1.e4 aggressive Italian Game Scotch Gambit Lichess studies free learning resources Google ↗
Lichess opening trainer studies opening explorer free chess openings study Google ↗
  1. Free 1.e4 opening studies · lichess.org
  2. Free opening database · lichess.org
  3. Free chess tactics training · chesstempo.com
  4. Free opening trainer · 6lichess.com
  5. 1.e4 · lichess.org

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
free chess opening repertoire for White 1.e4 aggressive Italian Game Scotch Gambit Lichess studies free learning resources
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
Lichess opening trainer studies opening explorer free chess openings study
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1