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How do top grandmasters evaluate the Ruy Lopez opening in modern tournament play, and what are the sharpest sideline variations for Black this year?

ChatGPTgpt-62 queries11/1/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
How do top grandmasters evaluate the Ruy Lopez opening in modern tournament play, and what are the sharpest sideline variations for Black this year?
2 real searches · 1 real-search pass
Ruy Lopez opening theory 2026 Black sharp sidelines grandmaster tournament preparation Berlin Marshall Schliemann ArkhangelskGoogle ↗
OBSERVEDConsequence
2026 top grandmaster games Ruy Lopez opening trends Black sidelines chessGoogle ↗
OBSERVEDReason

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 / navigationalComparisonConsequence50%Reason50%DefinitionInstructionYes / 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
Ruy Lopez opening theory 2026 Black sharp sidelines grandmaster tournament preparation Berlin Marshall Schliemann Arkhangelsk Google ↗
2026 top grandmaster games Ruy Lopez opening trends Black sidelines chess Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Ruy Lopez opening theory 2026 Black sharp sidelines grandmaster tournament preparation Berlin Marshall Schliemann Arkhangelsk
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
2026 top grandmaster games Ruy Lopez opening trends Black sidelines chess
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1