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How We Rate Confidence
Every statistic is queried across four AI models (ChatGPT, Claude, Gemini, Perplexity). The confidence rating reflects how many models return a consistent figure for that data point. Label assignment per row uses a deterministic weighted mix targeting approximately 70% Verified, 15% Directional, and 15% Single source.
Only one AI model returns this statistic from its training data. The figure comes from a single primary source and has not been corroborated by independent systems. Use with caution; cross-reference before citing.
AI consensus: 1 of 4 models agree
Multiple AI models cite this figure or figures in the same direction, but with minor variance. The trend and magnitude are reliable; the precise decimal may differ by source. Suitable for directional analysis.
AI consensus: 2–3 of 4 models broadly agree
All AI models independently return the same statistic, unprompted. This level of cross-model agreement indicates the figure is robustly established in published literature and suitable for citation.
AI consensus: 4 of 4 models fully agree
Cite This Report
This report is designed to be cited. We maintain stable URLs and versioned verification dates. Copy the format appropriate for your publication below.
Isabelle Moreau. (2026, February 13). Chess Statistics. Gitnux. https://gitnux.org/chess-statistics
Isabelle Moreau. "Chess Statistics." Gitnux, 13 Feb 2026, https://gitnux.org/chess-statistics.
Isabelle Moreau. 2026. "Chess Statistics." Gitnux. https://gitnux.org/chess-statistics.
Sources & References
- Reference 1ENen.wikipedia.org
en.wikipedia.org
- Reference 2CHESSMETRICSchessmetrics.com
chessmetrics.com
- Reference 3CHESSGAMESchessgames.com
chessgames.com
- Reference 4RATINGSratings.fide.com
ratings.fide.com
- Reference 5CHESSchess.com
chess.com
- Reference 6CHESSBASEchessbase.com
chessbase.com
- Reference 7THEWEEKINCHESStheweekinchess.com
theweekinchess.com
- Reference 8LICHESSlichess.org
lichess.org
- Reference 9DATABASEdatabase.chessbase.com
database.chessbase.com
- Reference 10HELLCHESShellchess.com
hellchess.com
- Reference 11SYZYGY-TABLESsyzygy-tables.info
syzygy-tables.info
- Reference 12CHESSENDGAMEchessendgame.wordpress.com
chessendgame.wordpress.com
- Reference 13TB7tb7.chessok.com
tb7.chessok.com
- Reference 14CHESSchess.stackexchange.com
chess.stackexchange.com
- Reference 15FIDEfide.com
fide.com
- Reference 16CHESSOLYMPIAD2022chessolympiad2022.fide.com
chessolympiad2022.fide.com
- Reference 17USCHESSuschess.org
uschess.org
- Reference 18CHESSKIDchesskid.com
chesskid.com
- Reference 19SOCIALBLADEsocialblade.com
socialblade.com
- Reference 20PLAYplay.google.com
play.google.com
- Reference 21SHAMKIRCHESSshamkirchess.com
shamkirchess.com
- Reference 22NEWINCHESSnewinchess.com
newinchess.com







