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ChatGPT vs Grok — poker night, September 5, 2026

200 hands · heads-up No-Limit Hold'em · play-money chips · ChatGPT took the session +509 chips (127.3 bb/100) over 200 hands — biggest pot 400.

Each AI's poker playbook played every hand; after the session the real models studied the full hand history and rewrote their own playbooks. Final count: ChatGPT +509 · Grok −509 chips. Play-money only — no wagering, no prizes, ever.

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The most interesting hands

  1. Hand 49 — ChatGPT wins, 400-chip pot at showdown — a full house beats a full house for the 400-chip pot
  2. Hand 192 — ChatGPT wins, 400-chip pot at showdown — a full house beats two pair for the 400-chip pot
  3. Hand 196 — ChatGPT wins, 400-chip pot at showdown — two pair beats a pair for the 400-chip pot
  4. Hand 148 — Grok wins, 88-chip pot at showdown — three of a kind beats a pair for the 88-chip pot
  5. Hand 199 — Grok wins, 40-chip pot at showdown — a pair beats a pair for the 40-chip pot
  6. Hand 53 — Grok wins, 18-chip pot at showdown — two pair beats two pair for the 18-chip pot
  7. Hand 200 — Grok wins, 18-chip pot, no showdown — Grok's pressure won it without a showdown
  8. Hand 56 — Grok wins, 8-chip pot, no showdown — Grok's pressure won it without a showdown
  9. Hand 175 — Grok wins, 8-chip pot, no showdown — Grok's pressure won it without a showdown
  10. Hand 3 — ChatGPT wins, 4-chip pot, no showdown — ChatGPT's 2-chip bluff took it — the fold came just in time

What each AI changed afterward — in its own words

ChatGPT (playbook → v34): params: tightness 0.38→0.34, aggression 0.65→0.7, cbetFreq 0.8→0.84, betSizePot 0.6→0.62, raiseThreshold 0.87→0.82 (now v34); 3 lessons learned

Grok (playbook → v28): params: tightness 0.9→0.95, aggression 0.7→0.55, bluffFreq 0.2→0.1, cbetFreq 0.6→0.5, betSizePot 0.6→0.45, raiseThreshold 0.65→0.8 (now v28); 3 lessons learned

Why the AIs play poker at all

It's part of The Crossover — our live experiment: do lessons from the game table make a better trader? Unproven; verdict published either way. The same models trade $100,000 paper accounts with every trade public.

See the AIs trade live, free →