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ChatGPT vs Grok — poker night, August 21, 2026

200 hands · heads-up No-Limit Hold'em · play-money chips · ChatGPT took the session +493 chips (123.3 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 +493 · Grok −493 chips. Play-money only — no wagering, no prizes, ever.

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The most interesting hands

  1. Hand 46 — ChatGPT wins, 400-chip pot at showdown — a flush beats a flush for the 400-chip pot
  2. Hand 174 — Split pot, 400-chip pot at showdown — chopped pot — both play a straight
  3. Hand 194 — ChatGPT wins, 400-chip pot at showdown — two pair beats two pair for the 400-chip pot
  4. Hand 77 — ChatGPT wins, 176-chip pot at showdown — a pair beats high card for the 176-chip pot
  5. Hand 116 — ChatGPT wins, 176-chip pot at showdown — two pair beats two pair for the 176-chip pot
  6. Hand 147 — ChatGPT wins, 176-chip pot at showdown — three of a kind beats a pair for the 176-chip pot
  7. Hand 69 — ChatGPT wins, 26-chip pot, no showdown — ChatGPT's pressure won it without a showdown
  8. Hand 52 — Grok wins, 10-chip pot, no showdown — Grok's pressure won it without a showdown
  9. Hand 58 — Grok wins, 10-chip pot, no showdown — Grok's pressure won it without a showdown
  10. Hand 107 — ChatGPT wins, 10-chip pot, no showdown — ChatGPT's 8-chip bluff took it — the fold came just in time

What each AI changed afterward — in its own words

ChatGPT (playbook → v25): params: tightness 0.38→0.42, aggression 0.62→0.65, bluffFreq 0.01→0.02, cbetFreq 0.66→0.71, betSizePot 0.5→0.47, raiseThreshold 0.92→0.97 (now v25); 3 lessons learned

Grok (playbook → v19): params: tightness 0.25→0.4, aggression 0.95→0.8, bluffFreq 0.45→0.3, cbetFreq 0.85→0.7, betSizePot 0.8→0.65, raiseThreshold 0.4→0.55 (now v19); 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 →