Matchup Lab
Simulate a contest between player and AI. Choose settings, run the matchup, and see how each generation fares.
Four Generations of Game-Playing AI
Click a card to explore how each era redefined what machines could achieve against human opponents.
Example System
How It Works
Principal Strength
Principal Limitation
Indicative Capability Profile
Research-informed editorial scores showing the broad strengths and limitations of this generation. Scores are indicative, not direct benchmark measurements.
Scores are rounded editorial judgements grounded in primary research; they are indicative, not measured benchmark results. See Methodology and sources.
Landmark Human–AI Matches
Key moments when game-playing systems challenged elite human performance — and what those results actually demonstrated.
- AI System
- Game or Environment
- Human Opponent / Standard
- Result
- Why It Mattered
- What It Demonstrated
- What It Did Not Prove