Chess databases
Organize game evidence and opening history around the actual preparation question.
Technology · Research
Evidence first. Engine second. Player always.
Research tools help us find and test possibilities. The useful output is a position and plan a human player can recognize under tournament conditions.
Capabilities
The research toolkit.
Engine-assisted analysis
Test candidate positions and tactical details, with human interpretation of practical choices.
Multi-engine research
Compare analytical perspectives where the position and scope warrant it.
Statistical game analysis
Look for tendencies in available game samples while respecting sample-size limits.
Human-centered AI research
Explore move-choice hypotheses as an experimental aid to chess analysis.
Player-specific behavioral modeling
Investigate whether available games support a useful player-specific model.
Preparation decision support
Translate evidence into a concise set of options for the player and coach.
Evidence & confidence
Predictions need context.
We distinguish a repeated choice from a weak signal. Recent games, sample size, time control, and changes in repertoire affect how much confidence to place in an opponent forecast.
- 01Record the games behind a likely line.
- 02Check whether the opponent has recently changed course.
- 03Separate observed behavior from analyst interpretation.
- 04State uncertainty next to the recommendation.
AI player modeling
Research-stage, by design.
Player-specific modeling may help investigate move-choice patterns when enough suitable games exist. It cannot be presented as a reliable simulation of a future opponent without task-specific validation against unseen games and expert review.
A modeling engagement begins with feasibility: what data exists, which decision is being studied, and how uncertainty will be measured.
Explore player-modeling research Move-choice hypothesisHeld-out check pending · research stageIllustrative · no client data
Your move
Discuss your preparationEvery preparation begins with a question.
Tell us the match, the timeline, and what you need to decide.