AI and machine learning
5POINT applies advanced AI, machine learning, and statistical modelling to identify non-human patterns. A 5POINT protected tournament deters illegitimate players and reinforces competitive integrity.
5POINT
Backgammon integrity intelligence
The Pioneers of Safe Play
5POINT uses machine learning and statistical analysis to protect online backgammon from computer-assisted play.
- Established 2020
- 15M+ live match decisions analyzed
- Trusted by leading operators
Deep statistical profiling
PR alone does not capture playing behaviour. We analyse:
- Decision difficulty calibration
- Error clustering
- Volatility response
- Player historical baselines
- Cross-match consistency
Manual review by experts
Allegations of rule breaches are serious and sensitive. Our analysis provides evidence to incriminate the guilty and to exonerate the innocent.
How we detect and handle cheating risk
01 Match data intake
02 Decision-level model scoring
03 Statistical style fingerprinting
04 Expert manual review
05 Integrity reporting for directors
Pioneers
We have pioneered a suite of tools and methods used to contain integrity issues in competitive online backgammon. For five years, we have worked with premier tournament directors to protect high-stakes play.
Decision-level machine learning
By looking at human errors from more than 15 million live match decisions, we trained models to recognise positions where even elite players tend to make mistakes. This lets us estimate the human error probability in any position and identify humanness over large decision sets.
Advanced gameplay statistical analysis
PR is useful but not always sufficient. We track play statistics and style markers, then compare a player against both their own history and players of similar skill to produce a robust behavioural fingerprint.
Player history and reputation
Every 5POINT-reviewed game contributes to player histories. This compounds trust for legitimate competitors and highlights anomalies over time, strengthening the reputation of protected tournaments.
Shaping history
Each 5POINT protected game adds to the history and reputation of fairness in online backgammon. We are helping move the game into the modern era.
Trusted by
We work with leading organisers and operators. Trust, discretion, and integrity are central to every engagement.
