In development
AI Referee
We are building an automated rules engine that will watch matches in real time, validate results against verified game data, and trigger settlement in seconds. This page describes what's coming — it is not live yet.
How matches are verified today
The AI Referee is not yet running on PlayStake. Right now, every match is verified by two independent result reports — one from the game server and one from the player's client — and any mismatch automatically opens a dispute held by a human reviewer before funds move. Human referees cover matches where live judgement matters. The AI Referee will be added on top of this system, not in place of it.
What we're building
The AI Referee will be a rules engine running server-side. It is not a chatbot or a machine learning model making probabilistic guesses. It is a deterministic validator: given a set of game events, it applies the game's rules and checks whether the reported result is consistent with what actually happened.
Games built on the PlayStake SDK emit a structured stream of events — scores, moves, turn changes, win conditions. The validation engine will consume this stream directly, so players cannot alter it.
How it will work, step by step
Match starts
Both players accept the bet and the game session begins. The AI referee will activate and listen to game state events.
AI watches in real time
Every score, turn, and outcome event will be streamed directly from the game to the validation engine. Nothing self-reported.
Match ends
The game session closes and the AI will receive the final state snapshot.
Validation runs
The AI will cross-reference the reported result against the full event log. Scores, win conditions, and rule constraints all checked.
Settlement or escalation
If everything checks out, settlement proceeds immediately. If an anomaly is detected, the match will be held and escalated to a human reviewer before any funds move.
Why it will be unbiased
Human referees are subject to fatigue, favouritism, and inconsistency. The AI will apply exactly the same rules to every match, every time. There is no mood, no prior history with a player, and no financial incentive to skew a result.
Decisions will be deterministic: the same input always produces the same output. This makes the system auditable in a way that human judgement fundamentally is not.
- Same rules, every match
- No fatigue or distraction
- No relationship with either player
- Fully auditable decision log
The audit trail
Every AI decision will produce a signed verification record tied to the bet ID. The record will contain the full event log that was evaluated, the rules that were applied to each event, the intermediate checks, and the final decision.
Both players will be able to view their match's audit record at any time from the bet detail page. The record will be immutable: it cannot be edited after the fact, and the signature lets anyone verify the record has not been tampered with.
This gives players a level of transparency that is impossible with a human referee: you will see exactly why you won or lost, not just that a referee said so.
When the AI will escalate to a human
The AI will not force a settlement when it detects something it cannot confidently validate. The following situations will trigger an escalation to human review instead:
- !Score mismatch between reported result and event log
- !Missing or corrupted events (e.g. connectivity loss during match)
- !Game ended in an unexpected state (e.g. mid-match disconnection)
- !Replay or timing anomalies that suggest manipulation
When a match is escalated, funds remain in escrow. Both players are notified and the case is assigned to a human reviewer. Human referees stay in the system as the escalation path — automation is designed to reduce their load, never to remove the safety net.
Frequently asked questions
When will the AI Referee launch?
It is in development now. Before it settles any real match it will run in shadow mode alongside our existing verification, and it goes live only once its decisions match confirmed outcomes across historical matches. Until then, every match is verified the way it is today: independent result reports from the game server and the player’s client, with human referees and reviewers handling anything that doesn’t line up.
Will the AI be able to make a wrong call?
The design is deterministic rules applied to verifiable game data — not a model making probabilistic guesses — so it cannot misinterpret what the game reported. If there is a data integrity issue (connectivity loss, corrupted state), the match will be flagged for human review rather than settled.
What games will support AI refereeing?
The validator is being built first for the PlayStake-built games (Darts 501, Tic-Tac-Toe, Higher/Lower, and others), where we control the full event stream. Games built on the PlayStake SDK that emit the standard event format will follow.
What happens if there is a dispute after AI settlement?
Players will be able to file a dispute within 24 hours of settlement, exactly as they can today. The full AI audit log will be pulled into the review. If the log confirms the decision was correct, the dispute is closed. If a data error is found, funds are adjusted accordingly.
Who will be able to see the audit log?
Both players in a match will be able to view the full audit record for their specific bet. The log will show every event that was checked, the rules that were applied, and the final decision, tied to the bet ID and unalterable after the fact.
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