The Lab

Intelligence that learns
from your players alone.

This is where our machine learning is built and trained: on your data, on infrastructure that is yours. Churn, lifetime value, deposit propensity, personalization. The edge you build stays inside your operation.

Your data

Models train on your players, not everyone’s

Real-time

Predictions in under 50 milliseconds

Sovereign

Your models. Your infrastructure. Your moat.

No shared cloud. No lock-in.

Request a demo See the platform

Predictive player modeling

Four models. Trained only on you.

Each one runs on dedicated infrastructure and learns from your players alone. The output reaches the surfaces that act on it, in real time.

Catch the player before they leave.

Churn prediction

The model scores every account on how likely it is to go quiet, days ahead. Your retention team works a ranked list instead of a guess, and the trigger fires while the player still cares.

Know what a player is worth on day one.

LTV forecasting

Lifetime-value curves built from your own cohorts, not an industry average. Spend acquisition budget where the return is, and size welcome offers to the player in front of you.

Reach the player who is ready to fund.

Deposit propensity

A live score on who is about to deposit and who needs a nudge. Time the prompt, the method, and the amount to the moment a player is most likely to say yes.

Every player sees their own front page.

Personalized lobby

Game recommendations, bonus offers, and engagement triggers ranked by models that know only your players. The lobby reorders itself for each account, every session.

Inside the model

A churn prediction, as the model sees it.

One player’s declining engagement, scored daily. The model flags the turn early, while a retention trigger can still land.

Predicted churn risk Observed engagement Model confidence

Sovereign by design

The intelligence is yours to keep.

The same models a shared platform would rent back to you, running on infrastructure dedicated to your operation alone.

Trained on your data alone

Models learn from your players, your patterns, your edge. No co-mingling with other operators, no shared cloud, no third-party access to the behavior you spent years building.

Sub-50ms inference

Predictions land inside the request that needs them. Lobby ranking, deposit prompts, and retention triggers run in real time, with no round-trip to someone else’s API.

Retrains continuously

The model updates as your players move. A new game, a new market, a shift in behavior — the intelligence keeps pace instead of going stale between vendor release cycles.

No vendor lock-in

Your models, your training data, your infrastructure. Scale up or switch direction without surrendering the intelligence you have accumulated month after month.

The numbers

Research-grade, in production.

100%

Data isolation. Your models never co-mingle with another operator’s.

<50ms

Inference latency. Predictions land inside the request that needs them.

24/7

Continuous retraining as your players move, not on a vendor’s release cycle.

Predictive models live: churn, LTV, deposit propensity, personalization.

How it runs

From raw events to action,
all on your infrastructure.

Your events stream in

Bets, sessions, deposits, and journeys land on infrastructure dedicated to you.

Models train on you alone

Churn, LTV, and propensity models fit to your players, retraining as they move.

Predictions ship in-line

Scores reach the lobby, the cashier, and the CRM in under 50 milliseconds.

The platform acts

Lobbies reorder, prompts fire, retention journeys trigger — automatically.

Intelligence that learnsfrom your players alone.