DECISION ENGINE

Every bet,
optimally routed

An A/B-book hybrid that routes every wager to maximise margin while protecting the bankroll — automatically, in real time.

⚙️
Decision Engine
1,240 dec/s
ROUTINGLIVE
A-book 58%
B-book 31%
Hedge 11%
Margin
+19%
Downside
−41%
Automated
100%

What is a casino risk and hedging engine?

A risk-and-profit routing engine decides, for every bet, how much a casino keeps on its own book and how much it hedges on an external market. i-play.io's Decision Engine keeps the small, safe, profitable flow in-house and automatically hedges the bets that could threaten the bankroll — protecting solvency while preserving most of the operator's margin.

The bookmaker's dilemma

Keep every bet on your own book and you earn the highest margin — but a few large wins can wipe out an under-capitalised operator. Hedge every bet externally and your risk is near zero — but you pay a fee on every dollar and give away the natural house edge. Most operators are forced to pick a side.

The engine's answer

Keep the small, safe, profitable flow in-house. Hedge only the flow that genuinely threatens the bankroll — large bets, longshots, sharp players and bets near settlement. Per bet, automatically, in real time.

Two jobs, one engine

It protects the bankroll

A casino's payouts are lumpy — an ordinary bad streak can exceed a small bankroll and end the business. The engine hedges the bets big enough to hurt, so a lucky player is paid by the market, not by you.

It maximises profit

It isn't only a safety device. Among every strategy tested that never went bust, the engine was the most profitable — keeping the fee-free house edge on safe flow, and still earning a margin on hedged flow with no outcome risk.

What the simulations showed

Validated against twelve months of real prediction-market history. For a newly capitalised casino, the simulated annual probability of going bankrupt fell from 2% to 0%.

200,000+
simulated casino-years tested
~93%
max reduction in worst-case drawdown vs unhedged
0%
simulated bankruptcies, at every bankroll size
~4%
more profit than hedging everything (up to)

How it routes each bet

The engine weighs four signals — using only what is known before the outcome.

Bet size vs bankroll

The larger a bet is relative to your bankroll, the more of it is hedged.

Market price

Longshots carry outsized liability and are treated more cautiously.

Time to resolution

Bets close to settlement are hedged more tightly, countering late information.

Measured skill

Consistently sharp players are hedged heavily — their edge transfers to the market, not your book.

Tested against reality, not theory

The engine was backtested on twelve months of real prediction-market history — over 23,000 markets and 12 million actual trades with their true final outcomes — across more than 200,000 Monte Carlo simulated casino-years, three bankroll sizes and six adversarial stress scenarios. The comparison covered fully hedged, fully unhedged and engine-routed strategies on identical betting flow.

Stress-tested

0% bankruptcies held even under deliberately hostile conditions — including a tripled population of skilled bettors and volume compressed into the worst days.

A-book vs B-book, explained

In a B-book, the operator keeps a bet on its own books: it earns the full margin and the house edge, but pays winners from its own bankroll. In an A-book, the operator hedges the bet on an external market: it still earns a margin, but carries no outcome risk because a customer's win is paid by the market.

Holding everything (pure B-book) is the most profitable until a big win isn't — it can bankrupt a small operator. Hedging everything (pure A-book) is safe but leaks fees and gives away the house edge. The Decision Engine blends the two per bet, keeping what is safe and hedging what is dangerous, so the operator gets most of the B-book's profit without its risk of ruin.

Decision engine FAQ

What does the Decision Engine do?

For each prediction-market bet it routes part to the house book and part to a hedge on a leading external exchange, keeping safe flow in-house and offloading what threatens the bankroll — automatically, with nothing to manage per bet.

Can a casino go bankrupt from one lucky player?

That's the failure mode it's built to prevent. Bets large enough to dent the bankroll are hedged on an external market, so a big win is paid by the market, not the operator. Across 200,000+ simulated casino-years, including adversarial stress tests, the engine-protected book never went insolvent.

Does hedging reduce profit?

Not materially. In simulation the engine kept roughly 93–98% of the profit of running fully unhedged while removing the bankruptcy risk, and earned up to about 4% more than hedging every bet — the most profitable strategy tested that never went bust.

How was it validated?

It was backtested on twelve months of real prediction-market history — over 23,000 markets and 12 million trades with their true outcomes — across 200,000+ Monte Carlo simulated casino-years and several adversarial stress scenarios.

Explore the platform

See the engine routing live

We'll walk qualified operators through the model and the results in a live demo.