Don’t bet: How advantage players optimize profit with variable wager $

Smart advantage players (APs) are like smart traders: they vary their wager amount based on the strength of their convictions.

One of the most important things when it comes to advantage play, card counting, poker, and options trading is bet sizing
— Reddit user on Advantage Play forum

We developed optimal wagering pattern for each of the 34 bets using a GenAI tool - developed by our sister company, www.HexGaming.AI. The tool finds the ‘optimal’ wager amount based on the strength of the count which maximizes profit while minimizing risk of ruin.

The tool uses an specially tune large language model or LLM to guide an optimization technique called reinforcement learning to find an "optimal" wagering pattern, where:

  • The total wagered amount must be the same in the flat-betting and optimal-betting scenarios

  • The AI must bet at least one unit when EV is positive

  • Profit per shoe and risk-of-ruin must be balanced

For the typical bet, an AP using optimal wagering can amplify her profit per shoe by +50% while risking the same amount as in flat betting. And on some bets — especially those with multi-level payoffs or with in-frequent positive EV situations — optimal wagering can lift profit per shoe by nearly triple digits. The table below outlines the profit per shoe an AP can earn with simple flat betting and the enhanced profit from optimal wagering.

Profit per shoe
Profit per shoe (# of units)
Game Wager in units Flat Optimal Variance Flat → Optimal range0.00.51.01.52.0
High Tie - 09.731.722.160.44
High Tie - 310.791.522.090.57
High Tie - 911.071.421.780.36
High Tie - 810.481.351.660.31
High Tie - 26.441.041.350.30
Player Fabulous 46.610.771.040.27
High Tie - 14.340.691.040.35
High Tie - 75.250.670.940.27
High Tie - 43.930.610.910.30
High Tie - 53.650.540.860.32
Dragon 78.510.530.860.33
4 Card Tie8.360.520.590.07
High Tie - 63.050.400.650.25
Banker Fabulous 42.830.290.410.12
Super Lucky 73.310.270.430.16
Small Tiger2.390.210.300.09
Small Dragon2.720.210.350.14
Banker 2 card 72.720.210.350.14
Panda 83.520.200.360.17
Big Tiger2.480.180.270.09
Monkey No Monkey1.520.180.250.08
Pair Plus1.150.160.330.17
Tiger Tie0.980.140.210.08
Lucky Six / Tiger1.390.110.190.07
Big Dragon1.700.100.220.12
Player 3 card 71.700.100.220.12
6 Card Tie1.150.090.150.06
Banker Pair1.190.080.160.08
Player Pair1.190.080.160.07
Tiger Pair0.710.070.140.07
Tie_91.620.040.080.04
5 Card Tie0.730.040.080.04
Lucky 70.520.030.060.03
Banker 3 card 70.070.000.01na
Tie_80.030.000.00na
Banker no-commission0.070.000.00na
Player (base bet)0.060.000.00na
Banker (base bet)0.060.000.00na

Variable betting is more powerful on bets with a low level frequency of positive EV situations. But to an advantage player, the juice from optimal wagers is worth the squeeze. For instance, an AP who varies her wager size relative to strength of the count and is targeting Big Tiger or Super Lucky Seven - both of which have large payoffs - can increase her profit by 60%+ (see the chart below).

Chart one: Relationship between game hit rate and effectiveness of variable betting

Positive-EV frequency versus variable-betting profit uplift A labeled scatter plot of 33 baccarat side bets. Bets whose positive-player-EV hands are rarest show the largest profit uplift from variable betting, and the fitted trendline slopes downward as those hands become more frequent.

An advantage player targeting bets with infrequent positive EV therefore needs a counting system which, above all else, can correctly find situations where the player has a positive EV. We explore this idea of countability and accuracy in our next Baccarat Advantage Play blog.

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Don’t bet on it: Understanding the risks of Baccarat side bets