Project Overview

Advantage Player Workshop is a premium EdTech SaaS platform for serious casino advantage players. It delivers a real-time craps simulator with click-to-place betting on an authentic table layout, 80+ strategy backtesting engine, professional dice control analysis with statistical SRR modeling, blackjack card counting trainer across 9 systems, AI coaching via Claude API, and Monte Carlo simulation. Members access advanced metrics (Sharpe Ratio, Kelly Criterion, Risk of Ruin) and a personalized AI coach that analyzes their actual pitch data. Gated behind Stripe memberships with free and premium tiers.

Next.js 15TypeScriptPostgreSQL Prisma ORMStripe MembershipsOpenAI / Claude API ElevenLabs TTSRechartsNodemailer PuppeteerYouTube Transcript APILinux VPS / PM2

By the Numbers

80+

Craps
Strategies

9

Card Count
Systems

10K

Monte Carlo
Sessions

2

Membership
Tiers

AI

Coaching
Engine

Platform Features

Live Craps Game Engine

Click-to-place bets on an authentic craps table layout
Enter rolls as you shoot — all bets auto-resolved in real time
Correct payouts, odds, and edge calculations for all bet types
Session history with roll-by-roll outcome log
Marathon mode for extended session simulation
ATS (Any Time Shooters) overlay system with Kelly bet sizing

Strategy Backtesting Engine

80+ documented craps strategies in the library
Run any strategy against YOUR actual session roll history
Side-by-side P&L comparison across all strategies
SRR (Seven-to-Rolls Ratio) analysis per strategy
Sharpe Ratio, Max Drawdown, Risk of Ruin metrics
EV per roll and Kelly Criterion optimal bet sizing

Dice Control Analysis

Upload session rolls and compare to major dice sets
Statistical distribution vs. random expectation charts
Pitch analysis identifying where influence is showing up
9 dice set families with rotation solver
AI coach analyzes pitch data after 30+ roll samples
Monte Carlo: 10,000 simulated sessions for variance context

Blackjack Trainer & SaaS Shell

Perfect basic strategy trainer with live feedback
9 card counting systems: Hi-Lo, KO, Omega II, Zen, and more
Live running count and bet spread recommendations
Stripe-gated membership: Free and Premium tiers
ElevenLabs voice coaching and audio feedback system
StreamYard live stream pipeline integration

Technology Stack

Frontend

Next.js 15 App Router · React 18 · TypeScript · Tailwind CSS v4 · Recharts · Custom SVG table layout · Lucide Icons

Backend & Data

PostgreSQL · Prisma ORM · next-auth JWT · Bcrypt · Nodemailer SMTP · pdf-parse · youtube-transcript · Puppeteer

AI & Media

OpenAI API · Anthropic Claude API · ElevenLabs TTS (voice SA7eD52NRr8WAehitVt1) · eleven_turbo_v2_5 model · Audio recording pipeline

Infrastructure

Linux VPS · PM2 (apw-recorder process) · Nginx · SSL · Stripe webhooks · Cron automation · StreamYard live pipeline

Key Deliverables

Real-time craps simulator with click-to-place bets and full payout resolution
80+ strategy backtesting engine running against user’s own roll history
Dice control analysis: statistical pitch modeling vs. 9 major dice sets
Professional metrics dashboard: Sharpe, Kelly, RoR, Max Drawdown, EV/roll
Blackjack trainer with 9 card counting systems and live running count
AI coaching loop via Claude API analyzing pitch data after 30+ rolls
ElevenLabs voice synthesis for audio coaching and strategy narration
Stripe membership gate: Free vs. Premium tier with feature access control