Work · Consumer product

The Odds Ledger

A blackjack probability trainer that replaces "playing by feel" with mathematically correct decisions — an interactive odds engine, drilled one hand at a time, until the right move becomes reflex.

StatusLive
RoleConcept · design · engineering
StackReact · Vite · Cloudflare Pages

The problem

Most players know the rules. Almost none know the math.

Blackjack is one of the few casino games where correct decisions are fully computable — yet most players make choices on instinct, superstition, or whatever the person next to them says. The gap between "knowing how to play" and "knowing the odds" is exactly the kind of gap software closes well.

The Odds Ledger makes the math visible and trainable — not a strategy card to memorize, but an engine that shows why each decision is right, hand after hand.

The system

An odds engine you can drill against.

Engine

Live probability computation

Every dealt hand computes the real expected values behind hit, stand, double, and split — so the "right answer" isn't an assertion, it's arithmetic you can see.

Training

Decision drills

Rapid-fire scenarios with instant feedback, weighted toward the situations players get wrong most — the soft hands, the pairs, the awkward dealer up-cards.

Product

Consumer-grade polish

Designed as a product, not a demo: clean table UI, responsive on mobile, fast enough to feel like a game rather than a spreadsheet.

Where it stands

  • LiveShipped and public at theoddsledger.com
  • ProvesProduct thinking outside B2B — probability engines, game-state logic, and consumer UX from the same shop that builds operational AI

The point

Different vertical. Same discipline.

Computable decisions, made visible and trainable — the same idea behind our call scoring and intake systems, applied to a deck of cards.

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