AI MODEL READ
PRE-LINEUPCIN vs AZ
Cincinnati Reds at AZ
Friday, August 21, 2026
SIMULATION · ONE TRIAL, EVERY MARKET
Watch the model run this game.
One representative trial from the CIN @ AZ simulation — real per-AB batter, outcome, and score progression from the spine. Every game-level market updates in lock-step with each play.
FIELD
PITCH SEQUENCE
CIN Leadoff (R) vs HP
OUTCOME DISTRIBUTION
CIN Leadoff in this spot
BATTER PROPS · CIN LEADOFF
PITCHER PROPS · HP
GAME MARKETS · LIVE
updating per event
MONEYLINE
AZ to win
TOTAL
Over 8.5
RUN LINE
AZ -1.5
TEAM TOTAL AZ
Over 4.5
FIRST 5 INN
AZ wins F5
event 1 / 14 · pitching
Every card on the board is a live read. As the game changes, the math changes with it — every prop, every market line, in real time. Cards turn green when they hit, red when they miss.
I · GAME-LEVEL MODEL
Win probability + total.
GAME TOTAL
CIN Over 4.5 runs
5,000-TRIAL SIMULATION
straight from our 5,000-trial sim · lineup is 10-for-34 (.294) with 2 HR vs. this starter, career
II · METHODOLOGY
How this read was built.
- Simulation. 5,000 Monte Carlo trials of this game using real play-by-play data, confirmed lineups, pitcher quality, bullpen depth, defensive runs saved, catcher framing, umpire K-zones, and per-batter rates regressed with empirical Bayes.
- What the number means. The share of those 5,000 trials in which the outcome happened — the model's own estimate, not a claim that a sportsbook has mispriced it. We publish it next to the reasoning that produced it and let the settlement record below speak for itself.
- Settlement. Every read on this page is graded by Kalshi's own settlement market once the game ends. The post-game version of this page shows what was confirmed and what was missed.
DISCLOSURE
BetFly is not a sportsbook, prediction market, or wagering operator. The model reads above are sabermetric simulation output — not advice or a recommendation on whether or how to bet. See our Disclaimer for the full risk disclosure.