Bench Coach
Bench Coach is a calibrated MLB analytics platform built on a 75-state lead-aware Markov chain. We publish model probabilities alongside market lines and respect the reader's judgment.
Live at benchcoach.io since Opening Day 2026. Brier 0.1598–0.1677 (9-season range). Scorebook aesthetic. Human-AI build.
The Bench Coach press kit includes our wordmark in vector and raster formats, high-resolution dashboard screenshots, a product fact sheet, a Bench Coach overview, and a reference card of model performance metrics updated quarterly. All assets are free to use in editorial coverage with attribution to benchcoach.io.
For interview requests, fact-checking, or editorial questions, write to press@benchcoach.io. We aim to respond within one business day.
For general inquiries unrelated to press, use hello@benchcoach.io. For responsible-gaming resources, see /responsible-gaming.
| Company | Bench Coach |
| URL | benchcoach.io |
| Founded | 2026 |
| Operating entity | SeaRaven Studios |
| Headquarters | New York, NY |
| Product | MLB betting analytics and real-time probability model |
| Technology | 75-state lead-aware Markov chain, trained on 2.6M historical plate appearances |
| Launch | Opening Day 2026 (2026-03-26) |
| In-game Brier score | 0.1598–0.1677 across 9 out-of-sample seasons (2017–2025), spanning 4 rule eras |
| Calibration | Mean Brier 0.163 across all 9 seasons; year-to-year stability within 7.9bp Brier range |
| High-confidence accuracy | 82.1–84.8% when model reports ≥70% confidence (9-season range; 83.3% mean) |
| Affiliate programs | Not yet active — see /affiliate-disclosure |
| Compliance surface | 21+ gated, state-legality enforced, methodology published |
When referencing Bench Coach in editorial coverage, please use “Bench Coach” (two words, both capitalized). Do not hyphenate. Do not abbreviate as “BC” in first reference. The wordmark may be reproduced in editorial contexts without permission; for commercial or partnership use, contact press@benchcoach.io.
Our preferred descriptor in a sentence is: “Bench Coach, an MLB analytics platform,” or “Bench Coach, a calibrated MLB probability model.” Avoid framing Bench Coach as a betting-tip service, a pick site, or a handicapping service. We publish model output; we do not publish picks.
Playfair Display · setwide · ink on paper
Bench Coach launched in March 2026 and has not yet been covered by press. As coverage publishes, citations will appear here in reverse chronological order. For interviews about the model or methodology, walkthroughs, or first access to performance data, write to press@benchcoach.io.