BenchCoach
A pre-game MLB companion that ranks every night's matchups by watchability, surfaces storylines, and gives fans a 60-second scouting report on the starting pitchers.
casual MLB fans who want a smarter way to pick what to watch tonight
- Daily "Watchability Score" per game combining rivalry, playoff stakes, and player storylines
- Two-minute scouting brief on each starting pitcher (arsenal, splits, recent form)
- Injury-impact card flagging which IL players actually change tonight's odds
- Push alerts for breakout rookies and milestone chases in tonight's slate
The Athletics-White Sox tilt is the kind of midseason matchup where casual fans need a guide to know whether it's worth tuning in; AI turns a generic game card into a story.
MLB.TV subscriptions at $119.99–$149.99/yr and Apple Sports adding probable-pitcher data show real paying demand for MLB matchup info, but the 'pick-what-to-watch-tonight' niche for casual fans (vs hardcore) is narrower than overall MLB demand.MLB.TV Lowers Yearly Subscription Price to $119.99 for 2025 Season ↗Apple Sports adds 'probable starting pitcher' ahead of first 2026 MLB season ↗
Whitespace is crowded: MLB.com itself ships 'Scout Insights powered by Google Cloud AI' on Gameday, an open-source GitHub project already builds the exact AI scouting-report concept, Apple Sports now surfaces probable pitchers, and Ballpark/MLB Alert cover alerts — leaving little room.MLB Scout Insights, powered by Google Cloud AI | MLB.com ↗GitHub - camczc/scoutingreport: AI-powered MLB scouting and analytics platform ↗Apple Sports adds 'probable starting pitcher' ahead of first 2026 MLB season ↗
Hard to monetize: MLB's own Scout Insights is free on Gameday, MLB.TV bundles extensive content for ~$120/yr, and asking casual fans for yet another subscription for 60-second scouting clips faces stiff ZIRP-fatigue and free alternatives.MLB.TV returns for 2025 ↗MLB Scout Insights, powered by Google Cloud AI | MLB.com ↗
MLB plays ~162 games/year for a century-old league, giving recurring nightly use during a ~6-month season, but engagement collapses in offseason.
Highly feasible: public MLB Stats APIs feed an existing open-source Claude-powered scouting-report build, and a 60-second text pitch summary is a straightforward LLM call over structured data.GitHub - camczc/scoutingreport: AI-powered MLB scouting and analytics platform ↗