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 starters.
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 streaming hit 19.39B minutes (+34% YoY) and 71.4M fans in 2025, but only ~14% of Americans name baseball their favorite sport — real but moderate casual demand.MLB Reveals 71,409,421 Fans In 2025: Why TV Ratings And Youth Uptick Matter ↗How Many Viewers Watch MLB? [Baseball Viewership Statistics] ↗
Direct competitor WatchableRank.com already ranks 'the most exciting games every week,' ESPN runs an annual MLB Watchability Index, and Sports SI publishes tiered watchability rankings — the exact niche is occupied.WatchableRank - We rank what's worth your time. ↗MLB 2025 Watchability Index: Ranking most fun teams to watch ↗GitHub - aenfield/mlb-watchability ↗
Incumbents (ESPN, SI, WatchableRank) give watchability rankings away as content marketing, MLB.TV is the dominant paid product and is now bundled into ESPN Unlimited, and the daily-use case is too narrow to support a premium subscription.MLB.TV on ESPN: Subscription cost, game coverage, more facts ↗MLB Streaming in 2025: What It Means for Fans & Advertisers ↗
Baseball's perennially low fan priority and incumbents' content-marketing advantage make this likely to be absorbed into MLB.com or ESPN rather than sustain an indie product.MLB Reveals 71,409,421 Fans In 2025: Why TV Ratings And Youth Uptick Matter ↗
Public MLB Stats API + schedule data feed an LLM-driven scouting report and watchability score trivially; the open-source mlb-watchability repo proves the core ranking is a weekend build.GitHub - aenfield/mlb-watchability ↗MLB Gameday: Real-time MLB scores for your favorite teams ↗