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6/10

Bullpen Brief

A personalized MLB matchday companion that turns every Cubs/Cardinals-style game into a story you can actually follow — with live win-probability shifts, momentum explanations, and the player storylines that matter to your team.

Target user

Diehard MLB fans who track a specific team (especially in Cubs/Cardinals rivalry markets)

Features
  • Live win-probability graph with a plain-English explanation for every swing
  • Personalized 'why this matters' storyline cards built around your team and favorite players
  • Pitcher-vs-batter matchup preview cards before every game
  • Custom alerts for clutch at-bats, bullpen changes, and probable no-hitters
Why now

Recent Cubs 10-2 rout shows steady fan search volume around rivalry games; the NL Central is a year-round obsession; mainstream sports apps still treat baseball as box scores rather than narrative.

Signals · overall 6/10
Demand
6/10

MLB app generates ~$7M/month revenue and MLB.TV is a top streaming league service with $99.99–$149.99/yr pricing, confirming a paying diehard fan base; Cubs/Cardinals rivalry drives recurring search interest, but baseball engagement trails NFL/NBA.MLB - Overview - Apple App Store - US - App Information, Downloads ...Cubs vs Cardinals Pick: Historic Rivals Have 1st 2025 Meeting

Whitespace
5/10

MLB app dominates but is widely criticized for ads, blackouts and a social-feed UI; Baseball Nut (free PWA) already ships win probability, player stats and a NUT metric; ESPN/FanGraphs/Baseball Reference cover analytics — the AI-narrative + storyline-for-your-team angle is somewhat differentiated but the lane is clearly occupied.Baseball NUT vs MLB App — A Cleaner Way to Follow BaseballBest MLB App Alternatives in 2026 — No Ads, No Gambling

Monetization
5/10

Fans already pay $99–$149/yr for MLB.TV and MLB.com subscription tiers, demonstrating willingness to pay; however, baseball fans are notoriously price-sensitive, free alternatives like Baseball Nut exist, and an AI-narrative subscription on top of MLB.TV is unproven.MLB.TV Out-of-Market Packages | Buy MLB.TV | MLB.comWhat Does the MLB App Cost? Exploring Subscription Prices and Benefits

Longevity
8/10

162-game season plus offseason hot stove and a century-old Cubs/Cardinals rivalry give year-round engagement hooks; MLB.TV auto-renews annually and has grown as a top sports streaming service over 20+ years.MLB.TV's growth as the top sports league streaming serviceMLB.TV Out-of-Market Packages | Buy MLB.TV | MLB.com

Feasibility
7/10

Public MLB Stats API and Statcast data provide win probability, pitch-by-pitch and player storylines out of the box; an LLM narrative layer on top is straightforward to build, though real-time push and personalization add moderate engineering complexity.Live Scores & Win Probabilities - DimersBaseball NUT vs MLB App — A Cleaner Way to Follow Baseball

cubs vs cardinals · 100+ searches · CAGoogle Trends · 2026-07-30 (today)