LineScout
Free NFL betting research
Get picks like this daily. Today's launch numbers, the top launches, AI and tech news, and a daily opportunity pick, straight to your inbox.
that shows its work. Game breakdowns, injuries, player prop hit rates and the best price across sportsbooks, plus alerts when a book lags Pinnacle. Every pick is logged before kickoff and graded in public, wins and losses.
PH · launched Nov 7, 2026 · 1 upvote (top 64%) · 0 views
Niche: sports betting and analytics platforms · 92 launches, 12 in the last 7 days ▲ +50% · Explore this niche →
Category and tags
- Media & entertainment
- Analytics & BI
- B2C
- Not AI
- Commercial product
- Analytics
- Sports
- Football
Visit website ↗ Source listing ↗
Could you build this?
Partial The site UI and alerts are vibe-codeable. The core value depends on proprietary or licensed data: sportsbook odds across books, player prop histories, and injury feeds. Acquiring and maintaining that data is the hard part.
What it would actually take: Build the frontend and the scheduled grading pipeline on a Python or Node backend. The hard parts are licensed odds feeds (for example, from The Odds API or a Pinnacle-style source), historical player stats, and injury data pipelines, all of which need data-engineering work and ongoing maintenance. Statistical modeling expertise is needed to make the hit-rate analysis credible.
Competitors
Other products that read as similar to this one : 195 launches clear the similarity bar, closest 8 shown.
Attention rank: #59 of 196 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 152 days after the earliest competitor.
- Linewhale · ph · 2026-10-06 · 1 upvotes · similarity 0.57
- Betwatch · ph · 2026-11-01 · 1 upvotes · similarity 0.53
- Fantasy Overdrive · ph · 2026-10-16 · 1 upvotes · similarity 0.52
- SharpLineup · ph · 2026-09-11 · 1 upvotes · similarity 0.51
- LVLup Props · ph · 2026-09-18 · 1 upvotes · similarity 0.51
- whynfl · ph · 2026-10-02 · 1 upvotes · similarity 0.51
- Sportmetrics · ph · 2026-10-11 · 1 upvotes · similarity 0.50
- Fantasy Trade Analyzer · ph · 2026-10-20 · 1 upvotes · similarity 0.50
The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.