Opening Line Analytics

MLB Prediction Tool Production Readiness

1 wkTo Production

MLBData Integration

Real-timePredictions

Opening Line Analytics case study - MLB Prediction Tool Production Readiness | Sports Analytics MVP Development

01The Challenge

Built a React frontend for an MLB NRFI prediction tool featuring game simulations with probability meters, EV calculations, and Kelly criterion bet sizing. Added backend rate limiting and production hardening.

Prototype code not production-ready
Need for rate limiting and security
Complex UI for data visualization

02The Approach

Audit

1 week

Code review
Security assessment
Performance analysis

Harden

2 weeks

Rate limiting
Error handling
UI polish

Deploy

1 week

Production setup
Monitoring
Documentation

03Tech Stack

ReactNode.jsMachine LearningMLB Data

04The Results

Daniel took our prototype and made it production-ready in weeks.
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