Live NIL marketplace connecting college athletes with brands — automated matching, contracts, and payments under NCAA + state NIL laws.
My D1 wrestler roommate couldn't afford textbooks despite training 40+ hours a week. I built OpenField so NIL isn't only for star athletes — any college athlete with an audience deserves a shot at monetization.
Designed normalized relational schema for a live marketplace — Athletes ↔ Deals ↔ Contracts ↔ Deliverables ↔ Payments with referential integrity — enabled automated contract generation, escrow payment states, and race-condition-free marketplace queries
Built collaborative filtering matching engine across sport, follower count, location, brand category, and NIL state law compliance → 67% match-to-deal conversion rate
Implemented NCAA + state NIL compliance engine across 19 state laws via DocuSign API — automatically selects correct contract template per athlete university and state
Stripe Connect escrow pipeline with 85/15 split and milestone payouts — zero payment disputes across all processed deals
Redis caching layer (88% hit rate) on marketplace search queries — fast athlete discovery across concurrent brand sessions
The hardest part of OpenField wasn't the UI — it was designing a relational schema that could support a live marketplace with compliance, escrow, and contract state all enforced at the data layer.
Marketplace logic required handling many-to-many athlete ↔ brand relationships, multiple deals per athlete, deliverables per contract, state-specific NIL rules, escrow payment flows, and contract revisions + signatures. A bad schema would break compliance or payments.
Collaborative filtering with hard eligibility filters to surface relevant athletes to brands and relevant campaigns to athletes.
DocuSign API generates legally binding, state-specific NIL contracts automatically — no lawyer required.
Stripe Connect escrow with milestone-based releases and automatic platform fee splits.
Dockerized services on AWS ECS with PostgreSQL, Redis caching, and S3 for contract document storage.