subrogation

Cozen O'Connor — independent third-party profile of a public API surface, by API Evangelist. Cozen O'Connor is a full-service U.S. law firm founded in 1970 and headquartered in Philadelphia, with more than 1,000 attorneys across 33+ offices in the United States, Canada, and the United Kingdom.

Tractable — independent third-party profile of a public API surface, by API Evangelist. Tractable is a London-headquartered artificial intelligence company founded in 2014 by Alexandre Dalyac, Razvan Ranca, and Adrien Cohen that applies computer vision and deep learning to automate visual damage assessment for auto and property insurance claims.

Auto insurance subrogation classification with 14-model comparison + 7-ensemble bake-off. Stratified 5-fold CV F1 = 0.60 (Tree Super Stack). 18k claims, leakage-disciplined cross-validation, SMOTE + precision-recall threshold tuning. 6th of 44 teams in Travelers academic competition.

Machinify — independent third-party profile of a public API surface, by API Evangelist. Machinify is an AI-powered healthcare payment integrity platform that streamlines and automates payment processes for health plans. Its products - Coordinate (claims coordination), Subrogate (subrogation management), Audit (payment audit), Pay (payment processin