vbcbench.com (http://vbcbench.com) is a benchmarking

vbcbench.com is a benchmarking tool I designed and built end-to-end that scores the transparency of public outcome claims made by value-based care organizations. Think of it as a Moody's-style rating for healthcare outcome reporting.

On the back end, I built an AI-assisted extraction pipeline that pulls outcome claims from public sources (company websites, CMS data, PubMed, SEC filings), applies semantic deduplication, and scores each claim against a deterministic rubric evaluating source accountability, comparator presence, denominator clarity, and timeframe documentation. The scoring engine is fully rules-based (v1.0, scale 1–5) to ensure reproducibility and auditability.

On the front end, I handled deployment on Vercel including SSL configuration and subdomain routing, and iterated on the UI to surface scored results in a clean, interpretable format for a non-technical audience.

The current dataset covers 10 companies and ~51 validated claim snippets, with infrastructure in place to scale across the broader VBC market. Still a work in progress.