First Rate

I build focused automation tools that help data workflows make safer, more reliable decisions.

Current work includes identity verification, data quality guardrails, and lightweight automation utilities.

My approach is simple: automate repetitive work, fail safely when evidence is weak, and keep tools easy to use.