Program Manager and AI builder with 20 years of experience delivering complex technical programs, including 6+ years building production AI systems across LLMs, computer vision, and machine learning. Former IBM and GE — shipped enterprise AI tooling for Fortune 100 clients where the cost of a hallucinated output is measured in millions.
Most recently, I spent a year embedded inside a California personal injury firm, streamlining case operations from intake to settlement. I sat with attorneys and paralegals through every stage of a case and watched the same pattern repeat: brilliant lawyers losing four to six hours per demand to document work that an AI senior associate could finish in minutes — if it were built right.
Most legal AI isn’t built right. It hallucinates case law, generates generic letters that adjusters dismiss in seconds, and ignores the medical and procedural nuance that actually moves valuations. After a year inside the firm, I knew exactly what was missing.
I’m now building CounselorAI — an AI demand consultant for personal injury law firms. Every citation is verified against 10,000+ published court opinions. Every demand is built in your firm’s voice, with dual-methodology valuation, ICD-10 validation, treatment gap rebuttals, and pre-countered defense arguments. Built HIPAA-compliant from day one, with per-firm data isolation. The goal isn’t to replace your judgment — it’s to give you better ammunition.
If you’re a PI firm wondering whether CounselorAI is worth evaluating, our ROI calculator lets you plug in your actual firm numbers — demand volume, settlement size, tender rate, staff costs — and see the net annual benefit before booking a demo. Math is transparent; assumptions are adjustable.
If you run a PI firm and want to see what we find in a real case, book a 15-minute demo. No credit card. Bring a case. See for yourself.
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