Case Studies

Systems built and shipped.

Real engagements, real deployments. No hypotheticals.

FeaturedPrivate Equity · Legal AI✓ Deployed

Automated NDA Redlining for a $1B+ AUM PE Firm

Built and deployed a multi-step RAG pipeline that analyzed incoming NDAs against a firm's preferred legal positions, flagged every misaligned clause, and automatically rewrote them as tracked-change redlines — ready for attorney review.

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Legal · AI POC✓ POC Deployed

NDA Analysis for a Law Firm

Redeployed the NDA pipeline with a custom preferred positions playbook for a law firm — demonstrating that the system's architecture cleanly separates pipeline logic from client-specific legal standards.

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Commercial Real Estate · Document AI✓ POC — Demo Successful

AI-Generated Letters of Intent for Commercial Real Estate

Built a POC that automated the drafting of commercial real estate Letters of Intent — taking deal specifications from a structured input and intelligently filling a bracketed LOI template to produce a complete, ready-to-review document.

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