A lawyer who builds.

Tools that take repetitive work out of legal practice, so lawyers can spend their time on judgement.

1. Prototype · LegalQuants Residency · Personal learning project

   Memo review rule engine

   Claude CodeRule engine

   Problem

   Turning a long regulatory memo into something a business team can act on takes rounds of careful review.

   Build

   A prototype built with Claude Code during the LegalQuants Residency that checks a memo against a set of rules, implemented as a rule engine. Built and tested on synthetic memos only.

   Output

   A consolidated tracker of findings.

   Note

   A personal learning project. Not an employer tool, and not built on any employer’s data.

2. Shipped · Augmented Era

   The three-minute contract desk

   Monday.comPandaDocNotion

   Problem

   A queue of routine agreements competing for a small legal team’s time.

   Build

   One front door for every request, and a self-service platform for standard agreements.

   Result

   Standard agreements in under three minutes; turnaround held within two working days; part of a programme that cut outside-counsel costs by 40%.

3. In development · Personal project

   NDA review assistant

   Model-agnosticWeb app

   Problem

   First-pass NDA review is repetitive, yet a missed clause still matters.

   Build

   A review assistant that isn’t tied to one AI provider.

   Status

   Being tested against a varied set of real-world NDAs before anyone relies on it.

4. Idea · On the bench

   UAE payments licence navigator

   No AINo running costs

   Idea

   A few questions about a business model, mapped to the licensing regimes worth reading first.

   Guardrail

   Signposted as general information, not legal advice, and kept current with each regulatory change.