For clients · legal
AI hallucinations in legal briefs
The client needed to keep a human as the final decision-maker (a lawyer certifies every filing under Rule 11 and state bar rules, so citations can’t be automated away) while still speeding the review. I built a stoplight process that lets a paralegal or attorney focus on the passages that carry the most risk instead of re-reading everything. I delivered the proof-of-concept; the client’s development team is building the production version.

Architecture
- Human as final decision-maker
- Multi-LLM architecture
- Panel design to drive an accuracy number
- AI escalation: uses low-cost models to assess and spends expensive model calls only where necessary
- AI triage of technical and regulatory content