How a Law Firm’s AI Mistake Proves Prompt Engineering is Not Enough

A law firm faced consequences after submitting AI-generated, fabricated legal citations.

The case shows that even advanced models can hallucinate when data is poorly organized or inputs conflict.

It highlights the limits of prompt engineering alone and the need for structured workflows and safeguards.

Better source inventories and conflict logs can help reduce false outputs and improve reliability.