Now Hearing the Case of Generative AI v. Traditional Machine Learning

A great debate seems to be rearing its head–is it better to conduct document review with traditional machine learning or with generative AI? This article examines traditional machine learning and generative AI in the context of review for production in litigation matters. While each party seeks to improve efficiency and defensibility, they differ meaningfully in workflow, transparency, human involvement, and overall impact on legal practice.

7 minute read March 01, 2026 at 12:23 AM
By
Cristin Traylor
Now Hearing the Case of Generative AI v. Traditional Machine Learning

A Comparative Analysis for Legal Professionals



Document review is a cornerstone of modern legal practice, particularly in litigation, regulatory investigations and compliance matters. As the volume of electronically stored information (ESI) continues to expand, legal professionals face increasing pressure to identify responsive documents quickly, accurately, and cost-effectively.

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