What is the Verification-Value Paradox? And how does it impact the value of AI? Leigh Vickery of Level Legal discusses that in this article!
The article in ALM’s Law Journal Newsletters, titled (wait for it!) When Efficiency Meets the Duty to Verify: Reflections on The Verification-Value Paradox (available here), discusses Joshua Yuvaraj’s article, The Verification-Value Paradox: A Normative Critique of Gen AI Use in Legal Practice. Yuvaraj discusses how, in serious legal work, the bottleneck isn’t how fast AI can generate text. The bottleneck is what it costs in time, skill, and ethical attention to verify that output.
Yuvaraj starts by describing the now-familiar enthusiasm that machine-learning-based generative AI products are said to “drastically streamline and reduce the cost of legal practice.” That optimism, he notes, rests on an assumption that lawyers can “effectively manage AI’s risks.” When lawyers in numerous countries have now been reprimanded for inaccurate AI-generated submissions, he argues, the paradigm needs to be revisited.
The heart of the paper is what he calls the verification-value paradox. The paradox can be captured as:
Net value of AI = efficiency gains – verification costs.
So, what does Yuvaraj say that the net value of AI will be in many legal contexts once verification is honestly accounted for? And what happens when verification is skipped? Find out here, it’s only one click! I can verify the value of this article! 😉
So, what do you think? How does your organization maximize the value of AI? Please share any comments you might have or if you’d like to know more about a particular topic.
Image created using Microsoft Designer, using the term “robot lawyer looking at scales”.
Disclosure: Level Legal is an Educational Partner and sponsor of eDiscovery Today
Disclaimer: The views represented herein are exclusively the views of the author, and do not necessarily represent the views held by my employer, my partners or my clients. eDiscovery Today is made available solely for educational purposes to provide general information about general eDiscovery principles and not to provide specific legal advice applicable to any particular circumstance. eDiscovery Today should not be used as a substitute for competent legal advice from a lawyer you have retained and who has agreed to represent you.
Discover more from eDiscovery Today by Doug Austin
Subscribe to get the latest posts sent to your email.



Hi Doug and Happy New Year. FYI, Melissa Rogozinsky and I wrote a couple of articles about the verification issue, Yuvaraj’s study, and what the verification issue may do to legal workflows that you might be interested in. Here are the links:
https://abovethelaw.com/2025/12/like-lawyers-in-pompeii-is-legal-ignoring-the-coming-ai-crisis-part-ii/
https://abovethelaw.com/2025/12/like-lawyers-in-pompeii-is-legal-ignoring-the-coming-ai-trust-crisis-part-iii/