Training for Fairness: Reducing Reviewer and AI Bias in Document Review

AI is only as fair as the humans and data that train it. In document review, both Continuous Active Learning (CAL) systems and Generative AI workflows depend heavily on reviewer input through coded decisions. When reviewers bring bias (conscious or unconscious) into their coding, it gets amplified by the models and can escalate into systemic […]

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January 27, 2026
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Sustaining Innovation Through Structure: Why Bold Ideas Need Strategic Frameworks to Survive

A benefit of working for a company that has been in the legal services and technology industry for 37 years is that you learn a lot about what has worked and what hasn’t when it comes to innovation. We are always looking at where to develop, where to buy, and where to partner when creating […]

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January 8, 2026
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Bridging Innovation and Efficiency: New Approaches to Managing Risk, Burden, and Spend

At the Consero Litigation Forum, I had the privilege of moderating a Knowledge Bridge discussion titled “New Approaches to Managing Risk, Burden, and Spend.” The session brought together 38 corporate legal leaders for a thoughtful, forward-looking conversation about how legal departments are adapting. Not just to cut costs and reduce risk, but to innovate in […]

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December 2, 2025
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Gathering at the eDiscovery Table: A Thanksgiving-Themed Recap of AEDI 2025

As the holiday season begins and we prepare to gather around our tables, Georgetown Law Advanced eDiscovery Institute (AEDI) 2025 felt a bit like a pre-Thanksgiving feast for the legal and eDiscovery community featuring a spread overflowing with insights, innovations, debates, and more than a few moments to savor. Instead of turkey and stuffing, the […]

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November 26, 2025
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Reflections on Legal Innovators UK 2025

I recently spent the day at the Legal Innovators Litigation Day in London with my colleagues, Ginny Gonzalez and David York. While it’s always an engaging event, something was different this year. The conversations were louder, but the conviction wasn’t. When a firm the size of CMS admits it’s still “working it out,” in reference […]

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November 13, 2025
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Inclusive Intelligence: The Human Side of AI in Legal

Artificial Intelligence (AI) is reshaping how corporate legal teams and outside counsel manage data, analyze risk, and deliver value. But AI is simply one part of the process. At TCDI, we believe that maintaining human oversight is essential to ensure technology operates with fairness and within the right context. When diverse teams work with these […]

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November 11, 2025
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Smarter OCR, Stronger eDiscovery

If you have ever tried to review scanned contracts or make sense of handwritten notes, you know how unreliable traditional optical character recognition (OCR) can be. By design, OCR attempts to convert images of text into something you can search and edit, but it often struggles with low-quality documents and handwriting. Mistakes can force teams […]

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November 6, 2025
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Exploring the Evolving Role of AI in eDiscovery: Reflections from The Sedona Conference WG1 2025

If you have ever tried to explain artificial intelligence to a room full of legal professionals, you know the challenge. Half the audience leans forward in curiosity, and the other half folds their arms in caution. The 2025 Sedona Conference Working Group 1 Annual Meeting in Charlotte captured that exact mix of energy, pragmatic skepticism, […]

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October 30, 2025
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