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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