Book Three - Rewriting the Record

Rewriting the Record An Institutional Call to Action on the Future of Women in Law WAVI Research Trilogy · Volume Three

The first two books in the WAVI Research Trilogy spoke to women attorneys: how AI search systems see them, and what they can do about it individually. Rewriting the Record speaks to the institutions that surround them — bar associations, law firm leadership, women's professional networks, and the allies who already understand that equity in the profession is no longer a question of intent but of infrastructure.

Drawing on three states of original research (Colorado, Texas, and Florida) this final volume of the trilogy makes the case that the AI visibility gap affecting women attorneys is not a marketing failure or a diversity issue. It is a structural underinvestment in the digital infrastructure that now mediates how clients, journalists, lateral candidates, and AI systems themselves discover legal talent. And it is one that institutions have both the leverage and the responsibility to close.

Across seven chapters, Rewriting the Record reframes the conversation: from individual visibility to institutional accountability, from diversity initiative to competitive intelligence, from quiet underrepresentation to a permanent record being written into the AI training data of the next decade. It addresses what bar associations owe their members, what law firms owe their women attorneys, and what every reader, regardless of role can do to shift a system that was not built to see women lawyers and is now learning, query by query, to overlook them by default.

The trilogy ends here. The work begins.

Inside the book

• The institutional layer of the AI visibility problem
• What bar associations can do that no individual attorney can
• The competitive intelligence case for law firm investment
• The Wikipedia and Wikidata strategy for systemic visibility
• A coordinated playbook for women's professional networks
• The advocacy framework for allies inside the profession
• A multi-state evidence base supporting every recommendation