AI VORTEX · LEGAL INTELLIGENCE
Independent research, case evidence and practical resources for the people deciding how AI enters legal work.
Here to read first? The blog and the latest essay are below ↓
FOR LAW FIRMS AND LEGAL TEAMS
LEGAL AI RISK TRACKER
Sanctions for AI-generated citations, the courts and judges behind them and the record of each matter. Free to search.
Search the tracker ↗FROM THE BLOG
Guides, comparisons and essays on how AI enters legal work, each tied to its sources.
Explore the blog
NEW ESSAY · SEPTEMBER 25, 2026
Keep the judgment. Redesign the delivery. An essay and a practical client advantage test.
Read the essay ↗EDITORIAL SELECTION
Three ways to put the research to work: review capacity, evidence of skill and a first workflow pilot.
Latest articles in the blog ↗Start here when faster drafts are building a review queue. The guide helps you examine incoming work, available review time and the controls a pilot needs.
Read the review-capacity guide ↗A polished output does not show how you worked. Build a sample that carries the source, your correction and the decision another person still needs to make.
Build a reviewable work sample ↗Use the playbook’s workflow scorecard, pricing framework and first-month plan to prepare a bounded pilot. The PDF is available to download directly.
Explore the Hybrid AI Firm Playbook ↗PUT THE RESEARCH TO WORK
Different decisions need different kinds of evidence. Start with the resource built for yours.
CASE INTELLIGENCE
Investigate AI-related legal matters through search, geography and analysis. Open the matter and inspect the underlying record before drawing a conclusion.
An investigation starting point. The linked record carries the facts and their limits.
CAREERS & REVIEWED WORK
Explore roles, learning routes and work samples by the responsibility you want to own.
AI READINESS
Use the self-assessment to structure the conversation around controls, workflows and next steps.
THE HYBRID AI FIRM PLAYBOOK
Work through a readiness scorecard, a pricing ladder and a first-month plan.
THE OPEN LIBRARY
Start with a topic. Each directory lets you search the collection and move into the individual guide, source or comparison.
Search across AI Vortex ↗
Longer reads on legal work, AI infrastructure and the economics around them.
Better AI creates capacity. The service changes when a firm makes that capacity useful to the client. Includes a working test to take into the next meeting.
Freshfields declared infrastructure. S&C apologized for 40 hallucinations. Hogan Lovells formed an alliance. Clio shipped agentic execution. Four storylines, one phase change.
KPMG demanded a 14% AI discount from Grant Thornton. The fee dropped from $416,000 to $357,000. Every General Counsel just got the script.
Anthropic built a model that found thousands of zero-day vulnerabilities in every major OS. They refused to release it. Here's why that matters for every firm handling confidential data.
448 signals. Four dimensions. Five levels. The framework that scores where your firm actually stands on AI, and why the gaps between dimensions are where the real risk hides.
$60 billion in legal work mapped to “autopilot territory.” Crosby raised $85.8M. Cooley invested in its own disruption. The line is drawn.
How AI is quietly reshaping the paralegal role, and why some small law firms are scaling to seven figures while others stay stuck.
FROM RESEARCH TO IMPLEMENTATION
Bring one workflow, the point where it breaks down, and the outcome you need. Explore the AI Systems Blueprint and AI Systems Pilot.
Explore consulting ↗About Manuel and the approach
AI VISIBILITY DIAGNOSTIC
Review the diagnostic’s scope, sample findings and process.
BY MANUEL AYALA
AI Vortex connects independent legal AI research with practical work on operations, sources and review. Read the publication, explore the resources, or bring a workflow to consulting.
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