Posts on LegalRealist AI

Finding the Needle in the Haystack

hi@legalrealist.ai (LegalRealist AI) — Wed, 29 Apr 2026 00:00:00 +0000

LLMs ace simple retrieval benchmarks but collapse on the tasks that matter in fraud investigations — finding semantically disguised evidence buried in millions of documents

The Bench Is Using It Too

hi@legalrealist.ai (LegalRealist AI) — Wed, 29 Apr 2026 00:00:00 +0000

More than 60% of federal judges use AI in their judicial work — and most chambers have no policy governing it

The Government Already Has the Data

hi@legalrealist.ai (LegalRealist AI) — Wed, 29 Apr 2026 00:00:00 +0000

Medicare claims, tax returns, PPP applications — the government already holds a closed, mostly clean dataset of every transaction it needs to find fraud. It doesn’t need SARs or tips. It just needs to run the query.

AI Playbook: Building a Stack That Outguns Bigger Firms

hi@legalrealist.ai (LegalRealist AI) — Tue, 28 Apr 2026 00:00:00 +0000

How a five-attorney litigation boutique can use Claude Enterprise, Gemini, and smart model routing to match BigLaw’s AI firepower at a fraction of the cost

Privilege, Work Product, and AI: A 2026 Doctrinal Map

hi@legalrealist.ai (LegalRealist AI) — Tue, 28 Apr 2026 00:00:00 +0000

Federal courts are working out how attorney-client privilege and work product apply to AI prompts. The doctrine hasn’t changed — Hickman, Upjohn, and Kovel still control. Here’s how each case applies the existing elements.

The AI Use Spectrum

hi@legalrealist.ai (LegalRealist AI) — Mon, 27 Apr 2026 00:00:00 +0000

From chat windows to enterprise platforms — a framework for understanding where your firm sits on the AI adoption curve

AI Playbook: Litigation Workflows with Claude Cowork

hi@legalrealist.ai (LegalRealist AI) — Sat, 25 Apr 2026 00:00:00 +0000

A practical walkthrough of Claude Cowork across the litigation lifecycle — organized around Projects for matters and Skills for recurring tasks — plus the privilege question every firm needs to answer first.

The Knowledge Tax

hi@legalrealist.ai (LegalRealist AI) — Sat, 25 Apr 2026 00:00:00 +0000

Corporate legal departments are done paying law firms to relearn what they already taught them. AI-powered knowledge management is turning institutional memory into a weapon against duplicate billing.

What Clients Actually Want from AI

hi@legalrealist.ai (LegalRealist AI) — Fri, 24 Apr 2026 00:00:00 +0000

Clients are rewriting outside counsel guidelines, cutting budgets, and insourcing AI-powered work. The data on what they expect — and where law firms are falling short.

Buy, Build, or Partner: Four BigLaw Bets on AI

hi@legalrealist.ai (LegalRealist AI) — Wed, 22 Apr 2026 00:00:00 +0000

Cleary Gottlieb acquired an AI company. A&O Shearman co-develops with Harvey and shares the revenue. Sullivan & Cromwell invested in a startup and lost it to an acquirer. Freshfields partnered with both Google and Anthropic while building its own tools. Four elite firms, four AI strategies, four very different results.

Five Case Studies from the Firms Actually Using AI

hi@legalrealist.ai (LegalRealist AI) — Mon, 20 Apr 2026 00:00:00 +0000

How Quinn Emanuel, Mayer Brown, Outten & Golden, and others deployed AI on real matters — with real numbers

Managed Services Providers

hi@legalrealist.ai (LegalRealist AI) — Sun, 15 Mar 2026 00:00:00 +0000

How managed legal services providers are integrating AI into human-driven workflows

The Tools

hi@legalrealist.ai (LegalRealist AI) — Fri, 27 Feb 2026 00:00:00 +0000

A buyer’s guide to eleven legal AI products across litigation, corporate practice, and practice management

The Fundamental Limits

hi@legalrealist.ai (LegalRealist AI) — Sun, 07 Dec 2025 00:00:00 +0000

Why hallucination is an architectural feature of LLMs, not a bug — and what that means for legal AI

The Foundation

hi@legalrealist.ai (LegalRealist AI) — Tue, 25 Nov 2025 00:00:00 +0000

LLMs are the core technology for AI applications