Blog
Tips, guides, and insights about document analysis and AI tools.
Legal AI Accuracy Claims: How to Read Them Like a Skeptic
Vendor decks promise 50% faster contract review with no method behind the number. Here's how to pressure-test legal AI accuracy claims before you sign.
OCR Errors: When Scanned Contracts Break AI Review
OCR errors quietly corrupt scanned contracts before AI summarization ever runs. Here's how bad scans break document review, and the five checks that catch them.
Contract Comparison: Why Identical Versions Aren't Equal
Near-identical contracts often create completely different obligations. A practical guide to version comparison, redline triage, and the changes a flat diff never shows.
The AI Productivity Myth: Faster Isn't the Same as Done
I logged 212 "hours saved" by AI in six months and finished fewer outcomes than the year before. Here's what I got wrong about measuring AI productivity.
Your Next Contract Reviewer Doesn't Work in Legal
AI contract review is moving out of legal and into procurement, sales, and compliance teams. Here's how to keep the speed without inheriting the risk.
The Legal Engineer: The Job AI Document Review Built
AI document review didn't just speed up legal work, it created a new profession. Here's what a legal engineer actually does, and why 2026 is their year.
Contract Definitions: How One Word Decides Your Deal
The definitions section looks like boilerplate, it isn't. Here's how defined terms quietly decide pricing, risk, and exit rights in every contract you sign.
The Readability Problem: Why Nobody Reads What They Sign
Length isn't what stops people from reading contracts, density is. A look at readability scores, plain-language rewrites, and where AI summarization actually helps.
AI Ate the Apprenticeship: Who Trains Junior Lawyers Now?
AI is saving lawyers 6% to 20% of their week, but those hours came out of junior training. Here's why the apprenticeship is disappearing, and how to rebuild it.
What a Tenant Lawyer Found in My Lease in 20 Minutes
I paid a tenant lawyer $250 to read the lease I'd skimmed. She circled nine clauses in 20 minutes, and six were hiding real money.
Employment Contract Myths That Follow You for Years
Your offer letter is a binding contract, and its clauses can outlast the job. Here are seven myths that trip up even senior hires, and what to check instead.
Document Review Is Solved: Legal AI's Judgment Era
AI won document review. That victory created a harder problem: the verification tax, and the judgment calls no summary can make for you.
Document Debt: The Risk Hiding in Unread Contracts
Document debt is the cost of every contract you signed and never tracked. Here's how to size it in 90 minutes, and what to fix first.
AI Vendor Contracts: Why 92% Want More Data Than Needed
92% of AI contracts claim data rights beyond what the service needs. Here's where that language hides in vendor agreements, and how to negotiate it back.
AI Document Review Metrics: What Legal Ops Should Track
Legal ops teams need to measure cycle time, consistency, redirected time, and write-downs, not just hours saved, when evaluating AI document review.
Why Every AI Tool Should Say 'I Don't Know' More Often
AI document tools that answer every question confidently can steer you wrong. Here's how to demand abstention, use confidence scores, and build a verification loop.
Negotiate Smarter: Use AI to Uncover Hidden Contract Terms
Learn how AI document analysis uncovers hidden contract terms and gives you negotiation use with a practical framework for contracts, leases, and policies.
Document AI Just Killed the Billable Hour
Document AI cuts review time by 75%, making the billable hour obsolete. Here's how to switch to value-based pricing before your clients force you.
Why AI Document Review Requires Governance, Not Just Speed
AI document review is faster than ever, but the real risk has shifted to governance. Here's how to build a defensible workflow that protects you and satisfies your boss.
How I Lost a $4,000 Client by Skimming a Contract Clause
A freelancer's honest story about how skimming a single contract clause cost him $4,000, and the system he built for never missing those clauses again.