Blog
Notes from the studio
What AI automation is worth to a business, and how we build the systems that deliver it.
Success story
CaseScout.ai
The story of CaseScout.ai: how 50+ law firms went from hours of keyword searching to cited answers in minutes, with every citation verified against a real document.
July 15, 2026 · 4 min read
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Parcl
The story of Parcl: how real estate closing teams went from re-typing the same dozen facts into dozens of forms to uploading one agreement and watching the file complete itself.
July 18, 2026 · 4 min read
ReadLaw firm ROI
Every missed call is a client you paid to lose
You paid for marketing to make the phone ring. Then it rang while everyone was busy. The five-minute math on what missed calls cost a firm, and what fixes it.
July 22, 2026 · 4 min read
ReadLaw firm ROI
You pay your team to think. They spend the day typing.
You hired smart people and buried them in data entry. A worked example of what re-keying really costs a law office, and the number it frees up every year.
July 24, 2026 · 4 min read
ReadLaw firm ROI
If AI doesn't pay for itself in 3 months, don't buy it
Our rule: an automation should pay for itself in under three months or you should not buy it, including from us. The one formula that tells you which it is.
July 26, 2026 · 4 min read
ReadLaw firm automation
The 80% rule: where automation pays off in a law firm
Your firm does not need an AI strategy; it needs one bottleneck removed well. Target the steps where your people re-key, re-read, or re-route information, and leave the lawyering to lawyers.
March 12, 2026 · 5 min read
ReadLegal tech
Keyword search was never built for case law
Precedent lives in meaning, not keywords. Hybrid retrieval, dense embeddings fused with classic search and then reranked, surfaces the cases a boolean query misses.
April 8, 2026 · 6 min read
ReadReal estate law
Why closings are still manual, and what typed data changes
A closing file is the same dozen facts repeated across dozens of documents. Turn them into typed, validated fields once, and everything downstream can be generated instead of retyped.
May 6, 2026 · 5 min read
ReadLegal tech
Before your firm buys AI, ask this one question
Firms evaluating AI hear a lot of jargon. One question cuts through it: does the tool need to be right about facts, or consistent about format? Law runs on facts, and facts need sources.
May 28, 2026 · 6 min read
ReadLegal AI
How we make AI reliable enough for legal work
A wrong AI answer is a professional risk for the lawyer reading it. The measurement discipline behind our legal AI: versioned prompts, judged outputs, and a daily quality report.
June 17, 2026 · 5 min read
ReadLegal intake
The intake agent your clients will actually like
A person calling a law firm is often having a bad day. What makes an AI intake call feel effortless, and why the agent should never pretend to be human.
July 9, 2026 · 5 min read
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