NNile Builds AI
Build Log

Blog

Written breakdown of every build — workflows, decisions, what worked and what didn't.

Legal AI

Can AI Draft an Engagement Letter for a Basic Estate Plan? I Tested It.

Estate planning attorneys write the same engagement letter dozens of times a year. I tested whether AI can produce a usable first draft from basic intake notes. Here's the honest result.

Legal AI

I Ran a Commercial Lease Through the Date Extractor. Here's Every Deadline It Found.

Commercial leases are full of dates that are easy to miss on a quick read. I ran one through the AI date extractor to see what it surfaces. Here's the full output.

Legal AI

The 3 Legal Tasks Most Worth Automating Right Now

Not every legal task is worth automating. These three are: intake notes, demand letter drafts, and deposition summaries. Here's why they work and what you actually save.

Legal AI

Why I Built Free Legal AI Tools as a Non-Attorney

I'm not a lawyer. So why did I spend months building free AI tools for attorneys? Here's the actual reason, and what I think it means for solo and small firm practice.

Legal AI

The Intake Problem: Why Most Attorneys Lose Cases Before They Start

Most case losses aren't in the courtroom. They happen at intake: missing facts, untracked gaps, no structured record. Here's what a bad intake actually costs you.

Legal AI

I Built the Intake Pipeline. Here's What It Actually Produces.

A section-by-section breakdown of what the two-step intake pipeline outputs, what each part is doing, and where the attorney needs to step in before relying on it.

Legal AI

I Built the Demand Letter Tool. Here's What It Actually Produces.

A section-by-section walkthrough of what the AI demand letter tool outputs, what each part is doing, and where an attorney needs to step in before sending.

Legal AI

Estimate Your Personal Injury Case Value with AI

Enter your injury type, liability strength, and medical specials. The AI applies the standard multiplier method and adjusts for the factors that actually move settlement value.

Legal AI

Why I Don't Use AI to Write Legal Arguments

AI is genuinely useful for drafting, summarizing, and structuring legal documents. It is not useful for strategy, arguments, or judgment calls. Here is where the line is.

Legal AI

What to Check Before You Send an AI-Drafted Legal Document

AI can draft a demand letter or engagement letter in under a minute. Here is the review checklist attorneys should run before anything goes out the door.

Legal AI

5 AI Prompts Attorneys Actually Use Every Week

Not theoretical. These are five prompts that handle the low-value writing work that eats attorney time every week — client emails, case summaries, prep notes, and more.

Legal AI

Summarize a Deposition Transcript with AI in Under a Minute

A two-step AI pipeline that reads any deposition transcript and returns key testimony, admissions, inconsistencies, and a timeline — organized and ready for trial prep.

Legal AI

Draft an Engagement Letter from Client Intake with AI

A single-prompt pipeline that turns client intake information into a complete engagement letter — scope, fees, obligations, and signature block included.

Legal AI

Extract Every Key Date from a Contract with AI

A two-step AI pipeline that reads any contract and returns every deadline, notice period, and auto-renewal date, sorted by risk level so nothing slips through.

Legal AI

Building a Legal Intake Pipeline with GPT-4o

How I built a two-step AI pipeline that turns messy client intake notes into structured matter data — parties, damages, SOL deadline, missing info flags — in under two seconds.

Legal AI

Generating a Demand Letter in 90 Seconds with GPT-4o

A two-step pipeline that takes structured matter data and produces a first-draft demand letter with inline source citations and attorney review flags — no blank page, no manual cross-referencing.