Applied AI products - Lawyer-grade documents, without the lawyer-grade gate
An AI-assisted legal document preparation product that turns a guided conversation into a precise, defensible agreement — work that used to start at a retainer.
- Client
- Internal venture — applied AI products
- Service
- Applied AI products
The pattern
Some of the most important documents in a person's life are, structurally, almost formulaic — and yet remain expensive and intimidating to produce. The reason isn't the typing. It's the judgment: the document has to reflect a specific situation, anticipate edge cases, and hold up if it's ever tested. That judgment is what a professional is really selling, and it’s why a document that is largely boilerplate still starts at a retainer.
The effect is a quiet exclusion. The people who would benefit most from getting one of these documents right are often the ones least able to afford the gate in front of it. So they go without, or they use a generic fill-in-the-blank template that ignores the specifics that actually matter — which is its own kind of risk.
The boilerplate was never the value. The reasoning about your situation was — and that was the part locked behind the gate.
The approach
We treated this as one of our own ventures, partly to prove a thesis: that applied AI, built carefully, can carry the part of professional work that used to require a person, and do it within guardrails strong enough to trust.
The product runs a guided interview rather than a blank form. It asks what's relevant, follows up where an answer opens a new question, and reasons about how one detail changes another. The AI does the part that was genuinely hard — understanding a specific situation and translating it into precise language — while a structured framework keeps it inside the lines that the document category actually requires. The output isn't a generic template with names dropped in. It's a document assembled for one situation, with the reasoning visible rather than hidden.
What we built
- A guided, adaptive interview that replaces the intimidating blank form
- An AI reasoning layer that maps personal specifics to precise, defensible language
- A structured framework of guardrails so the model stays inside the requirements of the document category
- A review surface that shows why each clause is there, not just that it is
The result
The product collapses something that used to begin with a retainer into something a person can do thoughtfully, on their own time, at a fraction of the cost — without dropping to the quality floor of a generic template. The expertise didn't disappear; it got encoded, guarded, and made affordable.
| Outcome | Before | After |
|---|---|---|
| Starting point | A retainer and a consultation | A guided conversation |
| The hard part | Human judgment, gated by cost | AI reasoning, inside guardrails |
| Who it reaches | Those who can afford the gate | Those who most need it right |
We built this one for ourselves, and we point to it on purpose. It's the clearest statement of where the work is going: the open-source era let us deliver real software at a tenth of the cost, and the AI era now lets us deliver real judgment at a similar discount. The value is the same as it ever was — the right outcome for the person paying. What changed is how far down-market we can carry it.
The document was never the hard part. The reasoning about someone’s actual situation was. That’s exactly the part we used to think only a person could do — and exactly the part the model turned out to be good at, under the right guardrails.