01 Ask
Ask.
In plain English.
A lawyer types the question the way they would ask an associate. No query language. No folder to remember.
What does our file say?
Cited, or it doesn’t count.
The citation comes with the answer.
A lawyer asks in plain English and gets an answer from your own contracts and case files, with the passage it used, so they stop hunting folders.
Book a 30-minute call
Or start with a $200 audit of 5 to 10 documents. Credited if you proceed.
Scroll the file
02 The file
The file.
Not the open web.
It searches that firm’s contracts and case files. If the answer is not in the file, it does not borrow one from somewhere else.
The open webStays out.
Your files
Contracts and case files.
03 The page
The page.
The answer does not arrive alone.
It comes back with the document and the lines it used. Cited, or it doesn’t count.
The answer
In the file. With the lines it used.
Page
11
A real deployment, not a demo.
After about 1,100 documents were ingested.
Client benchmark, correct
5/14to5/14
Golden set, correct
36/60to36/60
Claude with citations, Voyage legal embeddings, hybrid search, and OCR for scanned PDFs.
Francisco Roncalli
Working software. Not a deck.
He takes a messy business problem and ships the system. One person, so a company gets a senior builder without hiring a team.
Ships it
Tech lead on a production system. The benchmark above is that work, after about 1,100 documents. Not a prototype that falls apart in use.
Knows if it holds
Lead developer for Samsung, the Golden State Warriors, and Delta Air Lines. Mentored by the lead software engineer for Amazon Prime Video. He picks the tools, builds the thing, and can tell whether it works, scales, and is actually good.
No team to hire
That work happens as one person. A business does not stand up a department to get a senior builder.
Who it is for
A partner or practice leader at a mid-market California firm, about 50 to 200 attorneys, whose people already have the document and still lose the hour finding it.
Who it is not for
Not an AI receptionist. Not a chatbot that answers from the open web. If that is the job, this is the wrong system.
$200
Accuracy audit
- Send 5 to 10 of your documents.
- Get a written report on how accurate the assistant is on them.
- The $200 is credited toward the build if you proceed.
The package starts at an $8,000 build plus $3,500 a month.
See whether your documents clear the same bar.
Thirty minutes. No software tour. If the volume is too thin, you will hear that.
Book a 30-minute callFrancisco RoncalliOutboundOS Consulting LLCfrancisco.r@outboundos.net(818) 938-0993Los AngelesLinkedIn