Promptolution — Documentation production systems for defense machine shops

01 — The problem we're investigating

Every shop in the defense supply chain seems to carry the same second job: documentation.

Quality manuals that need updating. Work instructions that live in one machinist's head — and walk out the door when he retires. NIST 800-171 policies you're required to have written down before the next assessment cycle.

None of it cuts chips. All of it is mandatory. And the hours come out of the same place — yours.

That's our working theory. Before we build anything, we're confirming it with the people who'd know: shop owners.

02 — What we're building

You already understand the approach, because you do the same thing on the floor.

The machine

A CNC machine is a general-purpose tool. It becomes your capability when someone who knows the part writes the program. The precision isn't in the machine — it's in the G-code.

The model

A language model is the same kind of tool. Generic on its own. What we're building is the program: a structured production process that takes unstructured expert knowledge — how your shop actually runs, straight from the people who run it — and outputs finished, verified documents. Human review gate on every output. Full audit trail on every document — what went in, what came out, who verified it. A traveler, for paper.

Your expertise is the part print. We're writing the program that machines it into documents.

03 — The research partnership

Here's what we're actually asking for, and what you get.

What we're asking

A structured interview — an hour of straight talk about how documentation actually gets done in your shop, what it costs you, and what you've tried. No pitch. We're there to listen, not sell.

What it costs you

Nothing. No fees, no commitments, no follow-on obligation.

What partner shops get

You shape what gets built — the product is designed around what shops like yours tell us, not what we guess. And if we launch and you want it, research partners get preferred pricing on the finished product. If you don't want it, we shake hands and you're out nothing but the hour.

What we will never ask for

Controlled unclassified information. No part drawings, no program files, no CUI — that boundary holds in research and would hold in any future engagement, confirmed in writing.

04 — Where we stand on compliance

One thing worth stating plainly even at this stage: whatever we end up building will produce documentation — never a compliance verdict.

The determination belongs to your assessor and to you. That's a design principle, not a disclaimer.

05 — Who we are

Promptolution is a military veteran-owned Connecticut company. We build documentation production systems and knowledge management systems — and we're building this one in the open, with the shops it's meant to serve.

Talk with us

Run a shop in New England's defense supply chain? We want an hour of your perspective.

No cost, no pitch, no obligation. Tell us where to reach you and we'll find an hour that works.