Proposal drafting
First drafts assembled from past winning proposals and approved boilerplate.
Tell us the models and the users. We return a configuration sheet and a quote.
Spec a system →Model serving, access control and monitoring on hardware you own.
See the platform →
Thirty minutes with an engineer: your workflow, your data, and whether custom AI fits.
Book a scoping call →
Consulting, accounting, engineering and agency firms sell what their people know. We build tools that make the firm's past work findable and reusable, from proposals to deliverables, without sending client files outside the firm.
Every firm has the same problem: the best example of past work exists, nobody can find it, and client agreements limit where it can go. Search and drafting tools on your own hardware solve both.
We usually start with knowledge search across past deliverables and proposals, then add drafting tools that assemble first drafts from approved material, always citing the sources.
| Typical data | Proposals, deliverables, workpapers, research, engagement records |
|---|---|
| Common systems | Document management, PSA or ERP, CRM, file shares |
| Hardware | cstmAI Desk for a practice; Rack firm-wide |
| Rules in play | Client confidentiality terms, independence and records rules |
First drafts assembled from past winning proposals and approved boilerplate.
Past deliverables and methods answerable by plain question.
Cited summaries across your research library.
Checks against your standards, with exceptions flagged.
Meetings and engagement history condensed for the next team.
Who has done this before, based on the work itself.

Two weeks: pick the workflow, audit the data, size the hardware, write the evaluation set.
A fixed-scope build against that evaluation set, reviewed every week with your team.
Hardware tested on our bench, then installed and connected on your site.
Your team runs it with our runbooks, or we run it for you.
Yes. Permissions from your document system and client-matter tags can limit what each person's search can see, and we test those rules before launch.
It drafts from your approved past material and cites it. Your people edit and own the result.
A practice group often starts on a cstmAI Desk; firm-wide use usually needs a Rack.
Tell us the models you want to run, how many people will use them and where the hardware should live. An engineer replies with a first configuration and the questions that decide the quote.