Forward-deployed engineers for AI-native services.
Your firm sells expert work by the hour. We rebuild it to run on agents.
Concinnity embeds senior engineers in your business and builds the AI-native version of the work you already deliver. Agents do the volume. Your rulebook keeps it correct. Your experts review only what needs them.
Same clients. Same quality bar. A fraction of the hours per job.
The shift
A business pays about $10,000 a year for accounting software, and about $120,000 a year for the accountant who uses it. For twenty years, only the first number could scale.
That has changed. AI can now do most of the routine work inside a service: checking, classifying, drafting, reconciling. The firms that rebuild around that sell finished work, not hours, and keep software-like margins while doing it.
The firms that don't will be undercut by the ones that do.
Who we build for
Firms whose product is expert work that follows rules:
Accounting and bookkeeping
Reconciliations, payables exceptions, month-end close.
Insurance brokers
Quote preparation, carrier comparison, policy checks.
Medical billing
Claim coding and pre-submission review.
Freight and customs
Product classification and shipment paperwork.
Law and compliance
Document review, filings, first drafts.
Trading and investment
Encoding a house method into checks that run on every decision.
If your team does the same kind of job hundreds of times a month, and a senior person can tell you whether it was done right, it can probably be rebuilt.
What we build
Every AI-native service has the same six parts. We build all six, inside your business.
- The unit. One clearly defined piece of finished work: a reviewed claim, a classified shipment, a closed month.
- The intake. A form or an upload, not three scoping calls.
- The engine. AI agents configured with your instructions, examples and industry context.
- The rulebook. What "correct" means in your work, and every way the AI gets it wrong. This is the real product, and it belongs to you.
- The review step. Low-risk work goes straight out. Anything with money, legal exposure or reputation attached goes to one of your experts first.
- The delivery. A dashboard your client uses to see status and results, without calling anyone.
Recent work
- [N] weeks | Trading firm | A house trading method, turned into checks that run on every trade.
- [N] agencies | Government | Groundwater permits, fees and monitoring moved from paper to one platform.
- [X]% lower licence cost | Enterprise content | Staff stopped needing paid licences to fill in forms.
- Since 2015 | [N] production platforms shipped for media, government and retail.
Bring us the job your team does a thousand times a month.
In one call, we'll tell you whether it's a good candidate, what the unit would be, and what the first two weeks would look like. If it isn't a fit, we'll say so.
Book a call