AI implementation

AI for the work your staff still do by hand

We find the manual work AI can take over, build the system, and train your staff to run it. We did it for our own company first: AI prepares our briefings, checks our invoices, sorts our email and records our meetings.

A typical build

8 weeks

Week 0-2

Scope

We map the task, the data and who signs off. A written brief, a fixed price. We map the task, the data, and the review process that decides whether the system can go live. You get a written brief with the scope and the fixed price.

Week 2-6

Build

Built on your real data, in your environment, with security and records staff from week one. We build the system on your real data, in your environment. Your security and records staff take part from the first week.

Week 6-8

Training and hand-off

Your staff are trained, the system is documented, and it runs without us. Your staff are trained, the system is documented, and it runs without us. You do not need a retainer to keep it running.

In use, and owned by you

We use it to run our own company

One agent runs these jobs for us every day.

A briefing on what needs attention
Weekdays, 9 am and 1 pm
Email sorting, so only urgent mail interrupts
Every 5 minutes
Action items from meeting recordings
As each recording finishes
Contracts, insurance and certificates checked for expiry
Weekdays, 7 am
Purchase orders checked against spending
Weekdays, 7 am
New federal awards checked against our sales pipeline
Weekdays, 8 am
Contractor invoices checked against logged time
Daily, noon
Client invoices drafted for approval
1st of each month

Our first version sent too many alerts

We started with a separate agent for each specialty, and each one decided for itself when to interrupt us. Now one agent makes that decision, and the others became scheduled jobs. We learned that on our own time, so you do not pay for the lesson.

Your security team will ask about permissions

Ours did. Our contractors use the same agent, but it works with each contractor's own permissions and sees only their records. Every client asks about this, and we solved it for ourselves first. See how we run our company on AI.

You can read one of our builds. The toolkit we made for a tax accountant in India is open source, with a write-up of what it cost and why we designed it that way. Read the write-up.

What an AI system should do

We look for skilled people who spend their week on data entry, follow-up and reformatting. The software does that part, shows its sources, and asks before any decision that matters. People keep the judgment.

A proposal advisor for a National Science Foundation program
The EPIIC Assistant helps researchers write proposals for the Enabling Partnerships to Increase Innovation Capacity (EPIIC) program. It gives stored expert answers to common questions, and AI answers based on the solicitation and the program guidance for everything else.
EPIIC program · In use
An instrument finder that cites every answer
We built it to answer which facility can characterize a given material, using only the program's own pages. Every claim links to its source, and each answer ends with the named manager of that instrument.
Materials Innovation Platforms
The scheduled jobs that run our company
The briefings, the meeting action items, the expiry checks and the invoice checks from the list above, all running on our own operations. This is where we learned what breaks, before we built any of it for a client.
Our own company · Since 2025

Two fixed-price ways to start

Each review has a price agreed before it starts, takes two weeks, and ends with a written report. Neither one commits you to further work, and neither fee is credited against a build. If neither fits, book a 30-minute call and we will find the right first step together.

If you have manual work and no plan yet

AI Workflow Review

You bring the tasks
Two or three tasks you think AI could take over: the month-end close, the request queue, the annual report, the work your best person spends Thursdays on. We look only at the tasks you bring.
What you get
For each task: what it would take to build, what it would save, what could block it, and which one to do first. We also tell you which tasks not to automate, and why. Written for the person who holds the budget.
Duration
Two weeks
Fee
$12,000 fixed
Covers
Up to three tasks
Your time
About six hours
Obligation
None

If you have an AI project that is stuck

Production Readiness Review

What we do
We read the code, talk to the people who built it and the people who must approve it, and check your project against the review it will face.
What you get
A written recommendation: launch it, fix it, or stop. We name each issue that will fail review, what it takes to fix, and what finishing the project would cost.
The fee is not credited against a build
A firm that credits the review fee against a later project has a reason to recommend that project. Launch, fix and stop are all real outcomes, and stop can save you the most.
Duration
Two weeks
Fee
$12,000 fixed
Covers
One project or system
Your time
About four hours
Obligation
None

We reply within two business days.

Bring us a task you think AI could take over.

In a 30-minute call, we will tell you if it is worth building, what it would cost, and how long it would take.

Book a 30-minute call