The four planes
- Sales — pipeline and revenue
- Ops — the work that delivers
- Finance — cost, margin, cash
- HR — the people and AI doing it
How we operate
The Business OS & AI COO
How we run our own firm — every task, human or AI, priced in dollars. Not a platform license we sell. The operating discipline behind the systems we build and run with clients.
One model, task to cash flow
Our operation as one live model — not four disconnected systems.
Sales, ops, finance, and HR run as four planes of a single model. Work flows plan → activity → financial result, so the income statement and cash flow stop being lagging summaries you assemble after the quarter and become live views of how work becomes money.
Plan → activity → result
Every plan ties to the activity that executes it, and every activity ties to the revenue, cost, or cash line it moves. Nothing floats free of a dollar figure.
The AI COO
Routes every task to whoever does it best, at the lowest cost.
The AI COO routes tasks between people and AI agents and maps every task to the revenue, cost, or cash line it touches. Right task, right worker, right price — decided against the value the task produces, not habit or headcount.
Every task priced
Humans and AI, credited in the same ledger.
Humans are costed at loaded labor rates. AI is costed at compute plus oversight. Both are credited in the same ledger against the value they produce — so a task done by a person and the same task done by an agent are comparable in dollars, not vibes.
- Humans — loaded labor rate
- AI — compute plus oversight
- Both — one ledger, priced against value
AI workforce, managed like a human workforce
Onboarded like workers, not installed like software.
Agents get OKRs, budgets, and scorecards, and they stay under permanent review. Oversight never sunsets — an AI worker cannot earn latitude with tenure, so the review layer is built to last. This is how we run AI inside our own firm — and the same discipline shows up in the production systems we build with clients.
- OKRs for every agent
- Budgets in tokens and dollars
- Scorecards on output quality
- Permanent review — oversight never sunsets
Built for ourselves first
We run our own business on it.
We do not sell a platform license. Clients hire Data2Dollars for a team that ships production AI systems, for Horatius buy-side diligence, and for Visual Data Rooms. The Business OS is how we operate ourselves — sales, ops, finance, and HR, with AI agents alongside people. What we ship is systems and methods, not a SaaS seat.
Make AI a line item — in the business and in the deal.
Start with the diagnostic. Hire the partner who builds, runs, and measures.