AI is your fastest-growing cost. No finance tool understands it.
Your books call it “software subscriptions.” One line. No idea what it bought.
Polaris is the fixed point in your numbers — every dollar tied to the work it paid for, and a document a bank, an investor or a tax authority can check line by line.
The gap
A $140 billion company cannot tell you what a feature cost to build.
Uber burned its entire 2026 AI budget by late May — four months in. Asked to link token spend to what shipped, its President and COO said: “That link is not there yet.”
They are not incompetent. They are missing a primitive. Every cost tool on the market can attribute a dollar to a request, a user, a model, or a tag. None of them can attribute it to a piece of work — because nothing joins “these four thousand agent turns and twelve retries” to “this thing that shipped.”
And the work that failed is invisible entirely. Observability watches calls. It never learns the verdict.
Measured on ourselves
We ran the number nobody else can run.
AccelMars is built by AI, on our own rails. So we asked our own ledger the question the industry says is unanswerable: what does one delivered piece of work actually cost — including everything we paid for the attempts that failed?
Then it told us something that cost us money.
We had been routing most of our work to a cheap model, because it looked cheap. Per call, it was — roughly half the price of the expensive one.
But it only passed 54% of the time. Half of everything we spent on it burned on attempts that produced nothing. Per piece of delivered work, our “cheap” model cost exactly the same as the premium one. A third model — one we barely used — was delivering the same work for a quarter of the price.
The cheap model was not cheap. You cannot see that by metering calls. You can only see it if you know which work passed. Polaris found it in an afternoon, on our own books — and it paid for itself the first time we looked.
Why this can exist at all
Whoever holds pass/fail on the work holds the meter.
Every model call your company makes runs through a gateway we own. We see the true price — not the rate card, the price you actually paid.
Work is dispatched as a contract — a real, named thing with a beginning and an end. That is the join key the rest of the industry does not have.
Every contract is judged by a gate that passes or fails it, and leaves an evidence bundle behind. So we know what the money bought — and what it didn't.
Three pieces. Nobody else has all three, because nobody else built the meter, the work, and the judge as one system. We didn't build them for this. We built them to ship software — and then discovered we were the only ones holding the receipt.
What it does
Three of these are inputs. One is the point.
A dashboard that cannot survive an accountant is a toy. Everything Polaris knows exists to produce the one thing you can hand to someone with power over you.
The document you hand across the desk.
A bank. A tax authority. An investor. A board. Each one makes you show your numbers — and none of them will take your dashboard's word for it. Polaris renders a dossier where every figure drills down to the call that produced it, the work it paid for, and the verdict that work passed. Not “trust us.” Check it yourself.
Every number, in one place, reconciled.
What you spent — AI, cloud, subscriptions, services, your own time. What you earned. What is still owed. Burn, runway, margin, and the one number nobody can give you today: what a unit of work actually cost.
Take the money without breaking the promise.
Checkout, subscriptions, invoices, credits, refunds, tax. Price cohorts that survive a discount. A hard cost floor under every plan — because no billing vendor on the market enforces one, and a metered-inference product without one eventually sells a dollar for ninety cents.
A forecast you can actually defend.
The dials exposed, not buried. Scenarios you can argue with. A cap table, a data room, and the quarterly update you now owe someone. Built for the founder who has to answer questions, not admire a chart.
The shape of the work
Your accounting software knows about invoices. It has never heard of a raise.
But a raise, a bank loan, a tax filing, a launch and a price change are the same object: a bounded effort, with a counterparty, a deadline, a document you have to produce, and an outcome that lands on your books. Polaris models it once.
A price change
- Counterparty
- your users
- The dossier
- the offer + the legally-required change notice
- Outcome
- a new cohort, a new margin
A launch
- Counterparty
- the market
- The dossier
- the page, the claim, the proof
- Outcome
- signups → cost per customer → payback
A raise
- Counterparty
- investors
- The dossier
- the forecast, the note, the cap table
- Outcome
- cash in — and an obligation out
A bank loan
- Counterparty
- a bank
- The dossier
- the loan pack
- Outcome
- debt, a schedule — or a no, which is also data
A tax filing
- Counterparty
- the state
- The dossier
- the return, the evidence file
- Outcome
- a liability — or money back
| Campaign | Counterparty | The dossier | Outcome |
|---|---|---|---|
| A price change | your users | the offer + the legally-required change notice | a new cohort, a new margin |
| A launch | the market | the page, the claim, the proof | signups → cost per customer → payback |
| A raise | investors | the forecast, the note, the cap table | cash in — and an obligation out |
| A bank loan | a bank | the loan pack | debt, a schedule — or a no, which is also data |
| A tax filing | the state | the return, the evidence file | a liability — or money back |
Who this is for
You can buy your past. You can buy your present. Your future is not for sale.
If you run a company of one — or one and a few AI agents — the market has an opinion about you. It is that you are not worth serving.
The expense cards want a $25,000 minimum balance and won't take a sole proprietor at all. Their new AI agents are built for controllers and accounts-payable clerks — job titles a company of one does not have.
And every affordable tool that would model your future has been bought and shut down. Not because the demand wasn't there — because there was nothing to cross-sell you afterward. We're not selling you a forecast. We're metering the work you already do — so the forecast comes free, and it's true.
You cannot get a receipt for work you did somewhere else.
The proof isn't a report Polaris writes about your numbers afterwards. It is produced by the work, at the moment of the work — the call that was made, the price that was paid, the gate that passed.
That's the whole idea. Build on rails that leave evidence, and when the bank asks, you don't have a story. You have the record.
Polaris is being built now.
The first books it closes are our own. Leave your email and we'll show you what came out — including the parts that didn't flatter us.
Or just email hello@accelmars.com