unbiased.ai
Contest #001Ran 2026-07-03
Contest #001 · One prompt · Four leading models

Four models built the same page.
Could you tell which cost 12× more?

Same prompt, four models, one shot each — every page fully works. We stripped the labels. Click the one you think ran up the biggest bill, then reveal the receipts. (Most people can't.)

Page A
APage Aopen ↗$•.••••
Page B
BPage Bopen ↗$•.••••
Page C
CPage Copen ↗$•.••••
Page D
DPage Dopen ↗$•.••••
Every one passes the same functional audit. Guess first — then reveal.
$0.0646
The cheapest of the four
$0.7733
The priciest of the four
12×
Price gap, for pages you can't rank by eye
4 / 4
Every page passed the same functional audit

You couldn't tell them apart. Neither can your users.

Four pages. A 12× spread in what they cost to build. Quality you can't rank by looking.

Most teams are hard-coded to the expensive end — paying frontier prices for work a far cheaper model nails just as well. On a page like this, that's the whole bill, wasted.

That's what Pareto fixes. It routes every call to the cheapest model that clears your quality bar, and hands you one endpoint you never have to think about. You always land on the low number — without giving up the result.
Run this workload 100K× a month
Hard-coded to the priciest$77,330
Routed to the cheapest that clears the bar$6,460
You'd save — for output you can't tell apart
$70,870/mo
$850,440 a year
Per-page cost × volume. Illustrative — one workload; your real mix varies. Measuring that mix is exactly what the free audit does.
The prompt — identical for all four
Build a complete, production-quality landing page for "Fairway Social", a neighborhood golf-simulator bar in South Boston.

One self-contained HTML file · sticky nav · hero + booking CTA · 4+ amenities · pricing (Off-Peak $35/hr · Prime $55/hr · League $89/mo) · booking form with validation + success state · 3 testimonials · 4-question FAQ · footer · mobile responsive · working dark-mode toggle · tasteful motion. Return ONLY the HTML.

The verdict

Every page fully works. Booking form validates and confirms, dark mode toggles, nothing breaks on a phone. On the functional audit it's a four-way tie — which is exactly why we hid the labels.

So the only thing that separates them is the bill, and the bill ranges 12×. You're looking at four pages you genuinely can't rank by quality, priced from six cents to seventy-seven.

Pick by brand and you're gambling with your budget. Pick by the cheapest that still clears the bar — which is all routing is — and you keep the result while cutting the bill to a fraction. "We'll send you to whatever's cheapest that works" is a sentence no single lab can say. We can.

The receipts

All four passed the same functional audit — so this is a pure price race. Cost = the delivered page's output tokens × the model's published rate.

PageCost to buildvs cheapest
Page BCHEAPEST$0.0646
Page A$0.32195.0×
Page D$0.37995.9×
Page CPRICIEST$0.773312.0×

Four leading models built these — Fable 5, Opus 4.8, GPT-5.5, and one more. We're not telling you which built which, because you couldn't tell either. That's the point.

One shot each

Identical prompt, no cherry-picking. Each page is exactly what the model returned.

Audited by a robot

Every page checked in a real browser: renders clean, correct pricing tiers, a working validated booking form, dark-mode toggle, mobile-responsive at 375px. All four passed.

Real bills

Cost = the delivered page's output tokens × each model's published rate. Same yardstick for all four.

Labels withheld on purpose

We don't map model to page. If quality were the differentiator you'd spot the expensive one. You can't — so it isn't.

Your production traffic has a bill like this too.

We route every call to the cheapest model that clears your quality bar — and prove it nightly. What you spent, what you'd have spent, receipts attached.