Describe it in a sentence — type, talk, or upload examples. We'll read the task, help you build a fair test, and tell you the cheapest model that's good enough, with the confidence to back it. No jargon required.
The more you tell us — inputs, the answers you’d accept, edge cases — the sharper the evaluation.
Want to add a little more first? We’ve only got a little to go on. One or two more sentences — the kind of inputs you’ll see and the answers you’d accept — makes the verdict noticeably more trustworthy.
Triage support ticketsExtract invoice fieldsModerate comments
How critical
How costly is a mistake here? This decides which models even make the shortlist — for something like invoicing, we won't waste your time on models that can't be trusted with it.
Your examples
Examples are optional — but adding a few labelled ones (real inputs with the answer you'd want) measurably sharpens the verdict, since we grade each model on your data. Generate some, upload a file, type your own — or skip ahead.
Format: input | label — one per line. The grey text below is a format hint, not saved examples.
Quality bar
How good does it need to be, and how sure do you need to be about it? We only crown a model we’re confident actually clears your bar — not one that got lucky on a small test. We’ve seeded a starting point from how critical this is; adjust it if you like.
How good does it need to be? (pick the standard that fits — we turn it into a measurable bar)
Which mistake would hurt more? (steers which errors we weigh)
Set a custom bar & confidence →
Exact accuracy bar90%
50%75%99%
How sure do you need to be it truly clears the bar?
Difficulty read
How hard is this for today’s models?—
EasyModerateChallengingVery hard
This is our read — nudge it if it feels off:
Your evaluation
Here’s the test we built from everything you told us — the kind of eval a team would otherwise spend days writing. It’s yours to inspect, trim, or extend. Every model on your shortlist is graded by exactly this.
The shortlist
Given your bar and how hard the task is, here are the models worth testing. We pre-pick the ones with a realistic shot and set the rest aside — tick any to test it anyway. All graded by the evaluation above.
Where can it run? (filters the shortlist)
Constraints & residency — for regulated work
Tick anything that applies. Models that can’t meet it are pruned before cost is compared — so the verdict is always one your security team can sign off on.
Shortlist — we’ll grade these with your evaluation. Untick any you don’t want to run.
Verdict · first run free
—
50%75%100%
⚖
Cost / 1k tasks
Provider uptime (90d)
Tested on
▸ See the ones it got wrong
A decision you own — you run the winner yourself, so nothing sits in your live request path. When a cheaper model later clears your bar, we tell you.
Want the full verdict?
You’ve seen the headline for free. The full report compares every model side by side — accuracy range, cost, uptime, pass/fail — with the chart and the reasoning. Sign up free to unlock it here (no credit card) and get a branded 3-page copy emailed to you.
Full comparison
The cheapest model that clears your bar is highlighted. Pass = we're confident its true accuracy clears your bar.
Model
Accuracy (range)
Cost /1k
Uptime
Verdict
Accuracy vs cost
Higher = more accurate, further left = cheaper, so the best pick sits high and to the left. The dashed line is your bar; the vertical whiskers are each model’s confidence range — wider whiskers mean fewer examples and more uncertainty.
Why this pick — and when to choose another
In the product this is also delivered as a branded 3-page PDF to your email and saved to your account. Re-runs and continuous monitoring (alerting you when a cheaper model clears your bar) are on the paid plans.
📧
Keep this verdict honest — free.
New models ship every week. Drop your email and we’ll re-run this exact bake-off on a schedule and email you only if a cheaper model clears your bar. No signup, no card, unsubscribe anytime.
We’ll only email you when your verdict actually changes — that’s the whole point.
✓
You’re set — we’ll keep watching your pick.
We’ll re-run this bake-off weekly and email you only if a cheaper model clears your bar. Here’s a preview of what those updates look like ↓
Want every task monitored — not just this one — with a shared dashboard for your team or clients? See plans →
What happens next — live monitoring Preview
This timeline is a preview with sample future releases — the only illustrative part of this flow. Real monitoring re-runs your exact bake-off as new models actually launch and emails you the moment a cheaper model clears your bar. Everything above — the task read, the live bake-off, the report — ran for real on your data.
Prototype — the flow and the way results are presented are real; model scores here are illustrative so it always runs. In the product these come from a live bake-off graded against your examples, with uptime read from OpenRouter's per-model availability data.