A model cannot learn what nobody wrote down.
The answer key comes from you.
Frontier labs have run out of finance on the open internet. What is left is the reasoning that never gets published, because it lives in the heads of people who close books, sign opinions, and price deals. We pay for that reasoning and we make it verifiable.
We turn away most applicants. That is the product.
Across 23 domains, each one interviewed and reviewed.
Every project, every cycle, no exceptions.
You are not labelling data. You are writing the exam.
Invent a period that does not reconcile, a deal that does not tie, a file with the wrong document in it. Realistic enough that a partner would not flinch.
The correct accounts, the correct amount, to the cent. If it cannot be checked, it is not a task.
The plausible wrong answer, the coincidental dollar match, the entry that balances and is still wrong.
Read what the frontier produced and say precisely where it failed. Your rubric becomes the reward signal.
Three steps. No AI background required.
Profile and resume
Two minutes. Free, now and always.
A domain interview
Led by AI, then reviewed by verified experts in your field. We are testing whether you can explain your reasoning, not whether you know the tools.
Matched to projects
Lab work in your domain, with the hourly rate agreed before you commit to anything.
Treated like a professional, not a contractor.
- Rate agreed before you start
- Stripe payouts on a fixed schedule
- Free to join and to verify
- Verified work history labs can see
- Better projects as it grows
- Full time offers, when both sides want one
- A network of verified peers
- Curated resources and courses
- Recognition inside your domain
I have worked with a dozen data platforms. Fana is the only one where I feel like a professional, not a contractor.
Verified expert, finance.