Frontier labs train on real professional judgement, not crowd labels — and Aiscéal keeps that work on EU-sovereign, provenance-tracked infrastructure.

€55–€110 / hour

About the network

Models now outscore expert virologists on protocol troubleshooting, yet on real analyses they spot the diagnostic signal and fail to act on it, persisting down plausible but wrong paths. Knowing a result is an artefact, and designing the control that proves it, is still a life scientist's call. Aiscéal's Biologists & Life Sciences network turns that judgement into training data on EU-sovereign, provenance-tracked infrastructure.

What you'll work on

Training and evaluating frontier models on real professional reasoning — not crowd labels.
Producing reasoning traces and deliverables from real-world scenarios in your field.
Domain-specific evaluation and feedback that sharpens model judgement where it matters most.
Flexible, remote engagements — typically a few hours a week, on your own schedule.

What we look for

Life scientists who design and interpret experiments — wet lab, computational or both — with hands on real data, able to explain why a result holds, what confounds it, and which control settles it.

How it works

Apply once — a short form, no account needed.
Two minutes, no résumé upload to start. You only ever do this once: your calibration carries across every network, so you never repeat the same interview for a second opportunity.
We verify your credentials.
We check your professional standing against the network's bar — real experts only.
We match you to work as it lands.
When regulated-domain work arrives that fits your expertise, we bring it to you — no bidding, no noise.
You work remotely, paid per engagement.
Contribute on your own schedule, with no minimum commitment. Your work stays on EU-sovereign, provenance-tracked infrastructure.

Hours & commitment

No minimum commitment and no fixed hours. Engagements are offered as work lands; you take what suits and decline the rest without affecting future offers.
Fully remote, on your own schedule — this is designed to sit alongside practice, not replace it.
Joining a network is an open application for future work, not a specific posting. We are building the network ahead of demand and will be straight with you about what is and is not available.

Payment

Rates for this network: €55–€110 / hour. The rate is agreed before you start, never after.
Paid weekly, every Friday, by bank transfer — for work completed by the Wednesday. You engage as an independent contractor and are responsible for your own tax; we issue the invoice on your behalf, so there is no paperwork at your end.
Earnings are recorded on an append-only, tamper-evident trail — corrections appear as new visible entries, never as edited balances.
Quality review never affects payment. Work reviewed and found short is still paid for. If your work repeatedly falls below the bar we will tell you directly and stop offering that kind of engagement — we will not quietly withhold money.

Confidentiality & your professional obligations

You never bring client, patient or employer material. Every task is supplied by us. What you contribute is your reasoning — not your files, and not anyone else's data.
Nothing here asks you to act outside your professional obligations or your regulator's code of conduct. If a task ever looks like it does, decline it and tell us.
Your contributions are handled on EU-sovereign, provenance-tracked infrastructure — your work stays in Europe. REC-cleared and credential-gated where the work requires it.
We consider all qualified applicants without regard to any legally protected characteristic, and will make reasonable accommodations on request.

Why Aiscéal

Most expert-data platforms route your work through US infrastructure. Aiscéal is EU-sovereign end to end — your reasoning, and the data it becomes, stay in Europe with provenance tracked at every step. For regulated professionals, that isn't a nicety; it's the difference between being able to contribute and not.

The deal is deliberately the best in this market: terms fixed at offer and never recomputed; payment never conditional on downstream review — good-faith work is paid even when an item doesn't ship (written policy, not goodwill); no monitoring software on your machine, ever; and a human team, not an algorithm, making every acceptance decision.

And the work matters: frontier AI has read every book — what it lacks is practised judgment. Yours becomes the training data, and the tests, for how AI performs in your field. On your schedule, at any career stage — including late career: decades of judgment, recorded properly, credited by name if you want it, anonymous if you don't.

Apply

The deal

Why experts choose Aiscéal

Every claim below is how the platform actually works — enforced in policy and code, not aspiration. It is deliberately the best deal in this market.

Paid like the professional you are

Market professional rates, published before you apply. Terms are fixed at offer — the fee agreed up front is the fee paid, never recomputed after the fact, never clawed back because a project changed direction.

Payment is never hostage to review

Quality review decides what ships to customers — never whether you're paid. Good-faith work is paid even when an item doesn't make the dataset. That is written payment policy, not goodwill.

No surveillance software

Nothing to install on your machine, ever. Where work is recorded, the recording is itself the professional deliverable you're being paid for — a live session you take part in, not tracking software watching you type.

A human decides, every time

Your qualification interview is a real conversation about your career, and acceptance onto every project is a decision made by the project's team. You are never screened out by an unexplained algorithm.

Help take AI to the next level

Frontier models have read every book; what they lack is practised judgment — yours. Your reasoning becomes the training data, and the tests, for how AI performs in your field: under EU rules, on EU infrastructure, with your words never touching a non-EU AI service.

Any schedule, any career stage

Sessions fit around practice, employment — or retirement. For senior practitioners especially: a career's worth of judgment, recorded properly, credited by name if you want it, anonymous if you don't. The next generation of AI learns from the best, and the best get paid for it.

Four ways in

Who this is for

Practising professionals

Work that fits around your role — evenings, weekends, between engagements. It isn't consulting for a competitor, no client data is involved, and nothing you say ever touches a non-EU AI service. Real rates, agreed up front.

Senior & late-career experts

The deepest judgment is built over decades — and it's exactly what AI lacks. Walk through the incidents and decisions of a career in interview sessions built for precisely that, credited by name if you wish. Expertise that would otherwise retire with you, on the record.

Skilled trades

Electricians, plumbers, welders, technicians: the AI economy finally has a door for you. Get paid to film your real work with your phone, narrating what you're doing and why — your craft, captured properly, with credit where you want it.

Researchers & academics

Author the held-out evaluations that measure what AI actually knows in your field — standards-setting work under real research governance, alongside a pre-registered academic programme with a university partner.