Work from home for carers —
fit around the people who need you
The companies behind ChatGPT and Google Gemini pay people to help train their AI. The work is fully remote, fully flexible, and has no fixed hours — which means it can fit around a caring role in a way most jobs simply can’t.
What is this work?
You’ve probably used ChatGPT or Google Gemini. These are AI systems that can answer questions, write text, and hold conversations. Before they can do that, they have to be trained — and they’re trained by real people.
Here’s what that looks like in practice. The AI gives a response to a question or problem. A real person reads it and decides: is this right? Is something missing? Is there a better way to answer? They write feedback or a better answer. The AI learns from that and improves.
That’s the work. It’s done entirely on a computer — no calls, no meetings, no commute. You log in when you have time, do as much or as little as suits you that day, and log out. There are no shifts to commit to and no one to report to when you need to stop.
Why this work fits around caring
Most jobs don’t work for carers. Even part-time roles expect you at set times, which means the moment caring needs change — an appointment, a bad day, a crisis — you’re letting someone down.
This work is different because it has no fixed schedule at all. You decide when you work. If you get an hour while the person you care for is resting, you can use it. If something comes up and you can’t work for three days, that’s fine — nothing breaks, no one needs to be told.
- Work when you can, stop when you need to. There are no set hours. A 20-minute window is as valid as two hours.
- No commute, no travel. You don’t need to arrange cover to leave the house. The work is on your laptop or computer.
- No calls or video meetings. Everything is written. You won’t be caught on camera or stuck on a call when you need to attend to something.
- Weekly pay. You’re not waiting a month to see money. Payments are made weekly based on completed work.
- Genuinely variable hours. If you have a difficult week, you can do very little. If you have a good patch, you can do more. There’s no expectation of consistency.
Will this affect my Carer’s Allowance?
This is the most important question for many carers, so let’s be direct about it.
Because this work has no fixed hours, you have control over how much you earn in any given week. Many carers treat it as a way to earn a small, supplementary income that stays comfortably under the earnings threshold. Others work more intensively in weeks where their caring role is lighter, and less in harder weeks.
The work is paid by task completion, so you can monitor what you’re earning and adjust accordingly. You’re not locked into any hours or minimum commitment.
Carer’s Allowance is not the only benefit that carers may receive. If you’re on Universal Credit, the rules around earnings are different again — check the specific guidance for your situation.
Who this work suits
You don’t need to be a full-time carer. Plenty of people in this work are employed carers who needed something that would fit around reduced hours, or people caring for a partner or parent alongside other responsibilities.
The platforms that run this work want people with genuine domain knowledge in specific areas. The tasks require you to evaluate or improve AI responses in your area of expertise — which means a background in healthcare, science, finance, law, education, or similar fields is valuable.
| Background | Why it’s a good fit | Typical tasks |
|---|---|---|
| Nurses, HCAs, allied health | Medical knowledge is consistently in demand for AI health training | Reviewing clinical AI responses, flagging errors, writing better answers |
| Social workers, care coordinators | Deep understanding of care systems, safeguarding, and policy | Evaluating AI responses on care-related queries |
| Teachers and educators | Strong writing skills and ability to judge quality of explanation | Rating and improving AI-generated explanations |
| Doctors and pharmacists | High-value clinical knowledge — some roles pay more for medical professionals | Fact-checking medical AI responses, ranking outputs |
| Any degree-educated professional | General reasoning, writing, and judgement tasks available across most platforms | General AI training tasks, writing evaluation |
What you actually need to get started
There’s no interview. You apply, complete a short skills assessment on the platform, and if you pass, you can start accepting tasks. Most people are able to begin within a few days of applying.
- A computer or laptop — a phone is not enough for most tasks
- Reliable internet connection
- Solid written English — the work is text-based throughout
- A professional or specialist background — or strong general knowledge and reasoning
The platforms operate worldwide, so your location doesn’t matter. Pay is in US dollars and transferred weekly to a bank account, PayPal, or similar.
Is this likely to be a good fit for you?
Three quick questions. Honest answers will give you a useful steer — no data is collected or stored.
1. Do you have a professional background, degree-level qualification, or specialist expertise in a specific field?
2. Are you comfortable writing clearly in English — structuring an explanation or critique in a few paragraphs?
3. Can you reliably find at least a few hours a week to do this work — even if those hours vary from week to week?
About Applied Clinical Judgement
Applied Clinical Judgement (ACJ) is a referral platform run by Sean Key, a digital health programme manager with experience across the NHS and private sector. ACJ connects healthcare professionals, scientists, and other specialists to AI training opportunities on Mercor and Micro1.
ACJ is a referral partner — not a recruiter, and not employed by Mercor or Micro1. Sean is the named referrer on all applications and earns a fee when referred applicants complete enough work to reach the threshold. Your pay comes directly from the platform and is not affected by ACJ’s involvement.
Book a call with Sean · applied-clinical-judgement.co.uk · support@applied-clinical-judgement.co.uk
Frequently asked questions
Everything carers commonly ask before applying — answered directly.
The platform presents you with a task — typically an AI-generated response to a question or problem. Your job is to read it critically and do one or more of the following: rate its quality, identify factual errors, explain what’s wrong or missing, or write a better response from scratch.
Tasks are self-contained. You pick one up, complete it, submit it, and move on — or log off. There’s no ongoing obligation to keep going, and no one is waiting for you to finish. Most tasks take between 10 and 30 minutes depending on complexity.
No. The platforms train you on how to use their interface. What they cannot give you is the domain knowledge — the medical understanding, the professional judgement, the ability to spot a bad clinical answer — and that’s what you bring.
You don’t need to understand how AI models work technically. You just need to be able to read an AI-generated response in your area of expertise and assess whether it’s accurate, complete, and clearly explained.
It varies by platform and by what tasks are available at any given time. Tasks commonly cover medicine and clinical practice, nursing and allied health, biology, chemistry, pharmacology, law, finance, education, and general reasoning and writing. The specific tasks you’ll see depend on your declared background — the platform matches you to tasks where your knowledge is relevant.
General tasks (evaluating writing quality, checking reasoning, rating responses) are always available and don’t require a specialist background, though specialist tasks tend to pay better.
That depends on the task. Some tasks are straightforward — reading a response, deciding if it’s correct, explaining what’s wrong. Others require detailed written analysis and are cognitively demanding. You can usually see the nature of a task before you commit to it.
Most carers find the work mentally engaging in a way that feels refreshing — it’s intellectually active, uses existing knowledge, and has no physical demands. It’s not passive, but it’s also not the kind of pressure that comes with patient-facing roles.
Most tasks require a laptop or desktop computer. The platforms are browser-based, but the work involves reading long text, typing detailed responses, and navigating interfaces that aren’t well-optimised for touchscreens. A phone is unlikely to be practical for most tasks. A tablet may work for simpler tasks but is not reliable for all of them.
If your only device is a tablet, it may be worth trying the onboarding process on that device to see what’s accessible before committing.
Yes. Both Mercor and Micro1 operate globally. UK-based applicants are accepted and UK professionals are actively sought — particularly those with NHS clinical experience or regulated professional backgrounds. Pay is in US dollars. There are no geographic restrictions on applying or working.
Most applicants complete the onboarding process — which includes a skills assessment and identity verification — within a few days of applying. Once approved, tasks are available immediately. There’s no induction period, no waiting list, and no training course to complete before you can start earning.
That said, availability of tasks in your specific area can vary. Some periods have more work available than others.
Pay rates vary by task type and platform. General tasks typically pay between $15–$25 per hour. Specialist tasks — particularly those requiring medical or scientific expertise — often pay more, sometimes significantly so. Rates are set per task or per hour depending on the assignment.
Pay is in US dollars, transferred weekly. For UK workers, the GBP equivalent will fluctuate with the exchange rate.
No. There is no minimum commitment. You can work one hour a week or twenty — or nothing at all in weeks where your caring responsibilities make that impossible. The work is fully asynchronous, meaning you work at your own pace and on your own schedule.
That said, some specific projects or contracts on the platforms may have minimum time commitments attached to them. You can choose whether to take those on. The general task pool has no such requirement.
Both platforms pay weekly, based on the work completed in the previous week. Payments are made via bank transfer, PayPal, or similar services depending on your location. You don’t need a special account — a standard UK bank account is sufficient for international transfers, though some banks charge a small foreign currency conversion fee.
No invoicing is required. The platforms calculate your earnings automatically based on completed and approved tasks. You will receive payment statements, which you should keep for tax purposes. You are not an employee — you work as an independent contractor — so you are responsible for declaring this income to HMRC in the UK via Self Assessment.
If you haven’t completed a Self Assessment tax return before, HMRC provides guidance online. ACJ can’t advise on tax, but Citizens Advice or a local accountant can help if needed.
It may, depending on how much you earn. As of 2025/26, you can earn up to £151 net per week and still receive Carer’s Allowance. If your earnings from this work — after allowable deductions — remain below that threshold in any given week, your Carer’s Allowance should not be affected.
Because the work has no fixed hours, you have meaningful control over how much you earn each week. Many carers treat this as supplementary income specifically designed to stay under the earnings limit, adjusting how much they work based on how close they are to the threshold in any given week.
Always verify the current rules directly with the GOV.UK Carer’s Allowance guidance or Citizens Advice before starting work, as the earnings limit changes each tax year.
Net earnings for Carer’s Allowance purposes means your gross earnings minus certain allowable deductions. These can include National Insurance contributions, income tax, and — importantly — 50% of any pension contributions you make. Business expenses may also be deductible if they are wholly and exclusively for the purpose of your work.
Because this work is paid in US dollars and subject to exchange rate variation, calculating your exact net weekly earnings requires some care. Keep records of what you earn each week. ACJ is not a benefits adviser — please confirm your specific situation with Citizens Advice or the Carer’s Allowance Unit (0800 731 0297).
Yes, but earnings will affect your Universal Credit payments through the taper rate. For every £1 you earn, your UC is typically reduced by 55p (after any applicable work allowance). This is different from Carer’s Allowance — there’s no hard earnings limit, but your UC award reduces as earnings increase.
For some people, this makes the work a net positive: the reduction in UC is outweighed by the earnings. For others, particularly those close to the benefit cap, the calculation is more complex. Speak to your work coach or a benefits adviser to understand how this would affect your specific claim before starting.
PIP (Personal Independence Payment) and Attendance Allowance are not means-tested — they are based on how a disability affects your daily living or care needs, not on your income or employment status. Earnings from this work should not affect either payment directly.
That said, if your situation changes in ways that affect your care or mobility needs, you have an obligation to report those changes. Doing cognitive remote work does not typically affect PIP entitlement, but this is something to confirm with the DWP or a benefits adviser for your specific circumstances.
Yes, provided your employment contract doesn’t prohibit secondary employment. Many employed carers and NHS staff take on flexible freelance work alongside their main role — but some employers, particularly in the NHS, have restrictions or require you to declare outside work. Check your contract and, if in doubt, speak to your HR department or union representative.
If you’re on a zero-hours or casual contract, there are generally no restrictions on working for other organisations.
No. Applied Clinical Judgement (ACJ) is a referral platform — not a recruiter, and not employed by Mercor or Micro1. ACJ earns a referral fee when someone we refer completes enough work to reach the threshold on the platform. That fee is paid by the platform, not by you, and it doesn’t affect your pay in any way.
Sean Key, who runs ACJ, has a background in digital health programme management and set up ACJ specifically to connect healthcare and science professionals to these opportunities. The referral links on this page include an ACJ referral code — that’s how the connection is tracked.
Applying to both is sensible. They operate independently, have different task pools, and task availability on each platform varies over time. Having both accounts means you have more options when one platform is quiet, and you’re not dependent on any single source of work.
Mercor tends to have more healthcare and science-specific tasks. Micro1 has a broader range including generalist tasks. Both are worth trying.
There is no traditional interview. Both platforms use a skills assessment — a set of tasks that test your written English, reasoning ability, and domain knowledge. This replaces the interview and takes place entirely on the platform. If you pass, you’re approved. If not, you can typically try again after a waiting period.
The assessment is designed to be completed in your own time, not under exam conditions with a timer running. Most applicants complete it over one or two sessions.
Most platforms allow you to reapply after a waiting period — typically 30 to 90 days. In the meantime, it’s worth reviewing the types of tasks on the platform and the quality of written explanations expected. The assessment is looking for clear, accurate, well-structured writing as much as domain knowledge.
If you pass on one platform but not the other, you can begin working immediately on the platform where you were approved.
Neither platform requires a traditional CV or references. You will be asked to describe your professional background and areas of expertise as part of the onboarding process. This information is used to match you to appropriate tasks. You don’t need to provide employment history, references, or professional registration details — though having a healthcare professional registration (NMC, GMC, HCPC etc.) may open additional specialist task categories.
Both Mercor and Micro1 are established platforms operating under standard data protection obligations. Identity verification (which may include submitting a photo ID) is processed securely by the platform, not stored or accessed by ACJ.
ACJ does not receive, store, or have access to any personal information you submit to the platforms. The referral code simply identifies that you came via ACJ — no further data is shared back.
Most tasks allow you to save progress and return later. The platform doesn’t time-out mid-task in a way that loses your work. If you need to close the browser suddenly, the task typically remains in your queue and you can pick it up when you return.
It’s worth checking the specific task interface when you first start — some task types have a time allocation, in which case you can simply decline to start them until you have a longer window. Tasks with time limits are generally flagged in advance.
Honest answer: it depends on the level of unpredictability. If you can reliably find even short windows — 20 to 45 minutes when the person you care for is settled, sleeping, or being supported by someone else — then yes, this work can fit around that. Many carers in similar situations find a pattern over time: early mornings, late evenings, or during respite care visits.
If your caring role is so demanding that genuinely free windows are rare or non-existent, the income potential will be limited. The work rewards consistency, even if that consistency is low volume. A realistic expectation might be a small supplementary income rather than a significant one, during the most intensive caring periods.
Both platforms require applicants to be 18 or over. If you meet that requirement and are in higher education, you may well be eligible — particularly if your studies are in a relevant field (healthcare, science, law, education). Being in full-time education doesn’t preclude you from applying, and the flexible nature of the work is well-suited to working around a study timetable as well as a caring role.
It matters less than you might think. The platforms are assessing your current ability — your knowledge, your written English, your reasoning — not your recent employment history. A nurse who hasn’t worked clinically for five years while caring for a family member still has clinical knowledge. A teacher who left the profession retains the ability to evaluate the quality of an explanation.
The skills assessment is what determines whether you’re approved, and it’s based on what you can do now, not what’s on a CV. If your knowledge is current enough to evaluate AI responses in your field, you have a reasonable chance of passing.
Yes. Sean Key runs a short vouching call for people who want to ask questions or understand more about the process before applying. It’s informal, 15–20 minutes, and there’s no obligation to apply afterwards. You can book a time directly via Calendly.
Book a call with Sean — or email support@applied-clinical-judgement.co.uk with any questions.