Interview experiences
What the real interview was like
Short accounts from people who sat AI-training interviews and tests on Mercor, micro1, Outlier and more.
Each one is told in our own words, from a post the candidate shared publicly.
m1AI quality and evaluation work
micro1 · Aug 2026 · Data annotation and evaluation
An applicant took micro1's AI interview for AI quality and evaluation work. The questions pushed past quick answers into reasoning, ambiguous cases and how to read task guidelines.
- Community report, paraphrased
Read the full experienceHide the full experience▸
How it ran
- Applied through micro1.
- An AI interview and assessment.
- Waiting for onboarding when the review was written.
What was asked
- Explaining the reasoning behind each answer.
- Handling ambiguous cases.
- Interpreting task guidelines.
- Practical quality and evaluation scenarios for AI work.
What the interviewer or test was like
- Structured and professional, with a flow that was easy to follow.
- Pushed for depth rather than accepting surface answers.
Tips
- →Practise explaining your reasoning step by step.
- →Prepare for ambiguous cases and read guidelines closely.
Outcome
Finished the assessment; no project yet at the time of writing.
OuGeneralist AI trainer
Outlier · Sep 2026 · Data annotation and evaluation
An experienced IT manager took a project screener advertised at 75 minutes. Writing careful evaluations took about five hours, and the result was an unexplained fail.
- Community report, paraphrased
- 3 rounds
Read the full experienceHide the full experience▸
How it ran
- Account setup and general onboarding.
- A project screener with written evaluation tasks.
- A course described as paid training.
What was asked
- Detailed written evaluations that needed careful answers.
What the interviewer or test was like
- Self-paced, with no interviewer.
- Took about four times the advertised 75 minutes.
Tips
- →Allow far more time than the advertised screener length.
Outcome
Onboarding failed, with no reason given.
DAAI trainer applicant, general track
DataAnnotation · Sep 2026 · Data annotation and evaluation
The DataAnnotation assessment asked which of two chatbot replies was better. The applicant later learned each pair came from two different AI systems and wished it had been said up front.
- Community report, paraphrased
- 1 round
Read the full experienceHide the full experience▸
How it ran
- An assessment of side-by-side response comparisons.
- Later saw practice material showing each pair came from different systems.
What was asked
- Choose the better of two chatbot responses, and explain why.
What the interviewer or test was like
- No interviewer: written, self-paced tasks.
Tips
- →The two responses may come from different models. Judge each on its merits.
Outcome
Not known when the review was posted.
DAAI trainer applicant, game design and 3D background
DataAnnotation · Jun 2026 · Data annotation and evaluation
An applicant with game design, programming and 3D experience found the assessment full of technical, niche scenarios rather than everyday chatbot use. No reply ever came.
- Community report, paraphrased
- 2 rounds
Read the full experienceHide the full experience▸
How it ran
- An application form, including demographic questions.
- An assessment built on technical, unusual prompt scenarios.
What was asked
- Highly technical, niche scenarios instead of typical user requests.
What the interviewer or test was like
- No interviewer: a written assessment.
- Did not seem to test everyday reasoning and communication.
Tips
- →Expect specialised prompts rather than everyday chatbot questions.
Outcome
No response after submitting.
m1AI annotator, chip design background
micro1 · Jul 2026 · Data annotation and evaluation
An engineer sat three micro1 AI interviews: generalist, C programming and AI annotator. The questions came fast and abstract, and the generalist interview ended in rejection.
- Community report, paraphrased
- 3 rounds
Read the full experienceHide the full experience▸
How it ran
- A generalist interview with the AI, about 40 minutes.
- A C programming interview, about 20 minutes, then a coding test set in JavaScript.
- An AI annotator interview drawing on their chip design field.
What was asked
- How the generalist role works, in detail.
- Abstract C concepts.
- Name two red flags in an AI answer about chip scaling.
What the interviewer or test was like
- Fast, abstract questions packed into a short time.
- Felt more like one AI talking to another than a conversation.
- The coding test language did not match the C interview.
Tips
- →Practise spotting red flags in AI answers from your own field.
- →Check which language the coding test uses before you start.
Outcome
Rejected for the generalist role; other results not stated.
AlAI trainer, project re-qualification
Alignerr · Aug 2026 · Data annotation and evaluation
A project paused for three months. When it restarted, contributors had to pass a three-hour evaluation, and this one scored 69 percent against a 70 percent pass mark.
- Community report, paraphrased
- 3 rounds
- 180 min
Read the full experienceHide the full experience▸
How it ran
- Brought onto a project.
- The project paused for about three months.
- A three-hour re-qualification evaluation.
What was asked
- A three-hour evaluation of project work.
What the interviewer or test was like
- No interviewer: a scored test with a 70 percent pass mark.
Tips
- →Expect a fresh test when a paused project restarts.
InAI trainer applicant
Invisible · Mar 2026 · Data annotation and evaluation
An applicant who found an Invisible role on LinkedIn was asked to complete several AI-run assessments. They took many hours over several days and did not seem to match the job.
- Community report, paraphrased
- 2 rounds
Read the full experienceHide the full experience▸
How it ran
- Applied through a job posting.
- Several AI-run assessments spread over several days.
What was asked
- Long assessments that felt unrelated to the advertised job.
What the interviewer or test was like
- Run by AI, not people.
- Unpaid and spread across several days.
Tips
- →Ask how long the unpaid assessments are before committing.
Outcome
No further contact afterwards.
ScAI trainer, chatbot response evaluation
Scale AI · Apr 2024 · Data annotation and evaluation
A new Remotasks contributor recorded a video interview, read long guidelines and joined training calls. The evaluation of chatbot answers came next, and they failed with no feedback.
- Community report, paraphrased
- 5 rounds
Read the full experienceHide the full experience▸
How it ran
- A recorded video interview.
- A long set of guidelines to read.
- An hour-long training video.
- An hour-long group call with trainers.
- An evaluation test rating chatbot responses.
What was asked
- Assess chatbot responses against the project guidelines.
What the interviewer or test was like
- A recorded video interview at the start, with no live interviewer.
- The test seemed to be graded automatically within an hour.
Tips
- →Study the guidelines closely, since the test is judged against them.
Outcome
Failed the evaluation with no feedback.
OuNative Korean contributor, audio evaluation
Outlier · Sep 2026 · Audio and voice
A Korean contributor passed ID checks, a native-language test and project assessments before getting work. It took real effort, but close study of the instructions got them through.
- Community report, paraphrased
- 3 rounds
Read the full experienceHide the full experience▸
How it ran
- Identity check with both sides of a government ID.
- A native-language qualification test.
- Project-specific assessments.
What was asked
- Native language proficiency.
- Spotting audio quality problems and following the guidelines closely.
What the interviewer or test was like
- Demanding but fair for anyone who studies the instructions.
Tips
- →Study each project's instructions before its assessment.
- →Practise spotting audio quality issues.
- →Write clear explanations in simple words.
Outcome
Passed and went on to steady weekly work.
OuContributor on a project with audio and video tasks
Outlier · Aug 2026 · Audio and voice
After joining a project, the contributor went through round after round of unpaid assessments. Partway through, video and audio recording assessments were added without warning.
- Community report, paraphrased
Read the full experienceHide the full experience▸
How it ran
- Enrolled in the project.
- Repeated unpaid evaluation rounds.
- Surprise video and audio recording assessments.
What was asked
- Recorded video and audio submissions.
What the interviewer or test was like
- Felt like a loop of tests with no path to paid tasks.
- The recordings raised privacy worries.
Tips
- →Ask before starting whether recordings are required and how they are used.
AlContributor on an audio language-data project
Alignerr · Sep 2026 · Audio and voice
A contributor spent several days learning a long guideline document for an audio project, then failed the qualification. The answer key seemed to clash with the guidelines and the clips.
- Community report, paraphrased
- 2 rounds
Read the full experienceHide the full experience▸
How it ran
- Studied a long guideline document for several days.
- Took the qualification assessment for the audio project.
- Rejected, then asked support for a review.
What was asked
- Judging audio clips against the project guidelines.
What the interviewer or test was like
- The expected answers seemed to disagree with the written rules and the audio.
- Scores could not be reviewed and retakes were not allowed.
Tips
- →Expect one attempt only on audio qualifications.
- →Budget unpaid study time before you start.
Outcome
Failed, with no retake or review.
ApTranscriber, English project
Appen · Dec 2019 · Audio and voice
An English teacher with fast typing had to pass a transcription test before joining a language project. They took it twice, felt both attempts were accurate, and were still turned down.
- Community report, paraphrased
- 3 rounds
Read the full experienceHide the full experience▸
How it ran
- Joined the platform.
- Transcription test, first attempt.
- Transcription test, second attempt.
- Rejected.
What was asked
- Transcribing audio accurately to the project's standard.
What the interviewer or test was like
- No feedback on why either attempt failed.
Tips
- →Transcription tests follow the project's style guide, so read it closely.
Outcome
Rejected after two attempts.
m1UX designer
micro1 · Sep 2026 · Design, graphics and images
Two written questions, a 15-minute practice run, then a 28-minute interview with Zara across five areas, from design rationale to handling disagreement. Certified in two days, placed after a human review.
- Community report, paraphrased
- 3 rounds
- 5 questions
- 28 min
Read the full experienceHide the full experience▸
How it ran
- Two written questions with the application: a past decision, and explaining a complex idea to a non-specialist.
- A practice run of about 15 minutes in the real interface.
- The real interview with Zara: 28 minutes, with five focus areas shown at the top of the screen.
- A certification email two days later, then a project match nine days after that.
What was asked
- Why you made a particular design decision.
- How you critique and evaluate work.
- How you make sense of an ambiguous brief.
- How you explain design to people outside the field.
- How you handle disagreement and bring others round.
What the interviewer or test was like
- Each question was spoken and also shown as text, so it could be reread.
- When the candidate lacked the exact experience, Zara reframed the question around the underlying skill.
- Thinking aloud was taken as the answer, so pauses worked better kept silent.
Tips
- →The written questions hint at the rubric. Do the practice run.
- →Think in silence, or say you need a moment. Thinking aloud was taken as a finished answer.
- →Prepare two or three project stories before the call.
Outcome
Certified within two days and matched to a project nine days later, after a hiring manager reviewed the profile.
m1Graphic design and visualization specialist
micro1 · Jun 2026 · Design, graphics and images
A candidate took several micro1 design assessments. Some questions felt impossible to check, such as spotting a two-pixel difference in header size by eye.
- Community report, paraphrased
- 2 rounds
Read the full experienceHide the full experience▸
How it ran
- Several micro1 assessments across design roles.
- Practical exercises inside the visualization specialist assessment.
What was asked
- Spot a tiny header size difference, 48 against 46 pixels, with no tools.
- Other very specific visual questions.
What the interviewer or test was like
- The AI-led exercises felt strange at times.
- No design or measuring tools were available for the visual tasks.
Tips
- →Expect fine visual checks done by eye alone.
OuContent reviewer
Outlier · Apr 2025 · Writing and editing
A writer joined Outlier as a content reviewer through ID checks, a screening exam and guided training. Onboarding took two to five hours and paid a small credit.
- Community report, paraphrased
- 5 rounds
Read the full experienceHide the full experience▸
How it ran
- Signed up, then chose location, languages and specialism.
- Identity and phone verification with a photo ID.
- Uploaded a resume and picked areas of expertise.
- A screening exam; no video interview for this track.
- Guided training modules, then placed in a team with a lead.
What was asked
- A screening exam for the content reviewer track.
- Training modules on the tools and task guidelines.
What the interviewer or test was like
- No AI or live interview for this role, only a written screening.
- Onboarding was long and demanding, more than simple clicking.
Tips
- →Have your ID ready before verification.
- →Read each task's guidelines closely.
- →Set aside several hours for onboarding.
Outcome
Passed, joined a team and received a small onboarding payment.
m1Journalist and writer
micro1 · Jun 2026 · Writing and editing
A writer sat a micro1 interview with Zara on journalism and writing. Zara praised what worked in each answer and suggested, kindly, how to adapt the rest.
- Community report, paraphrased
- 1 round
Read the full experienceHide the full experience▸
How it ran
- One AI interview with Zara.
What was asked
- Understanding of journalism.
- Writing ability.
What the interviewer or test was like
- Warm and supportive in tone.
- Named what it liked in answers and offered polite suggestions to improve.
Tips
- →Take the interviewer's suggestions on board; they show what the rubric values.
Outcome
Not stated; the candidate left a five-star review.
m1Spanish-speaking candidate, interviewed in Spanish and English
micro1 · Sep 2026 · Languages and translation
A candidate from Mexico took the Zara interview in English and in Spanish. The English one felt relaxed; the Spanish one kept correcting perfectly good word choices, which broke their focus.
- Community report, paraphrased
- 2 rounds
Read the full experienceHide the full experience▸
How it ran
- An AI interview in English.
- An AI interview in Spanish.
What was asked
- Spoken answers in Spanish, with the interviewer remarking on word choice along the way.
What the interviewer or test was like
- The English interview felt complete and comfortable.
- The Spanish one kept suggesting other words and sounded defensive when challenged.
Tips
- →In Spanish, expect comments on your vocabulary. Keep your rhythm and carry on.
- →If you can choose, think about which language shows you at your best.
m1Candidate for a non-English language role
micro1 · Aug 2026 · Languages and translation
A Brazilian candidate found Zara natural and polite, but it interrupted and could not answer many of their questions. The interview for a non-English role leaned on English technical terms.
- Community report, paraphrased
- 1 round
Read the full experienceHide the full experience▸
How it ran
- One AI interview with Zara for a role in a language other than English.
What was asked
- Questions built around English technical terms, even though the role was not in English.
What the interviewer or test was like
- Natural and respectful in tone.
- Interrupted the candidate and could not handle many of their questions.
Tips
- →Learn the English technical terms for your field, even for a job in another language.
OuContributor on German and English projects
Outlier · Aug 2026 · Languages and translation
An Outlier contributor was dropped from a German project for fluency, then passed the English screening for the same project. An old restriction stayed, and a multilingual exam retake was failed.
- Community report, paraphrased
- 4 rounds
Read the full experienceHide the full experience▸
How it ran
- Removed from the German version of a project for not being fluent enough.
- Passed the screening for the English version of the same project.
- Stayed blocked by the old German restriction.
- A multilingual exam retake was required.
What was asked
- A project screening in English.
- A multilingual language exam, retaken under pressure.
What the interviewer or test was like
- Support replies were polite but generic.
Tips
- →A failed language project can carry over as a block on related projects.
- →Keep a written record when a qualification seems wrongly blocked.
Outcome
Failed the multilingual retake and could not keep working.
TeSearch quality rater, English (US)
TELUS Digital · Aug 2025 · Languages and translation
A US applicant sat about four hours of exams in a row. The tasks asked for ratings on scales such as fully meets or moderately meets, and failing one exam ended the application.
- Community report, paraphrased
- 240 min
Read the full experienceHide the full experience▸
How it ran
- Applied through a job listing.
- Several exam rounds back to back, about four hours in total.
- Failed one exam, which ended the application.
What was asked
- Rank items on scales from moderate to highest.
- Judge how well search results meet a need, on a meets-style scale.
What the interviewer or test was like
- No interviewer: written exams.
- The ratings felt subjective and the criteria unclear.
Tips
- →Expect several hours of unpaid exams.
- →Learn the rating scale definitions in the guidelines before you start.
Outcome
Failed one exam and was dropped.
TeAI prompt evaluator, Dutch
TELUS Digital · Feb 2025 · Languages and translation
A native Dutch speaker in localization was asked to take language tests before hearing any job details. They failed twice, blaming errors in the test, and passed on the third try.
- Community report, paraphrased
- 4 rounds
Read the full experienceHide the full experience▸
How it ran
- Unsolicited outreach from a recruiter.
- Automated replies said to take the tests before any role or pay details.
- A Dutch proficiency test, failed twice.
- Passed on the third attempt.
What was asked
- A Dutch language proficiency test, which the candidate felt had grammar mistakes of its own.
What the interviewer or test was like
- Automated replies only, with no role or pay details before testing.
Tips
- →Ask for pay and role details before investing time in tests.
Outcome
Passed on the third attempt, then chose not to continue.
TeInternet ads assessor, Romanian market
TELUS Digital · Feb 2024 · Languages and translation
A two-part qualification exam with a seven-day window. Login trouble left about a day and a half, and after rating about 35 tasks in nearly three hours the exam closed early.
- Community report, paraphrased
- 2 rounds
- 35 questions
- 180 min
Read the full experienceHide the full experience▸
How it ran
- Accepted after about three weeks.
- Learning materials, then a qualification exam with a seven-day window.
- Part one: timed rating tasks.
- Part two: tasks needing a phone to check an app and video links.
What was asked
- Rate ads and results on a set rating scale.
- Check an app and video links on a mobile phone.
What the interviewer or test was like
- Per-task timers were not explained beforehand.
- Support took four days to reply.
Tips
- →Start early in the exam window in case access fails.
- →Have a phone ready for the second part.
- →Watch for per-task time limits.
Outcome
The exam closed early with no result.
AlLanguage candidate, tonal language
Alignerr · Nov 2025 · Languages and translation
A candidate said the AI interviewer judged pronunciation in a tonal language well, better than other platforms they had tried. The only gap was a microphone check with no clear confirmation.
- Community report, paraphrased
- 2 rounds
Read the full experienceHide the full experience▸
How it ran
- A microphone check by saying a short greeting to the AI.
- An AI interview including a pronunciation assessment.
What was asked
- Pronunciation in a tonal language.
What the interviewer or test was like
- Judged tones accurately.
- The microphone check gave no clear sign that audio was captured.
Tips
- →Test your microphone separately before the interview.
AlFrench-speaking candidate
Alignerr · Feb 2026 · Languages and translation
A French-speaking candidate said the AI interviewer felt almost like a local recruiter. It was fluent in French and English, and its questions picked relevant examples from the CV.
- Community report, paraphrased
- 1 round
Read the full experienceHide the full experience▸
How it ran
- One AI interview, available in French and English.
What was asked
- Questions built on specific examples from the CV.
What the interviewer or test was like
- Fluent in both languages.
- The questions felt well designed and relevant.
Tips
- →Know the examples on your CV well, since the questions build on them.
ApFrench-speaking project applicant
Appen · Jul 2024 · Languages and translation
An applicant in France passed a French assessment covering speaking and writing and was encouraged at first. A later email said they did not qualify for the project.
- Community report, paraphrased
- 3 rounds
Read the full experienceHide the full experience▸
How it ran
- Invited to projects, though links often failed.
- A French assessment covering speaking and writing.
- Early encouragement, then an email saying they did not qualify.
What was asked
- Spoken French.
- Written French.
What the interviewer or test was like
- Mixed messages: early encouragement, then a rejection.
Tips
- →Passing the language test does not guarantee a project place.
Outcome
Told they did not qualify for the project.
MeConsulting evaluator, grading AI business work
Mercor · Jul 2026 · Finance and consulting
A consultant applied to review AI-made decks, spreadsheets and recommendations. The AI interview tested judgement on real AI transformation problems, not buzzwords, and went better than expected.
- Community report, paraphrased
- 1 round
Read the full experienceHide the full experience▸
How it ran
- Applied on Mercor for a remote role judging AI-generated consulting work.
- One AI-led interview conversation.
What was asked
- Where an AI transformation should start: existing systems, data and processes.
- Balancing business ambition against what is technically feasible.
- AI disruption in media and entertainment, and what should be released to the public.
- Governance, ethics and guardrails.
- Open-source versus proprietary foundation models.
What the interviewer or test was like
- Moved between themes like a practitioner, not a recruiter ticking keywords.
- Focused and probing, though without the warmth of a good human interviewer.
Tips
- →Show how you judge messy business situations, not just AI vocabulary.
- →Link boardroom strategy to hands-on knowledge of the tools.
- →Frame answers around governance and human accountability.
Outcome
The post does not give a result.
MeConsultant, hourly expert contract
Mercor · Aug 2025 · Finance and consulting
A consultant found the AI video interview frustrating. It asked a general project question, cut in whenever he paused to think, and handled his objection poorly.
- Community report, paraphrased
- 2 rounds
- 1 question
Read the full experienceHide the full experience▸
How it ran
- Submitted a profile and CV.
- Asked to enter much of the same information again.
- An AI video interview with a blank video screen.
What was asked
- A key project that met a challenge, and how you overcame it.
What the interviewer or test was like
- Cut in when the candidate paused mid-answer.
- Did not recover well when told he had not finished.
- The question had no clear link to the role.
Tips
- →Keep answers flowing; a long pause may be taken as the end.
- →Expect general behavioural questions as well as role ones.
Outcome
He came away with a poor impression of AI video interviews.
+Lawyer, legal AI-training project
Other platform · Mar 2025 · Law
A lawyer applied for a remote project training an AI agent on legal work and went straight to an AI interview. The questions were logical and well followed up, but the result was a talent pool, not a role.
- Community report, paraphrased
- 2 rounds
Read the full experienceHide the full experience▸
How it ran
- Found the listing on a job site and spent about an hour on a tailored application.
- Sent straight to an AI interview.
- Placed in a general talent pool afterwards.
What was asked
- Questions on legal background and the work, each with a sensible follow-up.
What the interviewer or test was like
- Thoughtful and logical, and seemed genuinely interested in the answers.
Tips
- →Ask whether a real project stands behind the listing before investing hours.
- →Keep sensitive personal details off the resume you upload.
Outcome
Joined a talent pool with no specific role offered.
MePhysician, clinical AI work
Mercor · Jul 2025 · Medicine and health
One AI interview the day after applying, built on three prompts: your specialty and why you are an expert, a recent case and your reasoning, and one medical use of language models with ways to judge it.
- Community report, paraphrased
- 1 round
- 3 questions
Read the full experienceHide the full experience▸
How it ran
- Applied to a part-time doctor contract, up to 20 hours a week, helping build AI for medical research tasks.
- A recruiter sent instructions by email and followed up with a phone call.
- One AI interview, taken the day after applying.
What was asked
- Your specialty, and why you count as an expert in it.
- A recent clinical case and how you reasoned through it.
- One way language models could help in medicine, and how you would measure whether it works.
What the interviewer or test was like
- Asked sensible follow-up questions on each answer.
- Cut in a few times while the candidate was still explaining.
Tips
- →Bring one concrete use of AI in your specialty, and say how you would score it.
- →The interviewer may cut in mid-answer. Its follow-ups still made sense.
Outcome
The post does not say whether the candidate went further.
MePhysician, global health background
Mercor · Feb 2026 · Medicine and health
A physician found the AI video interview sharper than many human panels. CV questions came first, then a written case built around the kind of setting they had worked in.
- Community report, paraphrased
- 2 rounds
Read the full experienceHide the full experience▸
How it ran
- The AI interviewer introduced itself and explained the format.
- Questions drawn from the CV: running programmes, research, care with limited resources.
- Five minutes to read a case tailored to the candidate's background.
- About thirteen minutes to answer the case aloud, with follow-up probes.
What was asked
- Running disease programmes while balancing clinical care and coordination.
- Research listed on the CV.
- Delivering care with limited resources and building local skills.
- A health delivery case: weak infrastructure, culture, and working with NGOs and government.
What the interviewer or test was like
- A spoken voice with subtitles on screen.
- Adapted as it went and asked probing follow-ups.
- Knew the context of the region in the case.
Tips
- →Expect the case to be built from your own CV.
- →Use the reading time to plan a spoken answer.
- →Be ready to go deep on each programme you list.
Outcome
Placed in the talent pool; no project yet when the post was written.
HsPhysician, AI evaluation projects
Handshake AI · Medicine and health
A physician applied to Handshake's AI programme and had no AI interview at all. A reply came within half a day, then ID checks and self-paced training with quizzes.
- Community report, paraphrased
- 4 rounds
Read the full experienceHide the full experience▸
How it ran
- A short online application of a few minutes.
- ID verification while applying.
- A reply within about 12 hours.
- Self-paced training modules with quizzes after the offer.
- Joined a project once training was done.
What was asked
- Identity documents.
- Quizzes on the training material.
What the interviewer or test was like
- No interviewer: an application and verification only.
- The training felt structured and written for physicians.
Tips
- →Have your ID ready when you apply.
- →Set aside time for the training and quizzes after the offer.
- →Join the live prompt and rubric sessions if offered.
Outcome
Offer received and onboarding started.
AlMedical and teaching expert
Alignerr · Sep 2026 · Medicine and health
A short review says the Alignerr AI interview aimed squarely at teaching skill and at taking a medical history from patients. The candidate found it direct and interesting.
- Community report, paraphrased
- 1 round
Read the full experienceHide the full experience▸
How it ran
- One AI interview on the platform.
What was asked
- How you teach.
- How you interview patients.
What the interviewer or test was like
- Direct, and focused on the expertise the profile claimed.
Tips
- →Expect questions that test the exact skills your profile claims.
m1Physicist and university lecturer
micro1 · Sep 2026 · Math and science
A physicist liked that the AI screening and interview let them prove their expertise live instead of leaning on an academic CV. The process felt professional.
- Community report, paraphrased
- 2 rounds
Read the full experienceHide the full experience▸
How it ran
- An AI screening.
- An AI interview.
What was asked
- Scientific and technical expertise in their field.
What the interviewer or test was like
- Professional throughout.
- Judged shown skill rather than paper credentials.
Tips
- →Be ready to show your expertise live, not just list it.
MeStudent contributor, software work for AI labs
Mercor · Dec 2025 · Software engineering
A recruiter offered a student paid remote work with teams that help AI labs train models. The 20-minute AI interview skipped small talk and went straight to backend depth and a system design case.
- Community report, paraphrased
- 1 round
- 20 min
Read the full experienceHide the full experience▸
How it ran
- A recruiter got in touch about a remote student role supporting AI lab projects.
- One 20-minute AI interview, purely technical, with a visible clock.
- Waiting for a decision.
What was asked
- Backend architecture and how it was used in real projects.
- How parts of a system talk to each other, such as choosing REST or GraphQL.
- What was actually built during internships.
- Designing a financial chatbot: latency, caching, WebSockets versus polling, several data APIs.
- Security: encryption, tokens, rate limits, compliance logging, SQL injection.
What the interviewer or test was like
- No warm-up: technical questions from the first minute.
- Cared more about why a choice was made than about definitions.
- Intense but fair. Admitting a gap and reasoning it through seemed to land well.
Tips
- →Use real project examples rather than textbook answers.
- →If you have not done something, say so and explain how you would approach it.
- →Have concrete numbers ready, such as the traffic a system handled.
Outcome
Still waiting to hear back when the post was written.
DAProgrammer, coding track
DataAnnotation · Jun 2026 · Software engineering
An experienced programmer took the DataAnnotation coding test, which took about three hours. The problems felt easy and were answered in detail, but no reply came two weeks later.
- Community report, paraphrased
- 1 round
- 180 min
Read the full experienceHide the full experience▸
How it ran
- Applied after seeing an advert.
- A coding test of roughly three hours.
- Two weeks with no decision.
What was asked
- Review functions and explain which are right and which are wrong.
- A puzzle-style programming problem.
- Python was the main expected language.
What the interviewer or test was like
- A self-paced written test with no live interviewer.
Tips
- →Set aside about three hours for the coding test.
- →Do not count on quick feedback.
Outcome
No response two weeks after submitting.
OuCoding contributor, many languages
Outlier · Jul 2025 · Software engineering
A contributor passed nine Outlier coding screenings in about a month, from Python to Verilog. No paid work followed at first.
- Community report, paraphrased
Read the full experienceHide the full experience▸
How it ran
- Signed up.
- Identity and phone verification.
- Nine separate coding screenings, one per language, over about a month.
What was asked
- Screenings in Python, Java, Go, Dart, C++, C#, JavaScript, Swift and Verilog.
What the interviewer or test was like
- Unpaid, self-paced screenings with no live interviewer.
- Took a lot of time across many languages.
Tips
- →Passing a screening does not guarantee paid work.
Outcome
Passed all nine, but had no paid tasks when the review was posted.
Community reports are paraphrased from public posts and may be out of date. Platforms change their process often.