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micro1

micro1 supplies AI labs and enterprises with expert-made training data, RL environments and AI agent evaluation, and recruits the domain experts behind that work through its Zara AI interviewer.

Hr TechAI Training Platform#Recruiting#human-in-the-loop#data annotation
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Sep 26, 2026
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What is micro1?

micro1 is a data company for AI developers that describes itself as building the infrastructure for advancing intelligence through expert human data, real-world training environments and contextual evaluations. In practice it sells AI training data made by vetted experts, RL environments and benchmarks for frontier models, and AI agent evaluation.

Most of it is not a self-serve app. Buyers start with a contact form that micro1 reserves for companies and clients, while anyone who wants paid work is sent to a separate opportunities page instead. The people doing that work are recruited through Zara, micro1's AI recruiter agent, which sources and vets domain experts at high velocity to supply the human side of new expert data.

A technology news report describes micro1 as having begun as an AI recruiting startup. In its Series A announcement dated September 12, 2025, micro1 said it raised $35M at a $500M valuation. In August 2026 the same news outlet, citing a person familiar with the company rather than micro1 itself, reported that its gross annual run rate grew from $100 million to $500 million over eight months.

micro1's scale figures are self-reported: it says tens of thousands of experts actively contribute to AI training projects through it, and its government page claims 130,000+ deeply vetted candidates across 100+ domains and 60+ languages.

Core features

Realm data engine

  • Positioning: Realm is pitched as frontier evaluations and RL environments for AI labs.
  • Flow: the environment where domain experts create, review and deliver complex datasets across industries such as healthcare, legal and finance.
  • Merit: a data pipeline performance dashboard meant to quantify expert data quality, velocity and reliability.
  • Domain coverage: Realm says its expert data and evaluation environments are built with specialists across 100+ fields.

Together with Zara, these form a human-in-the-loop pipeline, and micro1 says its data platform measures velocity, error rates, cost per task and quality in real time. Not every dataset is hand-made, though: a news report says micro1 is increasingly generating synthetic data without human involvement, such as automated descriptions of video content.

Cortex AI agent evaluation

Cortex is the AI agent evaluation product, described as a way to evaluate, improve and monitor AI agents with expert human judgment derived from real workflows. It frames human expert review as going beyond automated evals and LLM-as-judge scoring. In micro1's words, Cortex evaluates real workflows, diagnoses failures, creates targeted training data and monitors performance, in four stages:

  1. Evaluation design: success criteria, rubrics and scoring for the agent's task.
  2. Failure diagnosis: domain experts find where, why, when and how the agent fails.
  3. Expert training data: targeted data for the highest-priority failure modes.
  4. Reliability monitoring: re-evaluation as models, prompts, workflows and rules change.

Robotics data

  • Dataset structuring: raw robotics data is turned into structured training data with labeling, tracking, 2D/3D annotation, QC and evaluation.
  • Multimodal capture: capture pipelines collect synchronized stereo video, IMU and multi-camera data for manipulation, motion understanding and embodied AI research.

Zara AI interviews

micro1 lists open-ended technical questions tied to the chosen role, scenario-based questions, a coding challenge for technical roles and a human data exercise for annotator roles. Candidates get a real-time result on whether they meet micro1's global certification criteria, with the option to request feedback if they are not certified. micro1 also says no two candidates receive the same questions.

Interview Prep

Interview Prep is the part anyone can try without a sales conversation: you pick a position, take an AI-powered practice interview and get feedback on your performance, and micro1 calls it 100% free. Role cards on the page are labeled as 18-minute interviews.

Enterprise data partnerships

A separate program pays companies for their internal know-how: micro1 helps companies monetize operational data such as SOPs, knowledge bases and CRM data through data licensing opportunities.

Research and public-sector work

micro1's research page lists Realm benchmarks for legal, pathology-report and tax reasoning. On the government side, micro1 says it achieved Awardable status through the Chief Digital and Artificial Intelligence Office's Tradewinds Solutions Marketplace.

Guide

Applying as an expert

The expert side works like a board of remote AI training jobs: micro1 promises fully remote, flexible work and lists the path in four steps: apply for opportunities, take the AI interview, get onboarded and start earning. After applying, you can check the status of your application directly in your talent dashboard.

Preparing for the interview

micro1's advice is to choose one core skill or job type to be evaluated on and to use the Interview Prep tool to simulate interviews before taking the real one.

Recording tasks for robotics data

  1. Apply for a recording opportunity.
  2. Take the AI interview.
  3. Get onboarded to a project.
  4. Review the written instructions.
  5. Submit recordings and annotations.

According to the recording pages, contributors who submit recordings and annotations get paid on a biweekly basis.

Starting as a company

For data, evaluation or hiring work, the contact form asks for contact details, a description of the project and where you heard about micro1. For a data partnership, micro1 first reviews the submission for fit; if there's a potential fit, it requests more information and schedules a discovery call to discuss data and privacy requirements before any agreement.

micro1 use cases and examples

  • Volume hiring of annotators: a micro1 case study says it helped one of the largest AI data providers hire 250 annotators in 30 days. The funnel it publishes runs from 25,000+ applications and 4,000+ AI interviews to 500+ live interviews, 290 candidates sent to the client and 250 hires.
  • Enterprise AI projects: other published case studies cover resume parsing, AI search built with expert evaluation, and role-specific enterprise AI agents at Box.
  • Trade skills for robotics: trade recording examples include electrical installations, outdoor tool handling, organizing materials and valve and fixture replacement.
  • Everyday tasks for robotics: home recording examples include preparing meals, folding laundry, organizing a space, using basic tools and packing or moving items.

Who is it for

Buyers

  • AI labs and large enterprises: micro1 says frontier AI labs and Fortune 10 companies work with it to scale human data operations and recruitment.
  • Companies with operational data: the data partnership FAQ looks for operationally mature companies with 30+ employees, while the Enterprise Data Partnership listing asks for companies with 30 to 200 employees. micro1 currently prioritizes US companies, followed by other Western markets.

Contributors

  • Domain experts: roles span engineering, finance, healthcare and medical, legal, economics, linguistics, cinematography and more.
  • Different career stages: opportunities range from early-career professionals to PhDs and industry leaders.
  • Home recorders: everyday task recording is described as open to everyone, globally.
  • Project choice: micro1 says experts can decline a project without penalty or impact on future opportunities.

Platforms

  • Browser portals: the public site, the talent dashboard and a company portal run in the browser, and the company portal offers login with a company email address or Google, plus a separate talent login.
  • Recording setup: trade tasks are recorded with a wearable camera or phone setup.
  • Official email domains: official micro1 emails come from @micro1.ai, @micro1.io or @micro1.co, all used for interview, certification and project messages.
  • Reporting line: experts get a confidential hotline run by an independent third-party vendor, available in 113 languages.

Pricing

The official pages checked for this listing do not publish prices for Realm, Cortex, robotics data or Zara hiring, and the old pricing address now lands on the homepage. Buyers go through the company contact form, and Interview Prep is free. Money flows the other way for contributors and data partners:

  • Trade recordings: an open recording opportunity for plumbers lists $20 - $30/hour.
  • Home recordings: micro1's CEO cited rates of $25 to $50 an hour for recording such tasks in an October 2025 business news report.
  • Rest credits: active experts receive a quarterly cash bonus of approximately 1%, with a minimum of $75 and no maximum cap.
  • Rest credit rules: to qualify, an expert must earn pay in at least 4 biweekly payout cycles in a quarter, starting October 1, 2026.
  • Expert referrals: referring someone who joins can earn up to $3,000 for every successful referral.
  • Company referrals: the data partnerships page advertises rewards of up to $50k for introducing companies.
  • Data partnerships: compensation bands are listed as $100k+, $500k+ and $1M+, depending on how large and unique the operational data is.

Experts see the pay rate before accepting a project, and the support program says they are paid on a fixed, predictable schedule twice a month, while the recording pages say biweekly. Company referral rewards are paid once the referred company reaches specific revenue milestones with micro1, and partnership compensation is based on the quality, uniqueness and value of the data provided.

micro1 alternatives

  • Mercor and Handshake: a technology news report names both as larger competitors, with Mercor reported at $2 billion in gross annualized revenue and Handshake at $1 billion.
  • Encord: a business news report groups Encord with micro1 as training-data startups seeing a surge in robotics demand.
  • Scale AI: the same report says Scale AI describes itself as rapidly expanding into robotics.

Limitations

For contributors

  • No guaranteed work: certification does not guarantee immediate placement on a project, and the candidate terms say micro1 makes no guarantee that an interview or its feedback will result in an offer of employment or any other benefit.
  • Country exclusions: for legal, regulatory and security reasons micro1 says it cannot hire people living in Afghanistan, Belarus, China, Cuba, the Democratic Republic of the Congo, Hong Kong, Iran, Iraq, Libya, Macao, Myanmar, North Korea, Russia, Somalia, South Sudan, Sudan, Syria, Venezuela, Ukraine and Yemen.
  • Age: candidates must be at least eighteen (18) years of age to use the platform.
  • Interview rules: answers must come without third-party assistance unless the interviewer or instructions explicitly allow it, and candidates may not copy or screenshot interview content.
  • Results ownership: candidates assign to micro1 any rights they have in their interview results.
  • Disputes: disputes under the candidate terms are settled by confidential arbitration in English.
  • Automated screening: micro1 may use automated technologies, including AI, to screen and match applications, proctor interviews for integrity and evaluate the overall strength of an application.
  • Human review and appeal: the overall assessment is reviewed by a human evaluator before a final decision, and candidates who are not selected can appeal a decision based on automated technologies by emailing privacy@micro1.ai.

What reviewers report

As captured on September 25, 2026, micro1's profile on a third-party review platform showed 10,465 reviews and an overall score of 4.7 in the Recruitment Service category. The profile is claimed by the company and marked as a paid subscription on that platform.

The platform's AI-generated summary of 9,919 reviews is strongly positive, but it notes that some reviewers felt rushed during the assessment or preferred to talk to real people, and a few reported technical hiccups, interview interruptions or delays in automated responses. micro1's own live candidate experience tracker showed 4.34/5 from 465,974 reviews on the same date; that figure is self-reported.

For buyers

  • Shared datasets: a news report says some of the data micro1 generates can be sold to multiple customers.
  • Chinese model makers: the same report says founder Ali Ansari stated publicly that micro1 doesn't sell its data to Chinese model makers.

Privacy and data use

  • Interview recording: candidates consent to micro1 recording their answers, audio, video and platform interactions during the interview.
  • Training on interviews: micro1 reserves the right to use de-identified interview audio, video, transcripts and assessment results to train and enhance its proprietary machine learning models.
  • No sharing with model makers: the candidate privacy policy says micro1 does not share candidate data, de-identified or otherwise, with AI model companies for training their models.
  • Opt-out and deletion: the same policy links a page to opt out of AI training, delete an account or get a copy of your data, and experts can delete their profile if they are no longer interested.
  • Selling and advertising: micro1 says it does not sell candidate information or share it for targeted advertising; experts can request, correct or delete their data at any time, and micro1 says it never sells it or uses it to train third-party AI models.
  • Support calls: customer support calls and chats may be recorded and stored by micro1 and its vendors for training and business operation purposes.
  • Company data: for data partnerships, personally identifiable information is removed when relevant, access is restricted to a limited number of authorized team members, and data runs through isolated pipelines. Companies retain ownership of their underlying data, and some datasets may undergo synthetic rewrites that preserve workflow structure while reducing ties to the original records.

FAQ

Q1. Can I use micro1 without talking to sales?

Only partly. Interview Prep is free, but Realm, Cortex, robotics data and data partnerships all start with a contact form or a review of your submission.

Q2. Does passing the Zara AI interview guarantee paid work?

No. Certification makes you eligible to be considered for matching projects, but placement depends on project requirements and availability, and the terms rule out any guarantee of an offer.

Q3. Will micro1 use my interview recording to train AI?

It may use de-identified interview data to train its own models, says it does not share candidate data with AI model companies for their training, and offers an opt-out.

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