micro1 AI Training Jobs - Compare Pay

micro1

Lawyer

micro1Law

$100-$170/hr

United States

About this role

micro1 is seeking experienced U.S.-licensed Lawyers across a wide range of legal practice areasto contribute to a project focused on improving AI systems' legal reasoning, accuracy, and judgment. In this role, you will apply your legal expertise to evaluate complex legal scenarios, review AI-generated legal work, and provide expert feedback to help train advanced AI models. Scope of Work 1. Analyze legal scenarios involving litigation, corporate transactions, and regulatory or compliance matters to identify key legal issues, risks, and relevant legal principles. 2. Review and evaluate AI-generated legal analyses, arguments, contracts, and other legal documents for accuracy, completeness, and sound reasoning. 3. Identify legal errors, unsupported conclusions, missing information, and weaknesses in legal reasoning. 4. Apply professional legal judgment to complex or ambiguous situations, considering relevant laws, facts, and competing interpretations. 5. Provide clear, structured feedback and corrections to improve the quality and reliability of AI-generated legal outputs. Required Qualifications 1. Juris Doctor (J.D.) degree from a U.S. law school. 2. Active bar license in at least one U.S. state or the District of Columbia. 3. More than 3 years of substantive post-J.D. legal practice.\\ 4. Strong legal reasoning, issue-spotting, legal writing, and document review skills. 5. Excellent written English communication and attention to detail. 6. Ability to work independently in a remote contractor environment. Preferred Qualifications 1. Experience in any legal practice area, including litigation, corporate, commercial, employment, personal injury, criminal, family, immigration, insurance, intellectual property, healthcare, securities, real estate, tax, privacy, environmental, or regulatory law. 2. Experience reviewing complex legal documents, identifying substantive errors, or evaluating competing legal arguments. 3. Familiarity with legal technology, AI-assisted research, or AI evaluation is a plus, but not required.

micro1

Puzzle Solver (Coding)

micro1Software, AI and Data

$60-$120/hr

Worldwide

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About this role

Puzzle Solver (Coding) Pay: $60–$120/hour Location: Global, fully remote Job Type: Contractor (~15 hours per week) Schedule: Flexible—you choose the hours and days you work, including weekends if desired We are looking for highly skilled competitive puzzle solvers to contribute to an AI training project involving algorithmic reasoning, debugging, constrained technical problems, and reproducible software solutions. The work involves solving self-contained coding and technical challenges designed to test the capabilities of advanced AI models. A representative task may require exploring an unfamiliar codebase or terminal environment, understanding a precise objective, implementing a solution, testing it against hidden or explicit constraints, and producing a reproducible final result. What You’ll Work On 1. Solve self-contained coding, logic, debugging, and technical reasoning challenges. 2. Analyze unfamiliar problems and translate their requirements into implementable solutions. 3. Select appropriate algorithms, data structures, and problem-solving strategies. Required Qualifications 1. A Codeforces profife is a must 2. Strong understanding of common data structures and algorithms. 3. Ability to reason carefully about constraints, complexity, edge cases, and correctness. 4. Experience debugging unfamiliar code or solving technically ambiguous problems. A public or otherwise verifiable Codeforces profile demonstrating meaningful competitive-programming experience is nice to have. Process 1. Apply to the role and complete the screening questions. 2. Complete an AI interview of approximately 30 minutes. 3. Complete the hiring manager review. Compensation Structure Compensation is output-based. Experts are paid per task that meets the project specifications. The time required to complete each task may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Start Timeline & Availability 1. We typically fill roles within 48 hours and are looking for experts who are ready to begin immediately. If selected, you will be expected to start your first task within 24–48 hours of completing onboarding.

micro1

Life Sciences Research Expert (Python)

micro1Life Sciences / Software, AI and Data

$60-$120/hr

Worldwide

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About this role

Role Title: Life Sciences Research Expert (Python) Pay: $60–$120/hour Location: Global, fully remote Job Type: Contractor (~15 hours per week) Schedule: Flexible—you choose the hours and days you work, including weekends if desired micro1 is seeking experienced life sciences researchers with strong, hands-on Python skills to contribute to projects focused on evaluating and improving advanced AI systems. In this role, you will apply your scientific expertise to create, solve, and review challenging research problems within biology and related fields. You will use Python to analyze scientific data, develop reproducible solutions, validate computational results, and identify errors in technical reasoning or code. Areas of Expertise We are particularly interested in candidates with expertise in one or more of the following: 1. Medicine and biomedical science 2. Computational biology 3. Neuroscience 4. Molecular and cellular biology 5. Biotechnology and bioinformatics 6. Genetics and genomics 7. Ecology and evolutionary biology 8. Biostatistics or biological data science 9. Etc. Scope of Work 1. Create and solve technically rigorous scientific problems within your area of expertise. 2. Develop reproducible Python-based analyses, models, simulations, or data-processing workflows. 3. Review scientific solutions and code for correctness, clarity, and completeness. Preferred Qualifications 1. PhD, MD, or master’s degree with substantial research experience in a relevant life sciences discipline. 2. Strong scientific or applied research background demonstrated through publications, thesis work, computational projects, industry research, or equivalent accomplishments. 3. Practical Python experience for scientific computing, data analysis, modeling, or simulation. 4. Familiarity with tools such as NumPy, pandas, SciPy, Matplotlib, scikit-learn, Jupyter, or relevant domain-specific libraries. Process 1. Apply to the role and complete the screening questions. 2. Complete an AI interview of approximately 30 minutes. 3. Complete the hiring manager review. Compensation Structure Compensation is output-based. Experts are paid per task that meets the project specifications. The time required to complete each task may vary depending on the expert’s experience and workflow. Minimum submission requirements apply.. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts who are ready to begin immediately. If selected, you will be expected to start your first task within 24–48 hours of completing onboarding.

micro1

Dutch Transcription Expert

micro1Languages / Audio & Voice / Generalist (No degree)

$25-$30/hr

Worldwide

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About this role

micro1 is engaging Dutch Transcription Experts to contribute to an exciting customer project focused on high-quality audio transcription. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This is an excellent opportunity to work with professionally recorded audio samples in both Dutch and English, bringing your deep understanding of language nuances and context to the forefront. Your attention to detail, linguistic fluency, and experience with professional transcription will be essential in delivering precise and reliable data that makes a real impact. Scope of Work 1. Transcribe audio samples from Dutch and English into accurate, high-quality written text with an emphasis on correct grammar, punctuation, and context. 2. Review, proofread, and edit your transcriptions to ensure consistency and adherence to project guidelines. 3. Collaborate with project stakeholders to clarify ambiguous content and align on transcription standards. 4. Assist in annotating transcriptions for specific linguistic features, as required for AI model training. 5. Follow detailed instructions to accurately capture nuances, dialects, and speaker intent in the transcriptions. 6. Provide constructive feedback to enhance transcription quality and workflow processes. 7. Maintain confidentiality and data security throughout all project deliverables. Preferred Qualifications 1. Native-level fluency in Dutch, with exceptional command of Dutch grammar and usage. 2. Professional experience in audio transcription, ideally with proven work on Dutch language samples. 3. Familiarity with English audio transcription is a plus. 4. Keen attention to detail, with an ability to capture subtle linguistic and contextual cues. 5. Excellent written and verbal communication skills, demonstrating care and precision in feedback and collaboration. 6. Experience contributing to AI training, natural language processing, or data annotation projects is beneficial, though not required. 7. Comfort working independently in a remote environment, meeting project quality standards and deadlines.

micro1

Legal & Compliance Expert

micro1Law14 days ago

$45-$90/hr

Worldwide

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About this role

Role Title: Legal & Compliance Expert Role Type: Contractor Location: Remote, global Opportunity Snapshot Pay: Up to $90/hour equivalent. Time per task: ~10 hours per task Engagement: Project-based — paid per approved task Location: Fully remote — no geographic restrictions. Strong English required (B2 minimum, C1 preferred) Next step: Complete the role-specific AI interview — it’s how your expertise gets in front of the client Your tasks: Design realistic, multi-step legal and compliance tasks with objective criteria for grading the output micro1 is engaging experienced legal and compliance practitioners to design the tasks that measure what AI systems can actually do. Your domain knowledge is what matters here — no prior AI experience required. The work is to turn real legal workflows into benchmark tasks: realistic, difficult, and gradable against objective criteria. If you’ve built a review checklist, marked up a junior associate’s draft, or trained a team against a compliance standard, that’s the instinct this needs. Scope of Work 1. Design multi-step tasks drawn from real legal and compliance work — contract review, due diligence, regulatory assessment, risk analysis — with realistic reference files and clear instructions. 2. Define objective grading criteria so two qualified reviewers would reach the same verdict on the same output. 3. Build tasks that require judgment rather than lookup: ones where the right answer depends on reading the materials correctly. 4. Create or source the supporting materials each task needs: agreements, policy documents, regulatory texts, diligence files. 5. Flag tasks that turn out to be ambiguous or ungradable instead of submitting them anyway. 6. Deliver approved tasks on schedule and at the required quality level. Preferred Qualifications 1. 5+ years of hands-on responsibility in contract review, due diligence, regulatory compliance, or risk — direct ownership of the work, not supervisory-only or adjacent exposure. 2. Experience creating or applying structured review standards: review checklists, diligence protocols, compliance frameworks, playbooks, or training assessments. 3. Comfortable reasoning across multiple documents at once and spotting inconsistencies between them. 4. Law degree and bar admission, or equivalent compliance qualification, is a plus but not required — practitioner experience is what matters. 5. Strong English, written and spoken — B2 minimum, C1 preferred. 6. AI or LLM evaluation experience is a plus, but not required. How the selection process works 1. Apply and complete the screening questions 2. Complete the AI interview — this is how we showcase your expertise to the client 3. Profile review 4. Onboarding — our Talent Ops team will get you set up

micro1

Senior Data Analyst

micro1Software, AI and Data

$50-$80/hr

United States

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Role Title: Senior Data Analyst Role Type: Contractor Location: Remote, US Based only Job Summary: We are seeking seasoned U.S.-based Senior Data Analysts for a part-time role at the forefront of AI. This opportunity is for accomplished data professionals who want to help shape how advanced AI is trained, evaluated, and applied to real-world data work. We are especially interested in analysts with deep experience working with large business data sets, strong quality assurance practices, and a meticulous eye for detail. Experience handling personally identifiable information (PII) is a plus. Key Responsibilities: 1. Review data sets for PII, flagging sensitive information and following data privacy best practices. 2. Review and assess AI responses to data and business analysis scenarios, providing expert feedback to improve accuracy and precision. 3. Apply QA practices to validate data quality, flag inconsistencies, and verify the correctness of analytical results. 4. Create objective evaluation frameworks and grading criteria to assess AI performance on analytical tasks. 5. Collaborate with product and research teams to refine data, guidelines, and best practices for AI-driven analytics. Required Skills and Qualifications: 1. Bachelor's degree in business, analytics, statistics, information systems, or a related field (or equivalent professional experience). 2. 3+ years of experience as a Business Analyst or Data Analyst working with large business data sets. 3. Hands-on experience with QA processes, such as data validation, reconciliation, and verifying analytical outputs. 4. Demonstrated expertise in handling and analyzing large business data sets. 5. Proven experience managing data containing personally identifiable information (PII) and sensitive material. Preferred Qualifications: 1. Familiarity or experience working with PII, including data privacy and handling best practices. 2. Proficiency with SQL, Excel, and BI or visualization tools. 3. Advanced degree or professional certification in business analysis or data analytics. 4. Prior exposure to AI, data labeling, or model evaluation initiatives.

micro1

Business Operations Expert

micro1Business and Consulting14 days ago

$45-$90/hr

Worldwide

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About this role

Role Title: Business Operations Expert Role Type: Contractor Location: Remote, global Opportunity Snapshot Pay: Up to $90/hour equivalent Time per task: ~10 hours per task Location: Fully remote — no geographic restrictions. Strong English required (B2 minimum, C1 preferred) Next step: Complete the role-specific AI interview — it’s how your expertise gets in front of the client Your tasks: Design realistic, multi-step business operations tasks with objective criteria for grading the output micro1 is engaging experienced operations practitioners to design the tasks that measure what AI systems can actually do. Your domain knowledge is what matters here — no prior AI experience required. The work is to turn real operational workflows into benchmark tasks: realistic, difficult, and gradable against objective criteria. If you’ve written an SOP, built a QA checklist, or trained a team against a standard, that’s the instinct this needs. Scope of Work 1. Design multi-step tasks drawn from real operations work — reporting, process design, workflow management — with realistic reference files and clear instructions. 2. Define objective grading criteria so two qualified reviewers would reach the same verdict on the same output. 3. Build tasks that require judgment rather than lookup: ones where the right answer depends on reading the materials correctly. 4. Create or source the supporting materials each task needs: spreadsheets, system exports, process documentation, operational reports. 5. Flag tasks that turn out to be ambiguous or ungradable instead of submitting them anyway. 6. Deliver approved tasks on schedule and at the required quality level. Preferred Qualifications 1. 5+ years of hands-on responsibility in business operations, operations reporting, process design, or workflow management — direct ownership of the work, not supervisory-only or adjacent exposure. 2. Experience creating or applying structured standards: SOPs, QA checklists, process documentation, service level definitions, or training assessments. 3. Strong Excel capability and comfort reasoning across multiple documents at once. 4. Strong English, written and spoken — B2 minimum, C1 preferred. 5. AI or LLM evaluation experience is a plus, but not required. How the selection process works 1. Apply and complete the screening questions 2. Complete the AI interview for this role. 3. Onboarding — our Talent Ops team will get you set up

micro1

Research Scientist - Computer Science & Computational Physics

micro1STEM / Software, AI and Data

$100-$400/hr

Worldwide

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About this role

micro1 is engaging Research Scientists in Computer Science & Computational Physics to help advance a customer’s high-impact research project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work 1. Identify and propose open problems, new bounds, or tractable research challenges in your subfield for rigorous investigation. 2. Conduct structured research using frontier AI models and agents to attempt proofs, develop algorithms, or run computational simulations. 3. Systematically verify research outputs by checking proofs, reproducing numerical results, or employing formal tools. 4. Assess findings for novelty and correctness in direct comparison with recent literature and published results. 5. Document methodologies, partial results, and encountered challenges through clear and thorough written reports. 6. Highlight promising new directions and discoveries for deeper exploration by senior research professionals. Preferred Qualifications 1. Advanced standing in research: late-stage PhD candidate, postdoctoral researcher, or early-career academic (0–5 years post-PhD) in computer science or mathematical/computational physics. 2. Recognized by peer community for research excellence, such as best paper or dissertation awards at leading venues (e.g., STOC, FOCS, SODA, PLDI, SC). 3. Strong publication track record within the past three years, including multiple top-venue papers and recent results addressing named open problems or introducing novel concepts. 4. Hands-on expertise in computational methods, encompassing simulation, numerical analysis, and algorithmic implementation. 5. Experience reviewing or sub-reviewing for prominent conferences in your specialty is a plus. 6. Background in leveraging frontier models, agents, or formal computational tools (e.g., Lean, SAT/SMT solvers) in scholarly work. 7. Publicly shared research statement or homepage outlining specific open problems currently under investigation.

micro1

Revenue Operations Specialist (SaaS)

micro1Business and Consulting14 days ago

$50-$100/hr

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Role Title: Revenue Operations Specialist (SaaS) Role Type: Contractor Location: Remote - U.S. or Canada only Opportunity Snapshot Pay: $50–100/hour Project kickoff: Already active — we’re onboarding candidates now Location: Remote — U.S. or Canada only You’ll need: Hands-on configuration experience in a CRM (Salesforce, HubSpot, or similar) plus at least two connected tools — billing, CPQ, ticketing, or project tracking Your tasks: Work through realistic SaaS revenue operations scenarios and explain the reasoning behind your decisions micro1 is engaging Revenue Operations Specialists to contribute to a customer’s AI training initiative. Your domain knowledge is what matters here — no prior AI experience required. We’re looking for people who have personally owned the systems behind revenue and customer motions, whether under revenue ops, sales ops, CS ops, or implementation. The work rewards operational judgment: knowing which rule wins when two policies conflict, and what to leave alone. Scope of Work 1. Work through realistic revenue operations scenarios — CRM data models, process design, configuration tradeoffs — and explain the reasoning behind each choice. 2. Resolve conflicts between operational policies: which rule takes precedence, why, and what you would deliberately leave unchanged. 3. Design workflows that hold up under compliance constraints like approvals, access controls, and audit requirements. 4. Diagnose revenue data problems — duplicates, broken lifecycle states, inconsistent metric definitions — and explain how you’d find the root cause and prevent recurrence. 5. Flag ambiguous or underspecified scenarios instead of resolving them silently. Preferred Qualifications 1. 4+ years hands-on in SaaS revenue, sales, CS, or implementation operations — not adjacent or management-only exposure. 2. Direct CRM ownership (Salesforce, HubSpot, or similar) with configuration experience, plus two or more connected tools: billing, CPQ, ticketing, or project tracking. 3. Track record of resolving policy conflicts and explaining tradeoffs, ideally in fintech, healthtech, insurtech, or complex multi-product environments. 4. Able to explain your reasoning clearly to technical and non-technical audiences. How the selection process works 1. Apply and complete the screening questions 2. Complete the AI interview (30 minutes at most) — this is how we showcase your expertise to the client 3. Profile review 4. Onboarding — our Talent Ops team will get you set up

micro1

English Voice Recording

micro1Audio & Voice / Generalist (No degree)

$20-$70/hr

United States

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Role Title: English Voice Recording Role Type: Contractor Location: Remote (U.S.-based only) Opportunity Snapshot Pay: $20 - 70/hour Project kickoff: Monday, October 19th You’ll need: A quiet room with no background noise, a reliable internet connection, and a smartphone or computer that can record clear audio Your tasks: Read provided English text aloud, record it following detailed guidelines, and submit clean audio files micro1 is engaging native and near-native English speakers for a read-aloud speech recording project. The work is straightforward: you’ll be given English text, you read it aloud following clear guidelines, and you submit the recording. Your voice helps train next-generation AI speech systems. No prior AI experience is required — clear speech and careful attention to instructions are what matter. Scope of Work 1. Read provided English prompts aloud, accurately and naturally, following the pronunciation and pacing guidelines. 2. Follow the instructions for each prompt exactly — including reading answer choices when the task asks for it — without adding your own responses or interpretations. 3. Record and submit clear audio files using the tools or platform provided. 4. Keep your delivery consistent across sessions: same clarity, same enunciation, same pace. 5. Re-record and resubmit when a take doesn’t meet the quality standard. 6. Flag prompts that are unclear, ambiguous, or have technical problems instead of guessing how to read them. 7. Stay in touch with project coordinators to align on quality expectations. Preferred Qualifications 1. Native or near-native English speaker, with clear and natural spoken delivery. 2. Able to read written text aloud smoothly, without stumbling or flattening it into a monotone. 3. Strong attention to detail and the discipline to follow instructions exactly, every time. 4. Access to a consistently quiet space for recording. 5. Reliable internet connection. 6. Comfortable working independently and submitting on schedule. 7. Experience with voice work, audiobook narration, voiceover, or audio recording tools is a plus, but not required. How the selection process works 1. Apply and complete the screening questions 2. Complete the AI interview 3. Fill out a form 4. Profile review 5. Onboarding — our Talent Ops team will get you set up.

micro1

Law Student

micro1

$50-$80/hr

Not specified

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About this role

micro1 is engaging Law Students to contribute their legal expertise to a high-impact project for a customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work 1. Review, analyze, and annotate complex U.S. legal documents to provide accurate, context-rich feedback and insights. 2. Draft, edit, and refine legal content to enhance data quality for AI model training and evaluation. 3. Offer detailed cite-checking and Bluebook formatting for legal materials and submissions. 4. Provide clear written explanations of nuanced legal concepts and reasoning processes. 5. Evaluate and verify the legal accuracy of provided content, ensuring consistency and reliability. 6. Collaborate with project stakeholders through strong written and verbal communication, addressing questions and clarifications as needed. 7. Contribute to the continuous improvement of project guidelines and best practices based on your legal training. Preferred Qualifications 1. Pursuing or holding a degree from a T14 (Top 14) U.S. law school. 2. Current law student enrolled in a U.S. law school; J.D. degree holders or U.S.-based lawyers/paralegals with relevant expertise are also encouraged to participate. 3. Experience as an editor for a law review or legal journal is required for law students; similar editorial experience is highly valued for other contributors. 4. Exceptional Bluebook proficiency and demonstrated cite-checking skills. 5. Strong written and verbal communication abilities with particular care for clarity and detail. 6. Proven ability to distill and explain complex legal issues concisely and accurately. 7. U.S.-based with in-depth knowledge of U.S. legal systems, research methods, and legal writing conventions.

micro1

Software Engineer – Backend

micro1Software, AI and Data

$30-$100/hr

Worldwide

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Job Type: Contractor (~15 hrs a week) Location: Remote Schedule: Flexible, you pick the hours and days (including weekends if desired) Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. You'll create realistic, interesting and challenging coding tasks for AI to solve involving feature implementation and bug fixes, and implement deterministic verifiers that accept reasonable valid solutions and reject everything else. What we're looking for 1. Strong backend experience in Java, Node.js, Go, Rust, Typescript, Python, C++ or similar 2. A track record building scalable services and APIs 3. Comfort with debugging, performance work and automated testing 4. Solid code review instincts Preferred Qualifications 1. Proven experience in backend development, with a track record of delivering high-quality and performant projects. 2. Demonstrated success in identifying and resolving software bugs and system bottlenecks. 3. Experience with codebase refactoring and implementing complex features in large-scale applications. 4. Strong understanding of algorithms, data structures, and foundational computer science concepts. 5. Excellent analytical, problem-solving, and technical communication skills. A note on the process: our interview and assessment stages are designed to see how you think, so we ask that you complete them without outside assistance. The same applies once you're on the project — the value of the work comes from your own judgment. Process: 1. Apply to the role, filling out the screening questions 2. Complete AI Interview (approx. 15/20 minutes) 3. Technical Assessment (Tentative) 4. Hiring Manager review Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

micro1

US Macroeconomist

micro1Finance

$50-$70/hr

United States

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micro1

Senior AI Trainer

micro1

$14-$36/hr

Not specified

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About this role

Role Title: Senior AI Trainer Role Type: Contractor, Remote Location: Northern America and Germany. micro1 is engaging Senior AI Trainers to collaborate on a customer-driven project enhancing AI system quality through expert-level model training and evaluation. In this role, you'll apply your generalist expertise and hands-on experience with AI products to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. Key Responsibilities: 1. Evaluate the performance of AI chat and search tools under standardized, repeatable conditions. 2. Apply detailed grading guidelines to accurately evaluate, rank, and annotate model responses, providing structured feedback that improves model performance. 3. Write, refine, and stress-test prompts that probe model capabilities, ensuring coverage of diverse scenarios, edge cases, and user intents. 4. Verify consistency and accuracy across evaluations, correcting discrepancies between ratings and the underlying rubric or guidelines. 5. Utilize AI training tools and platforms to record findings and submit evaluation datasets in alignment with project standards and milestones. 6. Collaborate with project trainers and contributors to resolve ambiguities, refine guidelines, and ensure evaluation consistency across the team. 7. Participate in ongoing quality reviews, incorporating feedback to maintain rigorous training and annotation standards. Required Skills and Qualifications: 1. Exceptional attention to detail and accuracy in reviewing and evaluating AI-generated content. 2. Strong written and verbal communication skills for effective collaboration, reporting, and timely updates on progress and challenges. 3. Demonstrated time management and self-organization abilities for independent, remote project participation. 4. Analytical and problem-solving mindset, with a proactive approach to resolving evaluation challenges. Preferred Qualifications: 1. Proven experience with AI model training, RLHF, data labeling, or similar data-centric evaluation projects. 2. Familiarity with AI products and tools, including prompt engineering and understanding of model behaviors and limitations. 3. Experience writing evaluation rubrics, grading model outputs, or reviewing AI responses for accuracy, helpfulness, and safety. 4. Background in AI training, machine learning data preparation, or LLM-focused projects (strongly preferred).

micro1

Media, Publishing & Communications Law Attorney

micro1Law

$140-$400/hr

Not specified

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Role Title: Media, Publishing & Communications Law Attorney Role Type: Contractor Location: Remote — open worldwide, provided you hold an active U.S. bar admission micro1 is engaging experienced Media, Publishing & Communications Law Attorneys to contribute to a customer’s AI training initiative. In this role, you’ll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. We’re looking for attorneys with substantive experience in media and entertainment transactions, publishing rights, or FCC communications regulatory matters. Scope of Work 1. Contribute expert-level legal reasoning on media, publishing, and communications law questions, including rights clearance, licensing, and regulatory compliance. 2. Work through realistic scenarios drawn from content licensing, broadcast regulation, and pre-publication review practice, explaining the analysis behind your conclusions. 3. Identify where a question is unsettled, jurisdictionally contested, or turns on facts that change the answer. 4. Review and validate work from other contributors for legal accuracy and clarity of reasoning. 5. Document your reasoning clearly, so the analysis is as useful as the conclusion. 6. Flag ambiguous or poorly framed scenarios to project coordinators instead of resolving them silently. 7. Deliver assigned work on schedule and at the required quality level. Required Qualifications 1. J.D. and active U.S. bar admission in good standing. 2. 5+ years of substantive media or communications law practice — hands-on, not supervisory-only or adjacent exposure. 3. A corporate law foundation, ideally built at a Vault 100 firm. How the selection process works 1. Apply and complete the screening questions 2. Complete the AI interview — this is how we showcase your expertise to the client 3. Profile review 4. Onboarding — our Talent Ops team will get you set up

micro1

Software Engineering Specialist

micro1Software, AI and Data / Design & Creative

$150-$350/hr

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micro1 is engaging Software Engineering Specialists to contribute technical expertise to a customer project focused on advanced presentation design and technical documentation. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity allows you to leverage your background in software engineering and technical communication to influence the future of intelligent systems. Scope of Work 1. Analyze and reconstruct technical presentation slides for enhanced clarity and visual impact. 2. Design visually compelling presentations that communicate complex software engineering concepts effectively. 3. Develop and integrate data visualizations to support technical narratives within presentations. 4. Edit and refine content to ensure accuracy, coherence, and alignment with industry best practices. 5. Document system architectures and engineering processes in clear, structured formats. 6. Apply critical thinking to evaluate and improve the storytelling flow of technical materials. 7. Collaborate asynchronously to deliver well-organized, high-quality deliverables for AI training purposes. Preferred Qualifications 1. Proven background in software engineering and familiarity with modern system architecture. 2. Advanced proficiency in Microsoft PowerPoint and presentation design principles. 3. Strong skills in data visualization and transforming technical data into engaging visuals. 4. Experience with technical documentation and content editing for engineering audiences. 5. Exceptional attention to detail and ability to identify areas for improvement across materials. 6. Excellent written communication and the ability to convey technical topics to diverse audiences. 7. Demonstrated critical thinking and a collaborative approach to project participation.

micro1

Senior Insurance Claims Expert (Liability, Property, Contents)

micro1

$20-$60/hr

Worldwide

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Role Title: Senior Insurance Claims Expert (Liability, Property, Contents) Pay: $40–$60/hour Location: Global, fully remote Job Type: Contractor (~10 hours per week) Schedule: Flexible—you can choose the hours and days you work, including weekends if desired as long as you're active micro1 is engaging Senior Insurance Claims Experts (Liability, Property, Contents) to contribute expertise to a customer project focused on real-world insurance claim scenarios. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Senior insurance professionals will remotely review a variety of complex claims, including disputed-fault auto incidents using video evidence and statements, property and catastrophe damage via aerial imagery, and contents valuation based on photographs. Scope of Work 1. Review and analyze disputed-fault auto claims by evaluating video recordings, written statements, and supporting documentation. 2. Assess property and catastrophe-related damages using aerial roof imagery and catastrophe photos to determine accurate liability and loss. 3. Evaluate and identify contents claims through photographic evidence, providing detailed Preferred Qualifications 1. Minimum 5 years of experience in insurance claims management with a focus on auto liability, property, catastrophe, and contents assessment. 2. Active state adjuster license, or professional certifications such as AIC, CPCU, HAAG, or ACTAR. 3. Demonstrated experience with comparative fault determination and complex liability assessments. Process 1. Apply to the role and complete the screening questions. 2. Complete an AI interview of approximately 20-30 minutes. 3. Complete the hiring manager review. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts who are ready to begin immediately. If selected, you will be expected to start your first task within 24–48 hours of completing onboarding.

micro1

ML Engineer (MSc. or PhD)

micro1Software, AI and Data / STEM

$60-$120/hr

Worldwide

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Senior ML Engineer (MSc. or PhD) Pay: $60–$120/hour Location: Global, fully remote Job Type: Contractor (~15 hours per week) Schedule: Flexible—you choose the hours and days you work, including weekends if desired We are looking for highly skilled Machine Learning Experts to contribute to an AI training project involving model development, training and inference systems, numerical computing, performance optimization, and Python. The work involves creating, solving, reviewing, and validating challenging machine-learning engineering tasks. A representative task may require implementing or modifying a model, constructing a reproducible training or inference workflow, optimizing memory or throughput, debugging numerical or system-level failures, and verifying that the resulting implementation satisfies objective correctness and performance requirements. This is a very coding heavy role. Candidates but have experience using coding agents with python in their workflow. What You’ll Work On 1. Develop and validate machine-learning models, training pipelines, inference systems, and supporting infrastructure. 2. Implement model components, data pipelines, evaluation systems, and numerical methods. 3. Build reproducible programmatic workflows using Python and command-line tools. Required Qualifications 1. A master’s degree or PhD in Computer Science, Machine Learning, Artificial Intelligence, Applied Mathematics, Statistics, Engineering, or a closely related quantitative discipline. 2. Strong professional or research experience in machine learning. 3. Practical proficiency with Python and coding agents. Equivalent tools may also be considered when the candidate demonstrates directly relevant depth. Experience at a well-established technology company, AI laboratory, research organization, or other recognized engineering environment is strongly preferred. Exceptional open-source or academic experience may also qualify. Process 1. Apply to the role and complete the screening questions. 2. Complete an AI interview of approximately 30 minutes. 3. Complete the hiring manager review. Compensation Structure Compensation is output-based. Experts are paid per task that meets the project specifications. The time required to complete each task may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Start Timeline & Availability 1. We typically fill roles within 48 hours and are looking for experts who are ready to begin immediately. If selected, you will be expected to start your first task within 24–48 hours of completing onboarding.

micro1

Senior Cargo and Parcel Claims Examiner

micro1

$20-$60/hr

Worldwide

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Role Title: Senior Cargo and Parcel Claims Examiner Role Title: QA & Source Inspection Pay: $20–$60/hour Location: Global, fully remote Job Type: Contractor (~10 hours per week) Schedule: Flexible—you can choose the hours and days you work, including weekends if desired as long as you're active micro1 is engaging Senior Cargo and Parcel Claims Examiners to contribute their expertise to a specialized customer project focused on air cargo and parcel delivery claims analysis. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This is a unique opportunity for experienced air cargo and parcel claims professionals to review and analyze real shipment evidence from anywhere. Typical assignments include examining origin and destination cargo photos, scrutinizing air waybills, and assessing delivery photo disputes. Your responsibilities will also involve drafting clear, well-reasoned custody and liability determinations. Professionals with backgrounds in airline, ground handling, and parcel carrier claims are particularly encouraged to participate. All activities are fully remote, offering maximum flexibility. Scope of Work 1. Review and analyze documentation related to cargo and parcel claims, including air waybills, shipment photos, and delivery records. 2. Assess evidence to determine custody, liability, and compliance with release rules for disputed shipments. 3. Draft clear and concise written rationales supporting custody and liability determinations. Preferred Qualifications 1. 5+ years of professional experience in air cargo, ground handling, or parcel carrier claims examination or dispute resolution. 2. Strong knowledge of custody determination, release rules, and liability assessment in air and ground freight contexts. 3. Proven expertise handling parcel delivery disputes and interpreting freight documentation. Process 1. Apply to the role and complete the screening questions. 2. Complete an AI interview of approximately 20-30 minutes. 3. Complete the hiring manager review. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts who are ready to begin immediately. If selected, you will be expected to start your first task within 24–48 hours of completing onboarding.

micro1

Senior Software Engineer

micro1Software, AI and Data

$30-$100/hr

Worldwide

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Job Type: Contractor (~15 hrs a week) Location: Remote Schedule: Flexible, you pick the hours and days (including weekends if desired) Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. You'll create realistic, interesting and challenging coding tasks for AI to solve involving feature implementation and bug fixes, and implement deterministic verifiers that accept reasonable valid solutions and reject everything else. What we're looking for 1. Strong backend experience in Java, Node.js, Go, Rust, Typescript, Python, C++ or similar 2. A track record building scalable services and APIs 3. Comfort with debugging, performance work and automated testing 4. Solid code review instincts 5. A strong testing background is a big plus — experience designing test strategy, building and maintaining large test suites, diagnosing flaky tests, or raising the testing bar on a team. Preferred Qualifications 1. Proven experience in backend development, with a track record of delivering high-quality and performant projects. 2. Demonstrated success in identifying and resolving software bugs and system bottlenecks. 3. Experience with codebase refactoring and implementing complex features in large-scale applications. 4. Strong understanding of algorithms, data structures, and foundational computer science concepts. 5. Excellent analytical, problem-solving, and technical communication skills. A note on the process: our interview and assessment stages are designed to see how you think, so we ask that you complete them without outside assistance. The same applies once you're on the project — the value of the work comes from your own judgment. Process: 1. Apply to the role, filling out the screening questions 2. Complete AI Interview (approx. 30 minutes) 3. Technical Assessment (Tentative) 4. Hiring Manager review Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

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