AI TrainingMicro1
Role Title: Open source GitHub maintainer
Role Type: Contractor (15 hrs a week)
Location: Remote, Open Globally
Schedule: Flexible, any hours/days of the week. As long as there is constant activity.
micro1 is engaging expert Senior Software Engineers to support a customer’s innovative 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.
As a subject-matter expert, you'll review code patches generated by an LLM for the repository (or repositories) you maintain, and provide your professional assessment of each one.
Applicants must have clear open source contributions and profiles to showcase it like GitHub or GitLab.
Scope of Work
- Evaluate code patches generated by LLMs and offer detailed feedback on each one
- Provide written justification to support your assessments
- Conduct peer reviews of work submitted by other subject-matter experts
Preferred Qualifications
- Experience maintaining an open source repository.
- Experience reviewing code from contributors
Process:
- Apply to the role, filling out the screening questions
- Complete AI interview (aprox. 10 minutes)
- 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.
Contractor· Remote, Open Globally
Status: Open
AI TrainingMicro1
Role Title: Bilingual Indonesian Psychiatrist
Role Type: Contractor
Location: Remote
micro1 is engaging Bilingual Indonesian Psychiatrists to contribute to a customer-focused 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
- Develop and evaluate complex psychiatric case studies to inform AI model training with real-world, culturally nuanced scenarios.
- Conduct thorough psychological assessments and provide expert annotations reflecting Indonesian psychiatric practices and perspectives.
- Produce clear, precise documentation and written analyses in both Indonesian and English, ensuring cultural and clinical accuracy.
- Participate in interdisciplinary collaboration, sharing insights with AI project teams to enhance model understanding of psychiatric concepts.
- Apply ethical decision-making in the review and critique of sensitive case content, maintaining patient confidentiality and best practices.
- Contribute to the creation of bilingual communication frameworks for accurate psychiatric information exchange.
- Offer expert feedback on the analytical evaluation methods used by AI systems in mental health contexts.
Preferred Qualifications
- Medical degree (MD, MBBS, or equivalent) with completed psychiatry residency and a valid medical license
- Native fluency in Indonesian and advanced proficiency in English, with demonstrated ability in both written and verbal communication.
- Extensive experience in psychiatric assessment, treatment planning, and case documentation within Indonesian clinical settings.
- Proven capability to apply cultural sensitivity and ethical reasoning to complex mental health scenarios.
- Strong background in developing teaching materials or case studies for educational or research purposes.
- Experience collaborating on interdisciplinary projects, ideally involving technology, research, or digital health.
- Familiarity with both Western and Indonesian psychiatric frameworks, with a commitment to high standards of professional integrity.
Contractor· Remote
Status: Open
AI TrainingMicro1
Role Title: Bilingual Japanese Psychiatrist
Role Type: Contractor
Location: Remote
micro1 is engaging Bilingual Japanese Psychiatrists to contribute to a customer-focused 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
- Develop and evaluate complex psychiatric case studies to inform AI model training with real-world, culturally nuanced scenarios.
- Conduct thorough psychological assessments and provide expert annotations reflecting Japanese psychiatric practices and perspectives.
- Produce clear, precise documentation and written analyses in both Japanese and English, ensuring cultural and clinical accuracy.
- Participate in interdisciplinary collaboration, sharing insights with AI project teams to enhance model understanding of psychiatric concepts.
- Apply ethical decision-making in the review and critique of sensitive case content, maintaining patient confidentiality and best practices.
- Contribute to the creation of bilingual communication frameworks for accurate psychiatric information exchange.
- Offer expert feedback on the analytical evaluation methods used by AI systems in mental health contexts.
Preferred Qualifications
- Medical degree (MD, MBBS, or equivalent) with completed psychiatry residency and a valid medical license
- Native fluency in Japanese and advanced proficiency in English, with demonstrated ability in both written and verbal communication.
- Extensive experience in psychiatric assessment, treatment planning, and case documentation within Japanese clinical settings.
- Proven capability to apply cultural sensitivity and ethical reasoning to complex mental health scenarios.
- Strong background in developing teaching materials or case studies for educational or research purposes.
- Experience collaborating on interdisciplinary projects, ideally involving technology, research, or digital health.
- Familiarity with both Western and Japanese psychiatric frameworks, with a commitment to high standards of professional integrity.
Contractor· Remote
Status: Open
AI TrainingMicro1
Role Title: Bilingual Malay Psychiatrist
Role Type: Contractor
Location: Remote
micro1 is engaging Bilingual Malay Psychiatrists to contribute to a customer-focused 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
- Develop and evaluate complex psychiatric case studies to inform AI model training with real-world, culturally nuanced scenarios.
- Conduct thorough psychological assessments and provide expert annotations reflecting Malay psychiatric practices and perspectives.
- Produce clear, precise documentation and written analyses in both Malay and English, ensuring cultural and clinical accuracy.
- Participate in interdisciplinary collaboration, sharing insights with AI project teams to enhance model understanding of psychiatric concepts.
- Apply ethical decision-making in the review and critique of sensitive case content, maintaining patient confidentiality and best practices.
- Contribute to the creation of bilingual communication frameworks for accurate psychiatric information exchange.
- Offer expert feedback on the analytical evaluation methods used by AI systems in mental health contexts.
Preferred Qualifications
- Medical degree (MD, MBBS, or equivalent) with completed psychiatry residency and a valid medical license
- Native fluency in Malay and advanced proficiency in English, with demonstrated ability in both written and verbal communication.
- Extensive experience in psychiatric assessment, treatment planning, and case documentation within Malay clinical settings.
- Proven capability to apply cultural sensitivity and ethical reasoning to complex mental health scenarios.
- Strong background in developing teaching materials or case studies for educational or research purposes.
- Experience collaborating on interdisciplinary projects, ideally involving technology, research, or digital health.
- Familiarity with both Western and Malay psychiatric frameworks, with a commitment to high standards of professional integrity.
Contractor· Remote
Status: Open
AI TrainingMicro1
Role Title: Clinician (Oncology / Hematology)
Role Type: Contractor
Location: Remote
micro1 is engaging Clinician (Oncology / Hematology)s to contribute to a customer’s project at the forefront of AI in healthcare. 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
- Author and review evaluation tasks that require nuanced clinical judgment, leveraging Clinical Study Reports, periodic safety reports, and regulatory correspondence in oncology and haematology.
- Assess the clinical defensibility of efficacy and safety conclusions, ensuring endpoints and effect sizes reflect true clinical significance.
- Apply advanced judgment to dose escalation, dose-limiting toxicity, modifications, adverse event grading and attribution, and the coherence of patient narratives.
- Evaluate benefit-risk reasoning, scrutinizing the durability of conclusions in light of new events, and the realism of described management strategies.
- Identify and flag content that is clinically implausible or internally inconsistent, distinguishing these from legitimate clinical variation.
- Provide structured, guideline-based written rationales that clearly explain the validity or limitations of clinical interpretations for a non-clinical audience.
Preferred Qualifications
- Specialist registration or board certification in medical oncology and/or haematology, with 5+ years of post-training clinical experience.
- Direct involvement in clinical trials as investigator, sub-investigator, or sponsor-side medical monitor, safety physician, or clinical development physician.
- Proficiency with CTCAE grading, relevant response criteria (RECIST, Lugano, IMWG, IWCLL, ELN), and outcome endpoints (ORR, DoR, PFS, OS, MRD).
- Hands-on experience with trial documents such as protocols, investigator brochures, CSRs, safety narratives, or DSMB/IDMC materials.
- Demonstrated excellence in written communication, with clear, structured explanations of clinical reasoning tailored for non-clinical readers.
- Previous roles in medical monitoring or as medical director on oncology or haematology programmes, and committee participation (IDMC, DSMB, adjudication, or independent review committees).
- Peer-reviewed publication record or authorship on clinical trial manuscripts, with any exposure to AI-assisted clinical review tools seen as a plus.
Contractor· Remote
Status: Open
AI TrainingMicro1
Role Title: Georgian Speaking Psychiatrist
Role Type: Contractor
Location: Remote
micro1 is engaging Bilingual Georgian Psychiatrists to contribute to a customer-focused 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
- Develop and evaluate complex psychiatric case studies to inform AI model training with real-world, culturally nuanced scenarios.
- Conduct thorough psychological assessments and provide expert annotations reflecting Georgian psychiatric practices and perspectives.
- Produce clear, precise documentation and written analyses in both Georgian and English, ensuring cultural and clinical accuracy.
- Participate in interdisciplinary collaboration, sharing insights with AI project teams to enhance model understanding of psychiatric concepts.
- Apply ethical decision-making in the review and critique of sensitive case content, maintaining patient confidentiality and best practices.
- Contribute to the creation of bilingual communication frameworks for accurate psychiatric information exchange.
- Offer expert feedback on the analytical evaluation methods used by AI systems in mental health contexts.
Preferred Qualifications
- Medical degree (MD, MBBS, or equivalent) with completed psychiatry residency and a valid medical license
- Native fluency in Georgian and advanced proficiency in English, with demonstrated ability in both written and verbal communication.
- Extensive experience in psychiatric assessment, treatment planning, and case documentation within Georgian clinical settings.
- Proven capability to apply cultural sensitivity and ethical reasoning to complex mental health scenarios.
- Strong background in developing teaching materials or case studies for educational or research purposes.
- Experience collaborating on interdisciplinary projects, ideally involving technology, research, or digital health.
- Familiarity with both Western and Georgian psychiatric frameworks, with a commitment to high standards of professional integrity.
Contractor· Remote
Status: Open
AI TrainingMicro1
Role Title: Lithuanian Speaking Psychiatrist
Role Type: Contractor
Location: Remote
micro1 is engaging Bilingual Lithuanian Psychiatrists to contribute to a customer-focused 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
- Develop and evaluate complex psychiatric case studies to inform AI model training with real-world, culturally nuanced scenarios.
- Conduct thorough psychological assessments and provide expert annotations reflecting Lithuanian psychiatric practices and perspectives.
- Produce clear, precise documentation and written analyses in both Lithuanian and English, ensuring cultural and clinical accuracy.
- Participate in interdisciplinary collaboration, sharing insights with AI project teams to enhance model understanding of psychiatric concepts.
- Apply ethical decision-making in the review and critique of sensitive case content, maintaining patient confidentiality and best practices.
- Contribute to the creation of bilingual communication frameworks for accurate psychiatric information exchange.
- Offer expert feedback on the analytical evaluation methods used by AI systems in mental health contexts.
Preferred Qualifications
- Medical degree (MD, MBBS, or equivalent) with completed psychiatry residency and a valid medical license
- Native fluency in Lithuanian and advanced proficiency in English, with demonstrated ability in both written and verbal communication.
- Extensive experience in psychiatric assessment, treatment planning, and case documentation within Lithuanian clinical settings.
- Proven capability to apply cultural sensitivity and ethical reasoning to complex mental health scenarios.
- Strong background in developing teaching materials or case studies for educational or research purposes.
- Experience collaborating on interdisciplinary projects, ideally involving technology, research, or digital health.
- Familiarity with both Western and Lithuanian psychiatric frameworks, with a commitment to high standards of professional integrity.
Contractor· Remote
Status: Open
AI TrainingMicro1
Role Title: Tagalog Speaking Psychiatrist
Role Type: Contractor
Location: Remote
micro1 is engaging Bilingual Tagalog Psychiatrists to contribute to a customer-focused 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
- Develop and evaluate complex psychiatric case studies to inform AI model training with real-world, culturally nuanced scenarios.
- Conduct thorough psychological assessments and provide expert annotations reflecting Tagalog psychiatric practices and perspectives.
- Produce clear, precise documentation and written analyses in both Tagalog and English, ensuring cultural and clinical accuracy.
- Participate in interdisciplinary collaboration, sharing insights with AI project teams to enhance model understanding of psychiatric concepts.
- Apply ethical decision-making in the review and critique of sensitive case content, maintaining patient confidentiality and best practices.
- Contribute to the creation of bilingual communication frameworks for accurate psychiatric information exchange.
- Offer expert feedback on the analytical evaluation methods used by AI systems in mental health contexts.
Preferred Qualifications
- Medical degree (MD, MBBS, or equivalent) with completed psychiatry residency and a valid medical license
- Native fluency in Tagalog and advanced proficiency in English, with demonstrated ability in both written and verbal communication.
- Extensive experience in psychiatric assessment, treatment planning, and case documentation within Tagalog clinical settings.
- Proven capability to apply cultural sensitivity and ethical reasoning to complex mental health scenarios.
- Strong background in developing teaching materials or case studies for educational or research purposes.
- Experience collaborating on interdisciplinary projects, ideally involving technology, research, or digital health.
- Familiarity with both Western and Tagalog psychiatric frameworks, with a commitment to high standards of professional integrity.
Contractor· Remote
Status: Open
AI TrainingMicro1
Pay: $100–$150/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 needed
We are looking for highly skilled Open-Source Software Engineers to contribute to an AI training project involving software development, repository exploration, debugging, system architecture, and code evaluation.
The work involves creating, solving, reviewing, and validating challenging software-engineering tasks across front-end and back-end systems and helping with translating full coding builds from one particular language into another.
We are particularly interested in engineers who own or maintain open-source repositories or have made meaningful contributions to established projects. Contributions should demonstrate real engineering ability, not only documentation updates, dependency bumps, formatting changes, or minor typo corrections.
Candidates should be prepared to discuss specific repositories, pull requests, issues, and code they personally authored.
What You’ll Work On
- Explore and understand unfamiliar software repositories.
- Implement, modify, and debug front-end and back-end components.
- Trace data and execution across interfaces, services, libraries, APIs, databases, and external dependencies.
- Reproduce software issues and identify their underlying causes.
- Implement solutions that fit an existing project’s architecture and contribution standards.
- Write unit, integration, regression, and end-to-end tests.
- Review AI-generated patches for correctness, completeness, security, and maintainability.
Required Qualifications
- A public or otherwise verifiable GitHub profile.
- Meaningful ownership of or contributions to one or more open-source repositories.
- Strong software-engineering experience across front-end, back-end, full-stack, systems, developer tooling, infrastructure, or another substantial technical area.
- Experience with multiple programming languages.
- Ability to understand and modify unfamiliar codebases.
Relevant languages may include TypeScript, JavaScript, Python, Java, Go, Rust, C++, C#, Ruby, PHP, or other languages used in substantial open-source projects.
Process
- Apply to the role and complete the screening questions.
- Complete an AI interview of approximately 30 minutes.
- 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. Experts must submit a minimum number of tasks per week.
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 tasks within 24–48 hours of completing onboarding.
Contractor· Global, fully remote
Status: Open
AI TrainingMicro1
Role Title: Senior Aviation Maintenance Inspector
Role Type: Contractor
Location: Remote (US-based preferred)
micro1 is engaging Senior Aviation Maintenance Inspectors to contribute to a customer's project focused on advancing aviation maintenance procedures and regulatory knowledge. 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 engagement seeks FAA-certified professionals with deep technical insight and a passion for precision in documentation, communication, and compliance within regulated environments.
Scope of Work
- Review, analyze, and annotate aircraft maintenance manuals, illustrated parts catalogs (IPC), and related technical documents.
- Evaluate and critique borescope engine inspection data, identifying anomalies and recommending corrective actions based on FAA standards.
- Assess composite structure inspection processes and outcomes, ensuring adherence to regulatory requirements and industry best practices.
- Interpret approach plates and flight operations briefing materials, providing detailed feedback on navigational and operational accuracy.
- Deliver comprehensive written and verbal insights on maintenance and inspection procedures to inform AI model development.
- Cross-reference maintenance tasks with FAA Parts 43, 121, 135, and 145 to ensure compliance and accurate process representation.
- Contribute subject matter expertise to refine and validate data sets used for AI training in aviation contexts.
Preferred Qualifications
- FAA Airframe & Powerplant (A&P) certificate, Inspection Authorization (IA), or equivalent Part 145 inspector status strongly preferred.
- 8+ years of hands-on experience in aircraft maintenance, inspection, and regulatory compliance.
- Expertise with borescope engine inspection and interpretation of resulting imagery and reports.
- Proficiency in reading and interpreting maintenance manuals, IPCs, and approach plates.
- Thorough working knowledge of FAA Parts 43, 121, 135, and 145 regulations and real-world application.
- Exceptional written and verbal communication capabilities, with a strong attention to detail.
- Experience as a check airman or in training/mentoring roles within aviation maintenance settings is a plus.
Contractor· Remote (US-based preferred)
Status: Open
AI TrainingMicro1
Role Title: Senior Metallurgist / Welding Inspector
Role Type: Contractor
Location: Remote (US based preferred)
micro1 is engaging expert Senior Metallurgists and Welding Inspectors to participate in a high-impact project for a customer in advanced manufacturing and materials engineering. 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
- Evaluate and interpret metallographic microstructures to determine material acceptability and conformance to standards.
- Conduct heat treatment process analysis and acceptance reviews in accordance with AMS 2750, ASTM E112, and related US specifications.
- Assess weld quality through macro etch evaluation and apply CWI acceptance criteria to real-world case studies.
- Perform coating inspection tasks aligned with NACE/AMPP and SSPC protocols, ensuring surface integrity and protection requirements are met.
- Review and disposition additive manufacturing (LPBF) defects based on detailed build and cross-sectional data.
- Provide clear, well-documented written and verbal feedback on accept/reject decisions, supporting data-driven insights for AI model training.
- Reference and apply NADCAP, AWS, ASTM, and AMS standards to a variety of metal samples, weldments, coatings, and AM builds.
Preferred Qualifications
- At least 8 years of hands-on experience making high-stakes accept/reject calls on micrographs, weld macros, fracture surfaces, coatings, or LPBF additive builds.
- Advanced knowledge of US and international standards including ASTM, AMS, AWS, NADCAP, NACE/AMPP, and SSPC.
- Current or prior AWS Certified Welding Inspector (CWI) credentials, or equivalent metallurgical certification.
- Proven experience in metallographic analysis, heat treatment evaluation, weld inspection, and industrial coating assessment.
- Familiarity with additive manufacturing processes, especially laser powder bed fusion (LPBF) and associated defect mechanisms.
- Exceptional written and verbal communication skills, with a keen eye for detail and the ability to explain technical reasoning clearly.
- Experience in remote or digital project collaboration, with strong self-direction and accountability for deliverables.
Contractor· Remote (US based preferred)
Status: Open
AI TrainingMicro1
Join our customer's team as an expert Computer Systems Analyst, playing a pivotal role in advancing an AI training project. You will leverage your deep expertise to analyze, document, and optimize critical business systems, ensuring robust integration, efficiency, and data privacy compliance within a dynamic remote environment.
Contractor· Remote
Status: Open
AI TrainingSME Careers
In this hourly, remote contractor role, you will work as a Legal & Compliance Subject Matter Expert (SME) to create challenging professional questions, evaluate AI-generated legal and regulatory content, and design high-quality rubrics defining what a complete, well-reasoned, and professionally appropriate response should contain.
You will develop tasks involving legal analysis, regulatory interpretation, compliance, issue spotting, risk assessment, policy interpretation, contracts, privacy, financial regulation, employment matters, corporate compliance, or related fields depending on your specialization.
You will evaluate whether AI-generated responses identify relevant issues, apply appropriate rules or standards, recognize exceptions, distinguish facts from assumptions, address relevant risks, and avoid unsupported conclusions.
A major component of this role is rubric writing and evaluation design. You will translate nuanced legal or regulatory judgment into structured criteria covering issue identification, applicable standards, analysis quality, completeness, exceptions, jurisdictional considerations, risk, and professional reasoning.
This role is with SME Careers, a fast-growing AI Data Services company and subsidiary of SuperAnnotate, delivering training data for many of the world’s largest AI companies and foundation-model labs. Your expertise directly helps improve the world’s premier AI models by making their legal and compliance outputs more accurate, rigorous, and professionally reliable.
Contractor· Remote
Status: Open
AI TrainingMicro1
Role Title: Senior Field Service Technician
Role Type: Contractor
Location: Remote
micro1 is engaging Senior Field Service Technicians to contribute expertise on a customer’s technical 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
- Review and interpret complex electrical schematics, hydraulic, and pneumatic diagrams to assess equipment function and fault pathways.
- Diagnose faults and performance issues in industrial, HVAC, elevator, heavy equipment, marine, rail, utility, or telecom systems using technical documentation.
- Analyze PLC logic and industrial controls to identify root causes of operational issues and recommend evidence-based solutions.
- Document clear, detailed written reports of troubleshooting approaches, findings, and corrective actions for use in AI model training.
- Evaluate compliance with relevant US codes (NFPA 70/79, ASME A17.1, OSHA) and highlight code-specific requirements based on real project scenarios.
- Communicate technical concepts and diagnostic reasoning effectively in written and verbal form for diverse audiences.
- Provide expert commentary on practical maintenance, service, and repair strategies based on extensive field experience.
Preferred Qualifications
- 8+ years of hands-on troubleshooting experience in industrial, HVAC, elevator, hydraulic, heavy vehicle, marine, rail, utility, or telecom equipment.
- Advanced proficiency reading and interpreting wiring diagrams, electrical schematics, hydraulic and pneumatic layouts.
- Deep familiarity with PLC programming, industrial controls, and fault-finding processes.
- Strong working knowledge of US safety and operational codes (NFPA 70/79, ASME A17.1, OSHA).
- Exceptional written and verbal communication skills, with the ability to translate complex diagnostics into clear documentation.
- Demonstrated capacity to analyze technical information and craft expert-level insights.
- Previous experience authoring technical service reports or instructions is a plus.
Contractor· Remote
Status: Open
AI TrainingMicro1
Role Title: Senior NDT Inspector (Level II/III)
Role Type: Contractor
Location: Remote (US-based preferred)
micro1 is engaging Senior NDT Inspectors (Level II/III) to contribute expert insights to a client's critical engineering 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. This engagement is ideal for professionals passionate about elevating standards in non-destructive testing and advancing the field through remote project-based contributions.
Scope of Work
- Analyze and interpret radiographic images (RT), ultrasonic scans (UT/PAUT), and magnetic particle (MT) or penetrant (PT) test indications.
- Review authentic inspection data and provide meticulous written and verbal evaluations, ensuring compliance with relevant codes and standards (e.g., ASME Section V, API 510/653).
- Apply advanced knowledge of weld defect acceptance criteria to make disposition recommendations on flaws and indications found in welds and components.
- Evaluate thermographic imagery or remote visual inspection (RVI) footage as needed, contributing expert judgement to diverse inspection scenarios.
- Produce clear, concise, and technically accurate reports that document findings, rationale, and recommended actions.
- Collaborate asynchronously with technical peers to resolve complex or ambiguous indications, enhancing overall project accuracy and reliability.
- Contribute to the continuous improvement of project protocols based on industry best practices and evolving compliance criteria.
Preferred Qualifications
- Active ASNT or ISO 9712 NDT Level II/III certification in relevant methods (RT, UT/PAUT, MT, PT).
- Minimum of 8 years directly interpreting radiographs, ultrasonic/PAUT scans, MT/PT indications, and related NDT data in oil & gas, petrochemical, or power sectors.
- Thorough working knowledge of US and international codes and standards (ASME Section V, VIII, XI; API 510/570/653; API 1104; AWS D1.1).
- Expertise in making nuanced accept/reject determinations according to code-based acceptance criteria.
- Exceptional written and verbal communication skills, especially in authoring detailed technical documentation and delivering feedback to technical and non-technical audiences.
- Demonstrated ability to conduct objective, quality-focused work independently in a remote setting.
- Experience evaluating thermography or RVI data is a plus.
Contractor· Remote (US-based preferred)
Status: Open
AI TrainingMicro1
Role Title: Technical Problem Author (Multi-Domain)
Role Type: Contractor
Location: Remote
micro1 is engaging Technical Problem Authors (Multi-Domain) to contribute to a customer's project focused on advancing the capabilities of AI technologies in engineering. 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
- Author and evaluate advanced technical problems in your area of expertise, such as Aerodynamics, Materials Science, CAD/Mechanical Design, Circuit Design, or Mechanical Engineering.
- Review and assess AI-generated technical responses for correctness, accuracy, and engineering relevance.
- Apply practical engineering judgment to real-world design, analysis, and failure scenarios, along with theoretical problem contexts.
- Analyze and troubleshoot complex, domain-specific issues, identifying ambiguities and proposing clarifications in technical statements and conditions.
- Provide structured feedback and clear written and verbal explanations to support and enhance AI learning and reasoning capabilities.
- Collaborate remotely with a network of technical experts and project participants to deliver high-quality domain input.
- Document insights and recommendations to inform continuous model improvement and refinement of problem statements.
Preferred Qualifications
- Advanced degree (MS or PhD) in a relevant engineering discipline, or substantial industry experience (8+ years for Aerodynamics/Circuit Design/Mechanical Engineering; 5+ years for CAD/Mechanical Design).
- At least 5 years of hands-on technical experience in your domain, such as mechanical design, aerodynamic analysis, materials selection, or circuit/system development.
- Demonstrated track record in technical problem authoring (e.g., olympiad problem committees, licensure exam item writing, academic qualifying-exam authorship, standards committee roles, or technical competition leadership).
- Flagship publications, patents, or industry awards recognized within your field, or evidence of technical rigor through competition results or committee service.
- Professional-level English proficiency and exceptional written and verbal communication skills are essential.
- Familiarity with industry-standard engineering tools (e.g., AutoCAD, CAD suites, CFD/FEA software, EDA tools, or lab equipment) relevant to your specialty.
- Experience working independently and remotely, contributing high-quality deliverables within required project timelines.
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.
Contractor· Remote
Status: Open
AI TrainingSME Careers
In this hourly, remote contractor role, you will work as a Finance & Accounting Subject Matter Expert (SME) to create realistic professional tasks, evaluate AI-generated financial work, and design detailed rubrics defining what a high-quality professional response should contain.
You will develop challenging questions and work products involving areas such as financial analysis, accounting, corporate finance, investment analysis, valuation, financial modeling, reporting, audit, risk, or related disciplines. You will assess whether AI outputs use appropriate assumptions, methodologies, calculations, professional judgment, and supporting reasoning.
A major focus of this role is rubric design and evaluation writing. You will translate professional finance and accounting judgment into structured criteria covering accuracy, methodology, completeness, materiality, assumptions, calculations, risk considerations, and quality of reasoning. You may also critique and improve rubrics developed by other experts.
This role is with SME Careers, a fast-growing AI Data Services company and subsidiary of SuperAnnotate, delivering training data for many of the world’s largest AI companies and foundation-model labs. Your expertise directly helps improve the world’s premier AI models by making financial outputs more accurate, rigorous, and professionally useful.
Contractor· Remote
Status: Open
AI TrainingSME Careers
In this hourly, remote contractor role, you will work as a Healthcare Subject Matter Expert (SME) to create challenging, expert-level healthcare questions, evaluate AI-generated clinical content, and design high-quality rubrics defining what an accurate, complete, and professionally appropriate answer should contain.
You will use your clinical or professional expertise to identify areas where frontier AI models may provide incomplete, inaccurate, poorly reasoned, overconfident, or clinically inadequate responses. You will write specialized questions within your field, develop detailed scoring criteria, critique rubrics created by other healthcare professionals, and provide precise written feedback.
A major focus of this role is rubric design and expert evaluation. You will define essential clinical concepts, reasoning steps, relevant caveats, acceptable alternative approaches, significant omissions, and critical errors that distinguish superficial answers from expert-level responses.
This role is with SME Careers, a fast-growing AI Data Services company and subsidiary of SuperAnnotate, delivering training data for many of the world’s largest AI companies and foundation-model labs. Your healthcare expertise directly helps improve the world’s premier AI models by making their responses more accurate, clinically appropriate, rigorous, and reliable.
Contractor· Remote
Status: Open
AI TrainingSME Careers
In this hourly, remote contractor role, you will work as a STEM & Technical Subject Matter Expert (SME) to create challenging expert-level questions, evaluate AI-generated technical content, and design detailed rubrics that define what a correct, rigorous, and expert-quality answer should contain.
You will develop problems within your area of expertise that test advanced reasoning rather than simple factual recall. You will identify weaknesses in frontier AI models, including incorrect assumptions, incomplete reasoning, mathematical or scientific errors, missed edge cases, and answers that appear plausible but fail under expert scrutiny.
A major focus of this role is rubric design and writing. You will translate complex technical judgment into clear, specific, and measurable evaluation criteria, including required concepts, reasoning steps, acceptable alternative approaches, critical errors, and partial-credit considerations. You may also critique and improve rubrics developed by other experts.
This role is with SME Careers, a fast-growing AI Data Services company and subsidiary of SuperAnnotate, delivering training data for many of the world’s largest AI companies and foundation-model labs. Your technical expertise directly helps improve the world’s premier AI models by making their reasoning more accurate, rigorous, and reliable.
Contractor· Remote
Status: Open
AI TrainingMicro1
Role Title: GitHub Contributor
Role Type: Contractor (~15 hrs a week)
Location: Remote
micro1 is engaging expert Senior Software Engineers to support a customer’s innovative 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.
As an expert you will be creating Reinforcement Learning Environments which test and AI model's ability to solve complex software engineering problems related to fixing code, creating features, refactoring code and optimizing performance. You will be tasked with creating a reproducible environment and golden reference solution for the problem.
Applicants must have clear open source contributions and profiles to showcase it like GitHub or GitLab. (Preferably with C++, Python, JAVA, GoLang, Typescript, or Rust)
Scope of Work
- Contribute expert-level code samples, debugging strategies, and development insights in Python3, Java, Rust, Go, C++, or TypeScript.
- Analyze, troubleshoot, and resolve complex software defects and performance bottlenecks in diverse codebases.
- Implement robust new features, ensuring scalability, maintainability, and adherence to software best practices.
- Refactor and optimize legacy code to improve clarity, efficiency, and long-term reliability.
- Document technical reasoning, solution approaches, and code decisions to enhance AI training data quality.
- Review and validate peer-contributed code and technical submissions for accuracy and clarity.
Preferred Qualifications
- Significant hands-on expertise in at least one of the following: Python3, Java, Rust, Go, C++, or TypeScript.
- Deep understanding of algorithms, data structures, and software engineering principles.
- Proven ability to debug complex systems, resolve bugs, and deliver effective optimizations.
- Experience with large codebase refactoring and legacy system modernization.
- Track record of delivering high-impact features from conception through delivery within cross-functional projects.
- Strong documentation and communication skills to articulate technical concepts clearly.
- Interest in or curiosity about AI and its technical challenges (previous AI experience not required).
Process:
- Apply to the role, filling out the screening questions
- Complete AI interview (aprox. 30 minutes)
- Technical Assessment (Tentative)
- 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.
Contractor· Remote
Status: Open
AI TrainingMicro1
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.
Contractor· Remote
Status: Open
AI TrainingSME Careers
In this hourly, remote contractor role, you will work as a Biochemistry Expert (SME) to review AI-generated biochemistry content and/or create high-quality biochemistry reference content, evaluating scientific accuracy, reasoning quality, terminology, and step-by-step explanations while providing precise written feedback. You will assess outputs for correctness, clarity, biochemical reasoning, calculation accuracy where relevant, experimental context, safety awareness, and adherence to the prompt; identify errors in molecular mechanisms, pathways, enzyme kinetics, protein structure, metabolism, genetics, lab methods, and scientific interpretation; fact-check claims when needed; write high-quality rewrites and model answers that demonstrate best practices in biochemistry explanation; and rate and compare multiple AI responses based on correctness and overall quality.
This role is with SME Careers, a fast-growing AI Data Services company and subsidiary of SuperAnnotate, delivering training data for many of the world’s largest AI companies and foundation-model labs. Your biochemistry expertise directly helps improve the world’s premier AI models by making their biochemical, molecular biology, and life-science outputs more accurate, reliable, and clearly explained.
Contractor· Remote — Australia, Austria, Belgium, Canada, Denmark, Finland, France, Germany, Gibraltar, Greece, Iceland, Ireland, Italy, Liechtenstein, Luxembourg, Malta, Monaco, New Zealand, Norway, Portugal, San Marino, Spain, Sweden, Switzerland, the Netherlands, The United Kingdom, The United States
Status: Open
AI TrainingMicro1
Role Title: Military Operations & Reporting SME
Role Type: Contractor
Location: Remote
micro1 is engaging Military Operations & Reporting SMEs to collaborate on a customer's project, leveraging deep subject matter expertise in military operations, staff processes, and recurring reporting. In this role, you'll apply your real-world DoD experience to help train next-generation AI systems. No prior experience in AI is required — your domain knowledge is what matters.
Scope of Work
- Review and evaluate military and DoD reporting content for accuracy, clarity, and alignment with real-world procedures.
- Apply firsthand experience gathering information from multiple teams or staff sections and turning it into reports and executive updates for senior leadership.
- Provide high-quality written feedback on AI-generated reporting materials.
- Assess AI outputs for appropriate military terminology, reporting standards, and information synthesis.
- Develop and refine realistic reporting examples and scenarios for AI training.
Preferred Qualifications
- 3+ years of experience within the U.S. Department of Defense as a uniformed service member, DoD civilian, or both.
- Experience personally preparing recurring reports or executive updates for senior military or DoD leadership.
- Experience with reports such as Weekly Activity Reports (WARs), Project/Program Status Reports, Performance/Accomplishment Reports, After-Action Reports (AARs), or Budget Execution Reports.
- Background in military operations, plans, headquarters/command staff, program management, executive support, or resource management.
- Strong written communication skills and experience synthesizing inputs from multiple teams into clear, concise reporting.
- Experience as an Operations Officer/NCO, Plans Officer, Action Officer, Staff Officer, Executive Officer, or similar headquarters role is a plus.
Contractor· Remote
Status: Open
AI TrainingMicro1
Role Title: Salesforce / HubSpot Administrator - Revenue Systems (SaaS)
Role Type: Contractor
Location: Remote
micro1 is engaging Salesforce / HubSpot Administrator - Revenue Systems (SaaS) experts to contribute to a dynamic customer project focused on operational excellence in CRM and revenue systems.
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 work inside a SaaS company's revenue stack where the operational logic has drifted out of alignment: rules that contradict each other, automations still firing against policy that was retired two years ago, the same customer sitting under two different legal names, permissions that don't match what the documentation says, and grey areas.
Scope of Work
- Audit CRM and integrated revenue systems for contradictions, obsolete policies, duplicate records, and operational inconsistencies.
- Analyze and resolve policy conflicts, deciding which business rules should take precedence and documenting clear, actionable reasoning.
- Draft precise operational prompts outlining best practices for handling complex, real-world SaaS data scenarios.
- Assess and reconcile underlying data to clarify the intended state across platforms and ensure consistency.
- Document recommended changes as well as areas deliberately left unchanged, supported by sound operational judgment.
- Evaluate and articulate the impact of proposed changes on connected tools such as billing, CPQ, ticketing, or integration platforms.
- Contribute insights on system design, optimization, and sustainable CRM governance in a SaaS context.
Preferred Qualifications
- 4–6 years of hands-on CRM administration or implementation with Salesforce, HubSpot, Microsoft Dynamics 365, or comparable platforms.
- Proven track record of real-world CRM build-outs, including implementations, migrations, consolidations, or rollouts led independently.
- Extensive experience configuring fields, flows, validation rules, objects, and permission sets; certifications are appreciated but practical build experience is prioritized.
- Working knowledge of at least two related revenue or operational systems (e.g., billing, subscription management, CPQ, ticketing, project tracking, integration middleware).
- Comfort working in the data layer: SQL, APIs, system data models, and cross-system data reconciliation.
- Background in SaaS environments, with a preference for regulated industries or multi-product complexity.
- Excellent professional English communication skills, both written and verbal, especially in documenting technical reasoning and operational policy decisions.
Contractor· Remote
Status: Open