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Role Overview Mercor is partnering with a financial services firm to support a series of core accounting operations projects. We are looking for experienced accounting professionals to assist with high-priority workflows related to bank reconciliations, journal entries, accounts payable/receivable, asset depreciation, and more. These tasks are essential for accurate financial reporting and audit readiness. This is a flexible, short-term contract opportunity well-suited for detail-oriented experts in accounting operations. Key Responsibilities - Reconcile bank statements against the general ledger and document all reconciling items - Post journal entries with appropriate supporting documentation and account codes - Enter and code accounts payable invoices, matching to purchase orders when required - Apply incoming cash receipts to outstanding accounts receivable - Calculate monthly depreciation for fixed assets and post related journal entries - Perform AP/AR subledger to general ledger reconciliations - Reconcile intercompany transactions and prepare elimination entries for consolidation - Match credit card expenses with receipts, flag discrepancies, and reconcile to GL - Maintain prepaid amortization schedules and post monthly expenses - Reconcile vendor statements and investigate discrepancies - Compile monthly financial statements and perform balance sheet flux analysis - Analyze budget vs. actual variances and document material explanations - Resolve three-way invoice matching exceptions in the AP system - Estimate and post accruals for month-end close - Prepare audit schedules tied to the trial balance and compile supporting documentation Ideal Qualifications - 5+ years of experience in accounting, audit, or financial operations - Familiarity with systems like QuickBooks, NetSuite, Sage Intacct, or SAP - Strong understanding of U.S. GAAP and financial close processes - Proven ability to work independently and manage multiple priorities - Excellent attention to detail and documentation skills - Experience with Excel-based reconciliations and journal entry preparation More About the Opportunity - Remote and asynchronous — control your own work schedule - Expected commitment: min 30 hours/week - Project duration: ~6 weeks Compensation & Contract Terms - $75-100/hour - Independent contractor arrangement - Paid weekly via Stripe Connect Application Process - Submit your resume followed by domain expertise interview and short form About Mercor - Mercor is a talent marketplace that connects top experts with leading AI labs and research organizations - Our investors include Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey - Thousands of professionals across domains like law, creatives, engineering, and research have joined Mercor to work on frontier projects shaping the next era of AI

Mercor is seeking Mathematics Undergraduates/Master’s students for a premier project with one of the world's top AI labs.

This position is ideal for someone who lives and breathes fitness and nutrition, thrives in a structured remote environment, and wants to grow inside a culture of excellence, collaboration, and continuous improvement. Long-term commitment to a career in fitness and nutrition (5–10+ years)—this i

UK/Canada/Europe/Singapore/Dubai/Australia-based Investment Banking or Private Equity Experts for a research project with a leading foundational model AI lab.You are a good fit if you: - Have at least 2 years of experience working at top firms in investment banking or private equity with dea

You are a good fit if you: - Have at least 2 years of experience working at top firms in investment banking or private equity with deal experience (academic experience does not count, must be on desk) Here are more details about the role: - The work is fully asynchronous and can be done arou

You are a good fit if you: - Have at least 2 years of experience working at top firms in investment banking or private equity with deal experience (academic experience does not count, must be on desk) Here are more details about the role: - The work is fully asynchronous and can be done arou

Join Our Part-Time Research Studies Today!.Are you eager to earn extra income from the comfort of your home? We are looking for motivated individuals to participate in paid research studies including focus groups, clinical trials, online surveys, secret shopping, and product reviews.If you enjoy sha

Are you eager to earn extra income from the comfort of your home? We are looking for motivated individuals to participate in paid research studies including focus groups, clinical trials, online surveys, secret shopping, and product reviews. Participate in focus groups, clinical trials, or online st

Join Our Part-Time Research Studies Today!.Are you eager to earn extra income from the comfort of your home? We are looking for motivated individuals to participate in paid research studies including focus groups, clinical trials, online surveys, secret shopping, and product reviews.If you enjoy sha

We are urgently looking for people interested in taking online surveys for Fortune 500 brands.If you are a self-starter, looking for flexible hours throughout the week, this may be for you! Earn up to $25 per survey.Share your opinion and help influence brand decisions on services and products you u

Are you eager to earn extra income from the comfort of your home? We are looking for motivated individuals to participate in paid research studies including focus groups, clinical trials, online surveys, secret shopping, and product reviews. Engage in research focus groups, providing valuable insigh

This is an excellent chance to balance your personal life while contributing to important research, all while getting paid. Engage in research focus groups, providing valuable insights. Apply now and secure your spot in our next research study while positions are still available!.

We are urgently looking for people interested in taking online surveys for Fortune 500 brands.If you are a self-starter, looking for flexible hours throughout the week, this may be for you! Earn up to $25 per survey.Share your opinion and help influence brand decisions on services and products you u

Mercor is hiring Ophthalmologists on behalf of a healthcare AI partner developing advanced vision-care decision-support tools.

It's an opportunity to contribute your expertise to cutting-edge AI research while working independently and remotely on your own schedule. Key Responsibilities** - You’ll be asked to create deliverables regarding common requests regarding your professional domain - You’ll be asked to review pee

Key Responsibilities** - You’ll be asked to create deliverables regarding common requests within your professional domain - You’ll be asked to review peer developed deliverables to improve AI research ## Ideal Qualifications - 4+ years professional experience in your respective field - Excel

Mercor is seeking native Arabic speakers for a short-term project with a leading AI lab.Role Responsibilities** - Conduct assessment of spoken Arabic and verify audio contents.Watch videos of content in Arabic and provide feedback.Collaborate with different teams to ensure culturally relevan

Mercor is seeking highly skilled Generalists (Bachelor’s degree minimum) and Specialists (Psychology, Psychiatry, Mental Health, or Counseling) to contribute to a fast-moving project with one of the world’s leading AI labs. This initiative focuses on improving AI systems designed for therapeutic-style conversations by evaluating, comparing, and refining model-generated responses. In this role, you will assess pairs of AI-generated replies for empathy, therapeutic accuracy, emotional insight, and communication quality—then provide improved rewrites when needed. Your work will directly support research teams as they refine safe, supportive, and human-aligned AI systems capable of high-quality mental-health-oriented dialogue. Important: This project has an accelerated timeline and requires contributors who can begin immediately and complete 6-7 hours of work by Thursday EOD, following a mandatory onboarding session Wednesday morning (EST). * * * # Role Requirements ### Generalists - Bachelor’s degree minimum - Strong written communication and analytical skills - Ability to follow structured evaluation criteria with high consistency - Interest in psychology, counseling, human communication, or AI safety ### Specialists - Background in Psychology, Psychiatry, Mental Health, Counseling, or related fields - Deep familiarity with therapeutic communication styles and reflective techniques - Ability to assess emotional nuance and relational quality in dialogue - Strong attention to detail and comfort evaluating sensitive content ### Required for All Candidates - Ability to commit 6-7 hours of work by Thursday EOD - Attendance at a mandatory Wednesday morning onboarding session (EST) - Excellent written English - Comfort working fully remote and asynchronously - Reliability under short deadlines - Interest in advancing safe and responsible AI in mental-health contexts * * * # More About the Opportunity - Fully remote and asynchronous - Fast-moving, high-impact work supporting top AI research teams - Expected commitment: 6-7 hours this week, with potential for future engagements - High performers may be considered for Team Lead roles as the project scales * * * # Compensation & Contract Terms - Competitive hourly compensation - Weekly payouts via Stripe Connect - Clear expectations, structured workflows, and active project support - Applicants may reside in any eligible location listed in the posting * * * # Application Process 1. Submit your resume to begin 2. Complete a brief AI-powered interview and short form 3. If selected, you will attend the mandatory Wednesday morning onboarding 4. Begin work immediately afterward to complete 6-7 hours by Thursday EOD Follow-up is fast — the AI industry moves quickly! * * * # About Mercor Mercor specializes in recruiting top talent for leading AI labs and emerging research teams. We are based in San Francisco, CA, and backed by investors including Benchmark, General Catalyst, Peter Thiel, Adam D’Angelo, Larry Summers, and Jack Dorsey. Mercor provides equal opportunity to all qualified applicants and offers reasonable accommodations upon request.

Mercor is seeking PhD holders, doctoral candidates, and exceptional Master’s graduates in chemistry and related fields to join a high-impact AI research initiative in collaboration with a leading artificial intelligence lab. * * * ### Key Domains Here is a list of domains. If you belong to or have expertise in one or more of them, feel free to apply — we’re excited to have you on the team! Core Chemistry Disciplines: General Chemistry, Inorganic Chemistry, Organic Chemistry, Physical Chemistry Analytical and Specialized Chemistry: Analytical Chemistry, Electrochemistry, Radiochemistry, Polymer Chemistry Biological and Medicinal Chemistry: Biochemistry and Molecular Biology, Medicinal Chemistry Chemical Engineering and Process Sciences: Chemical Engineering and Technology, Fluid Flow and Heat Transfer in Chemical Engineering, Mass Transport and Separation Processes, Chemical Reaction Engineering * * * ### Key Responsibilities - Evaluate the scientific accuracy, reasoning, and technical rigor of LLM-generated content across chemical disciplines. - Review outputs on topics spanning molecular structure, kinetics, thermodynamics, catalysis, reaction mechanisms, and industrial processes. - Identify and document factual inaccuracies, logical inconsistencies, and reasoning gaps. - Provide structured feedback and benchmarking using specialized evaluation tools. - Work independently and asynchronously as part of a distributed research team. * * * ### Requirements - PhD (candidate/recipient) or Masters in Chemistry, Chemical Engineering, Biochemistry, or a closely related field. - Strong command of graduate-level chemistry concepts and scientific problem solving. - Excellent written communication and analytical thinking skills. - Ability to work independently in a remote, asynchronous environment. - Strong proficiency in Python, particularly for scientific analysis and model evaluation, is required. * * * ### Role Details - Part-time (approximately 20 hours/week) - Remote and asynchronous - Flexible schedule * * * ### Compensation - Contractor position via Mercor - $60/hour, based on expertise and domain experience - Weekly payments via Stripe Connect * * * ### About Mercor Mercor is a San Francisco-based company connecting top professionals with leading AI initiatives. Investors include Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey.

Role OverviewMercor is seeking experienced actuarial professionals to support pension valuation, compliance, and regulatory reporting tasks for leading benefits advisory firms. This opportunity involves partnering with clients to complete end-to-end pension projects such as funding valuations, ASC 715 accounting, PBGC premium filings, and nondiscrimination testing. It is ideal for actuaries with deep technical proficiency and familiarity with pension software tools. Key Responsibilities Conduct annual funding valuations under IRC 430 using ProVal or SLOPE Complete ASC 715 accounting valuations aligned with fiscal year-end reporting Execute benefit calculations and prepare participant statements based on plan formulas Perform nondiscrimination testing (401(a)(4), 410(b), ADP/ACP, top-heavy) Calculate PBGC flat and variable premiums using prescribed interest rates Prepare Schedule SB and PBGC Form 1 filings for electronic submission Analyze census and asset data for reasonableness and completeness Document assumption basis, data validations, and regulatory compliance steps Ideal Qualifications 5+ years of experience in defined benefit pension valuations and compliance Proficiency with actuarial tools such as ProVal, SLOPE, or PensionSoft Solid understanding of IRS regulations, ERISA funding rules, and PBGC requirements Familiarity with ASC 715 and 10-K/10-Q footnote disclosures Strong attention to detail and experience working with large census datasets ASA or FSA designation preferred but not required More About the Opportunity Remote and asynchronous — control your own work schedule Expected commitment: 30+ hours/week Project duration: ~6 weeks Independent contractor arrangement Paid weekly via Stripe Connect Application Process Submit your resume followed by domain expertise interview and short form About Mercor Mercor is a talent marketplace that connects top experts with leading AI labs and research organizations Our investors include Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey Thousands of professionals across domains like law, creatives, engineering, and research have joined Mercor to work on frontier projects shaping the next era of AI

Mercor is seeking native French speakers who are also finance professionals based in France. This role combines your financial analysis and investment expertise with language mastery, helping train cutting-edge AI models in the finance domain. You will leverage your background in finance, alongside your bilingual communication skills, to create accurate, culturally nuanced, and technically precise content that reflects real-world finance usage in French. * * * ## Role Responsibilities - Financial Content Development: Translate, adapt, and synthesize complex financial concepts into clear, structured rubrics and documentation for AI training. - Bilingual Communication: Write fluently in both French and English, ensuring precise financial terminology and nuanced expression across languages. - Domain Expertise: Provide cultural and financial insights specific to French markets, regulations, and practices, ensuring linguistic and contextual accuracy in professional finance settings. - Collaboration: Work closely with reviewers and peers to refine content, validate accuracy, and align outputs with financial industry standards. * * * ## Ideal Candidates Should Have: - Language Skills: Native-level fluency in French with strong written and spoken English. - Education: Advanced degree in Finance, Economics, Accounting, Business Administration, or a related field. - Experience: 2–6+ years of professional experience in finance, banking, consulting, investment, or related financial sectors. - Analytical Abilities: Excellent writing, analytical, and communication skills. Experience in financial writing, instructional design, reporting, or academic publishing is highly valued. - Nice to Haves - Experience with grading, instructional design, or rubric development is a plus. - Familiarity with generative AI models or machine learning concepts is a bonus, but not required. * * * ## More Details About This Role: - This is a remote and asynchronous role — work on your own schedule. - Expect to contribute at least 20 hours per week. - Expect a commitment of around 2 months. - You’ll be working in a structured project environment with clear goals and tools. Application and Onboarding Process: - Submit your resume. - Complete an AI-led interview to assess language ability and professional experience. This should take around 15 minutes. - If selected, you’ll take a follow-up AI-led interview to assess your professional background. - You’ll then complete a paid work trial to determine if this type of work is suited for you. - After that, you’ll receive feedback and be onboarded to the project. * * * About Mercor: Mercor is a San Francisco-based company connecting top-tier professionals with cutting-edge AI initiatives. Backed by investors like Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey, we specialize in accelerating AI development through expert human collaboration.

Mercor is seeking native German speakers who are also education professionals based in Germany. This role combines your teaching and education expertise across a wide variety of different subjects with language mastery, helping train cutting-edge AI models in the education domain. You will leverage your background in education, alongside your bilingual communication skills, to create accurate, culturally nuanced, and technically precise content that reflects real-world education usage in German. * * * ## Role Responsibilities - Education Content Development: Translate, adapt, and synthesize complex nuances in education workflows and processes in Germany, reflecting curriculum standards and pedagogy across different educational domains. - Bilingual Communication: Write fluently in both German and English, ensuring precise education terminology and nuanced expression across languages. - Domain Expertise: Provide cultural insights specific to the German education system, including assessment, classes, norms at school, and more. - Collaboration: Work closely with reviewers and peers to refine content, validate accuracy, and align outputs with educational standard practices in Germany. * * * ## Ideal Candidates Should Have: - Language Skills: Native-level fluency in German with strong written and spoken English. - Education: Advanced degree in Teaching, Pedagogy, or a related field. - Experience: 2–6+ years of professional experience teaching in Germany. - Analytical Abilities: Excellent writing, analytical, and communication skills. Experience delivering and creating assessments to students is highly desired. - Nice to Haves - Experience with rubric development is a plus. - Familiarity with generative AI models or machine learning concepts is a bonus, but not required. * * * ## More Details About This Role: - This is a remote and asynchronous role — work on your own schedule. - Expect to contribute at least 20 hours per week. - Expect a commitment of around 2 months. - You’ll be working in a structured project environment with clear goals and tools. Application and Onboarding Process: - Submit your resume. - Complete an AI-led interview to assess language ability and professional experience. This should take around 15 minutes. - If selected, you’ll take a follow-up AI-led interview to assess your professional background. - You’ll then complete a paid work trial to determine if this type of work is suited for you. - After that, you’ll receive feedback and be onboarded to the project. * * * About Mercor: Mercor is a San Francisco-based company connecting top-tier professionals with cutting-edge AI initiatives. Backed by investors like Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey, we specialize in accelerating AI development through expert human collaboration.

Mercor is seeking native Mandarin speakers who can read/write Simplified Chinese and are also education professionals who have worked in China. This role combines your teaching and education expertise across a wide variety of different subjects with language mastery, helping train cutting-edge AI models in the education domain. You will leverage your background in education, alongside your bilingual communication skills, to create accurate, culturally nuanced, and technically precise content that reflects real-world education usage in China. * * * ## Role Responsibilities - Education Content Development: Translate, adapt, and synthesize complex nuances in education workflows and processes in China, reflecting curriculum standards and pedagogy across different educational domains. - Bilingual Communication: Write fluently in both Simplified Chinese and English, ensuring precise education terminology and nuanced expression across languages. - Domain Expertise: Provide cultural insights specific to the Chinese education system, including assessment, classes, norms at school, and more. - Collaboration: Work closely with reviewers and peers to refine content, validate accuracy, and align outputs with educational standard practices in China. * * * ## Ideal Candidates Should Have: - Language Skills: Native-level fluency in Mandarin with strong written and spoken English. - Education: Advanced degree in Teaching, Pedagogy, or a related field. - Experience: 2–6+ years of professional experience teaching in China. - Analytical Abilities: Excellent writing, analytical, and communication skills. Experience delivering and creating assessments to students is highly desired. - Nice to Haves - Experience with rubric development is a plus. - Familiarity with generative AI models or machine learning concepts is a bonus, but not required. * * * ## More Details About This Role: - This is a remote and asynchronous role — work on your own schedule. - Expect to contribute at least 20 hours per week. - Expect a commitment of around 2 months. - You’ll be working in a structured project environment with clear goals and tools. Application and Onboarding Process: - Submit your resume. - Complete an AI-led interview to assess language ability and professional experience. This should take around 15 minutes. - If selected, you’ll take a follow-up AI-led interview to assess your professional background. - You’ll then complete a paid work trial to determine if this type of work is suited for you. - After that, you’ll receive feedback and be onboarded to the project. * * * About Mercor: Mercor is a San Francisco-based company connecting top-tier professionals with cutting-edge AI initiatives. Backed by investors like Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey, we specialize in accelerating AI development through expert human collaboration.

1\. Role OverviewMercor is collaborating with a leading AI lab to engage Indonesian-speaking language experts for a structured data annotation project. Contributors will use their linguistic expertise to interpret Indonesian-language documents and transform key content into structured outputs. This project supports the development of multilingual AI systems by ensuring high-quality data representation. This is a short-term, project-based opportunity ideal for detail-oriented freelancers fluent in Indonesian. 2\. Key Responsibilities - Read and interpret documents written in Indonesian - Extract relevant information and enter it into a structured format - Ensure completeness and accuracy of data conversion - Maintain consistency and quality across multiple document types 3\. Ideal Qualifications - Native or fluent proficiency in Indonesian - Strong reading comprehension and attention to detail - Experience with data entry, annotation, or structured formats (e.g., JSON, pdf) is a plus - Ability to follow detailed guidelines and deliver high-quality work independently - Available to work for at least first three days once selected. 4\. More About the Opportunity - Fully remote and asynchronous - Flexible schedule - set your own hours - Minimum expected commitment: 20 hours per week - Estimated time commitment: variable based on availability and task volume - Short-term engagement with potential for follow-up work 5\. Compensation & Contract Terms - Competitive hourly rates, adjusted for geography - Payments issued weekly via Stripe Connect - You’ll be classified as an independent contractor 6\. Application Process - Submit your resume to express interest - You may be asked to complete a brief qualification task - We’ll follow up within a few days with next steps 7\. About Mercor - Mercor is a talent marketplace that connects top experts with leading AI labs and research organizations - Our investors include Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey - Thousands of professionals across domains like law, creatives, engineering, and research have joined Mercor to work on frontier projects shaping the next era of AI

Role Overview Mercor is partnering with a leading frontier AI research lab on an exciting math project. We are seeking individuals with demonstrated expertise in Olympiad-style mathematics and problem setting. We’re inviting math competition problem writers, selection committee members, medalists & participants to help push the boundaries of AI reasoning by training large language models to tackle Olympiad-level problems better than the world’s top competitors. This role is a short-term, high-impact research engagement, with the possibility of extension based on performance. * * * ## Key Responsibilities - Write original & advanced IMO-style mathematics problems to challenge frontier AI models - Evaluate AI-generated solutions for correctness, clarity, and style - Identify logical flaws, incomplete reasoning, or insufficiently-rigorous proofs - Provide clear, concise, and correct solutions & chain of thought reasoning - Maintain extremely high standards of mathematical precision and problem difficulty ## Required Qualifications Note: Applicants must be highly proficient in writing and formatting documents using LaTeX You are a good fit for the project if you have any of the following experiences: - Problem writer - Coach - Selection committee member - Medalist (gold, silver, bronze) - Participant And have participated in any of the following mathematics competitions (Note: Preference will be given for IMO & RMM participation, but we welcome applications from all competitions below): - IMO - IMO TST - RMM - USAMO - APMO - IMC - EGMO You should have: - Expertise across algebra, combinatorics, and number theory - Ability to clearly articulate complex reasoning in written form - Rigorous attention to detail in verifying solutions - Independent, reliable, and disciplined work style ## More About the Opportunity - Expected commitment: 20 hours/week minimum; up to 40 hours/week available - Approximate project length: ~2 months, with extension potential - Rolling start dates; setup typically within 1–2 days of approval # Compensation - This engagement uses a pay-per-task model, with payments tied to each fully completed and accepted problem or review. - Compensation per task varies based on factors such as problem difficulty, solution quality, and overall efficiency, and contributors are free to choose how many tasks they complete. - Based on current project rates, the estimated effective range for this engagement is approximately $54–$93 per hour of focused work, depending on the volume and quality of tasks completed. This range is an estimate, not a guarantee or cap on total payments for services rendered. - There is no cap on total weekly payments for services rendered; contributors may complete as many available tasks as they choose to accept during the engagement. ## Contract Terms - Open to contributors worldwide (English proficiency required) - Independent contractor arrangement through Mercor - Weekly payments via Stripe Connect ## Application Process - Complete a brief interview (20–30 minutes) - Submit a short form detailing your experience writing problems and competing in math competitions ## About Mercor - Mercor is a talent marketplace that connects top experts with leading AI labs and research organizations - Backed by Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey - Thousands of professionals across mathematics, law, engineering, and research collaborate with Mercor on frontier AI projects shaping the future

Role OverviewMercor is collaborating with a top-tier AI research group to model real-world claims workflows for property and casualty insurance. We are seeking experienced independent contractors—particularly claims adjusters, examiners, and investigators—to execute and evaluate a wide range of P&C insurance tasks. This project supports the development of AI systems capable of understanding, simulating, and automating complex insurance operations. It is a short-term, high-impact engagement ideal for professionals with strong technical and compliance knowledge. Key Responsibilities - Execute full-cycle claims tasks including FNOL intake, coverage verification, reserve setting, and liability determination - Simulate real-world workflows using structured tools and mock systems such as Guidewire ClaimCenter and Xactimate - Review and synthesize third-party documentation including police reports, medical records, and vendor estimates - Draft structured outputs such as coverage memos, repair estimates, and liability assessments - Identify inconsistencies or red flags in claim statements and documentation - Evaluate claim compliance, document regulatory deadlines, and assess communication quality - Flag fraud indicators and recommend SIU referrals where applicable - Document all work clearly for auditability and quality review Ideal Qualifications - 5+ years handling property, auto, bodily injury, or general liability claims - Familiarity with systems such as Guidewire, Duck Creek, Xactimate, Hyland OnBase, or FileNet - Deep understanding of coverage interpretation, state compliance standards, and claims file documentation - Experience reviewing third-party documentation (e.g., police reports, medical summaries, contractor estimates) - Strong written communication and analytical skills More About the Opportunity - Remote and asynchronous — control your own work schedule - Expected commitment: min 30 hours/week - Project duration: ~6 weeks Compensation & Contract Terms - $100-150/hour - Independent contractor arrangement - Paid weekly via Stripe Connect Application Process - Submit your resume followed by domain expertise interview and short form About Mercor - Mercor is a talent marketplace that connects top experts with leading AI labs and research organizations - Our investors include Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey - Thousands of professionals across domains like insurance, law, engineering, and research partner with Mercor to shape the next era of AI

Mercor is partnering with a top AI research organization to evaluate and improve how coding assistants reason, act, and communicate during development workflows. We’re seeking technically sharp experts (especially those with experience in code review, testing, or documentation) to assess full transcripts of user–AI coding conversations. This short-term, fully remote engagement helps shape the future of developer-assisting AI systems. Key Responsibilities • Review long-form transcripts between users and AI coding assistants • Analyze the AI’s logic, execution, and stated actions in detail • Score each transcript using a 10-point rubric across multiple criteria • Optionally write brief justifications citing examples from the dialogue • Detect mismatches between claims and actions (e.g., saying “I’ll run tests” but not doing so) Ideal Qualifications Top choices: • Senior or Staff Engineers with deep code review experience and execution insight • QA Engineers with strong verification and consistency-checking habits • Technical Writers or Documentation Specialists skilled at comparing instructions vs. implementation Also a strong fit: • Backend or Full-Stack Developers comfortable with function calls, APIs, and test workflows • DevOps or SRE professionals familiar with tool orchestration and system behavior analysis Languages and Tools: • Proficiency in Python is helpful (most transcripts are Python-based) • Familiarity with other languages like JavaScript, TypeScript, Java, C++, Go, Ruby, Rust, or Bash is a plus • Comfort with Git workflows, testing frameworks, and debugging tools is valuable More About the Opportunity • Remote and asynchronous — complete tasks on your own schedule • Must complete each transcript batch within 5 hours of starting (unlimited tasks to be done) • Flexible, task-based engagement with potential for recurring batches Compensation & Contract Terms • Competitive hourly rates based on geography and experience • Contractors will be classified as independent service providers • Payments issued weekly via Stripe Connect Application Process • Submit your resume to begin • If selected, you’ll receive rubric documentation and access to the evaluation platform • Most applicants hear back within a few business days About Mercor • Mercor is a talent marketplace that connects top experts with leading AI labs and research organizations • Our investors include Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey • Thousands of professionals across law, engineering, and research contribute to frontier AI projects via Mercor

Mercor is recruiting contributors to the Uiua programming language as independent contractors working on a research project for one of the world’s top AI companies. Applicants must: - Have deep expertise contributing to and programming in the Uiua programming language Here are more details about the role: - We aim to make the hourly compensation rate offered to you competitive based on your professional background and geographic location (please note that the listed hourly compensation scale is for U.S.-based applicants and that that scale will differ depending on where a candidate is geographically based) - The work is fully asynchronous and can be done around your schedule With respect to pay and legal status: - We can meet industry-standard compensation expectations for your current role - We will pay you out weekly via Stripe Connect based on the number of project work hours that you log - You will be classified as an “at-will” contractor to Mercor - Please note that we cannot currently support H1-B or STEM OPT status candidates

Mercor is seeking native Spanish speakers who are also education professionals based in Spain, Mexico, Central America, or South America. This role combines your teaching and education expertise across a wide variety of different subjects with language mastery, helping train cutting-edge AI models in the education domain. You will leverage your background in education, alongside your bilingual communication skills, to create accurate, culturally nuanced, and technically precise content that reflects real-world education usage in Spanish. * * * ## Role Responsibilities - Education Content Development: Translate, adapt, and synthesize complex nuances in education workflows and processes in Spain or Latin America, reflecting curriculum standards and pedagogy across different educational domains. - Bilingual Communication: Write fluently in both Spanish and English, ensuring precise education terminology and nuanced expression across languages. - Domain Expertise: Provide cultural insights specific to the Latin American education system, including assessment, classes, norms at school, and more. - Collaboration: Work closely with reviewers and peers to refine content, validate accuracy, and align outputs with educational standard practices in Spain or Latin America. * * * ## Ideal Candidates Should Have: - Language Skills: Native-level fluency in Spanish with strong written and spoken English. - Education: Advanced degree in Teaching, Pedagogy, or a related field. - Experience: 2–6+ years of professional experience teaching in Latin America. - Analytical Abilities: Excellent writing, analytical, and communication skills. Experience delivering and creating assessments to students is highly desired. - Nice to Haves - Experience with rubric development is a plus. - Familiarity with generative AI models or machine learning concepts is a bonus, but not required. * * * ## More Details About This Role: - This is a remote and asynchronous role — work on your own schedule. - Expect to contribute at least 20 hours per week. - Expect a commitment of around 2 months. - You’ll be working in a structured project environment with clear goals and tools. Application and Onboarding Process: - Submit your resume. - Complete an AI-led interview to assess language ability and professional experience. This should take around 15 minutes. - If selected, you’ll take a follow-up AI-led interview to assess your professional background. - You’ll then complete a paid work trial to determine if this type of work is suited for you. - After that, you’ll receive feedback and be onboarded to the project. * * * About Mercor: Mercor is a San Francisco-based company connecting top-tier professionals with cutting-edge AI initiatives. Backed by investors like Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey, we specialize in accelerating AI development through expert human collaboration.

1\. Role Overview Mercor is partnering with a leading research organization seeking independent experts with strong backgrounds in artificial intelligence and machine learning. Contractors will support a study focused on evaluating the quality, novelty, and methodological rigor of modern ML research. This engagement involves analyzing academic papers, inspecting code and experiment logs, and assessing the credibility and originality of submitted work. This is a short-term, flexible contract suitable for technically proficient AI researchers and practitioners. * * * ### 2\. Key Responsibilities - Critically review machine learning papers for methodological soundness, novelty, and clarity. - Inspect Python source code and experimental logs to validate reported metrics against underlying data. - Conduct literature reviews using tools such as Google Scholar or Semantic Scholar to identify prior work, detect plagiarism, and assess research originality. - Provide structured feedback on “human-quality” research assessments and potential ethical or safety-related concerns. - Submit non-identifying background details (e.g., affiliation, highest degree, publication links) to establish evaluator credibility for the study. * * * ### 3\. Ideal Qualifications - Strong academic or professional background in artificial intelligence, machine learning, or related research domains. - Experience interpreting and analyzing ML papers; familiarity with top-tier venues (e.g., NeurIPS, ICLR, ICML) is preferred but not required. - Ability to read and evaluate Python code, experimental pipelines, and quantitative logs. - Demonstrated experience with academic literature review tools. - Doctoral students, industry researchers, and published authors are encouraged to provide services. - High attention to detail and ability to assess complex technical arguments. * * * ### 4\. Contract Terms - Payments are issued regularly based on completed work via Mercor’s platform. - Start date: Immediate. * * * ### 5\. Application Process - Submit your resume or CV to begin. - Complete a brief form outlining your technical background and relevant publications. - Additional screening questions or sample evaluations may be requested to confirm expertise. - You will be contacted with next steps shortly after submission. * * * ### 6\. About Mercor - Mercor is a talent marketplace connecting top experts with leading AI labs and research organizations. - Our investors include Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey. - Thousands of professionals across domains such as research, engineering, law, and creative work partner through Mercor to support frontier AI projects.

This role combines your marketing expertise across a wide variety of different subjects with language mastery, helping train cutting-edge AI models in the marketing domain. Role Responsibilities** - Marketing Content Development: Translate, adapt, and synthesize complex calculations, ana

UK/Canada/Europe/Australia-based Private Equity Experts for a research project with a leading foundational model AI lab. You are a good fit if you: - Have at least 2 years of experience working in private equity at top firms and experience in at least one of the following - Financial mod

Mercor is recruiting U.S./UK/Canada/Europe/Australia-based Investment Banking Experts for a research project with a leading foundational model AI lab. You are a good fit if you: - Have at least 2 years of experience working at top firms in investment banking and experience in at least one of the following - Financial Modeling - Pitch Decks - Investment/Analysis Summaries and Memos - Company/Industry Analysis Here are more details about the role: - The work is fully asynchronous and can be done around your schedule - You must be able to commit at least 10 hours per week for this role - This is a minimum four week engagement beginning in October, with potential for significant extension or rotation to similar, future projects - Successful contributions increase the odds that you are selected on future projects with Mercor With respect to pay and legal status: - This role will pay $130/hour with potential for increases for top performers - We will pay you out at the end of each week via Stripe Connect based on the number of hours you log - You will be classified as an “at-will” contractor to Mercor

Mercor is seeking native Japanese speakers who are also legal professionals based in Japan. This role combines your legal expertise across a wide variety of different subjects with language mastery, helping train cutting-edge AI models in the legal domain. You will leverage your background in legal practice, alongside your bilingual communication skills, to create accurate, culturally nuanced, and technically precise content that reflects real-world legal usage in Japanese. * * * ## Role Responsibilities - Legal Content Development: Translate, adapt, and synthesize complex nuances in legal practices in Japan, reflecting region-specific laws, processes, and terminology requiring localized interpretation. - Bilingual Communication: Write fluently in both Japanese and English, ensuring precise legal terminology and nuanced expression across languages. - Domain Expertise: Provide cultural insights specific to the Japanese legal system. - Collaboration: Work closely with reviewers and peers to refine content, validate accuracy, and align outputs with legal standard practices in Japan. * * * ## Ideal Candidates Should Have: - Language Skills: Native-level fluency in Japanese with strong written and spoken English. - Education: Advanced degree in Law. - Experience: 2–6+ years of practicing law in Japan. - Analytical Abilities: Excellent writing, analytical, and communication skills. - Nice to Haves - Experience with assessment and rubric development is a plus. - Familiarity with generative AI models or machine learning concepts is a bonus, but not required. * * * ## More Details About This Role: - This is a remote and asynchronous role — work on your own schedule. - Expect to contribute at least 20 hours per week. - Expect a commitment of around 2 months. - You’ll be working in a structured project environment with clear goals and tools. Application and Onboarding Process: - Submit your resume. - Complete an AI-led interview to assess language ability and professional experience. This should take around 15 minutes. - If selected, you’ll take a follow-up AI-led interview to assess your professional background. - You’ll then complete a paid work trial to determine if this type of work is suited for you. - After that, you’ll receive feedback and be onboarded to the project. * * * About Mercor: Mercor is a San Francisco-based company connecting top-tier professionals with cutting-edge AI initiatives. Backed by investors like Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey, we specialize in accelerating AI development through expert human collaboration.

About the Role Mercor is seeking experienced order clerks to support a leading AI lab in advancing research and infrastructure for next-generation machine learning systems. This engagement focuses on diagnosing and solving real issues in your domain. It's an opportunity to contribute your expertise to cutting-edge AI research while working independently and remotely on your own schedule. ## Key Responsibilities - You’ll be asked to create deliverables regarding common requests within your professional domain - You’ll be asked to review peer developed deliverables to improve AI research ## Ideal Qualifications - 4+ years professional experience in your respective field - Excellent written communication with strong grammar and spelling skills ## More About the Opportunity - Fully remote and asynchronous — complete work on your own schedule - Expected workload: ~30 hours per week, with flexibility to scale up to 40 hours - Project start date: immediately, lasting for around 3-4 weeks ## Compensation & Contract Terms - Independent contractor engagement through Mercor - Hourly compensation, paid weekly via Stripe Connect - Payments based on services rendered; contractors maintain full control over their work schedule and methods About Mercor - Mercor is a talent marketplace that connects top experts with leading AI labs and research organizations - Our investors include Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey - Thousands of professionals across domains like engineering, research, law, and creative services have partnered with Mercor on frontier AI projects We consider all qualified applicants without regard to legally protected characteristics and provide reasonable accommodations upon request. ## Earn $150 by referring Share the referral link below, and earn $150 for each successful referral through this unique link. There's no limit on how many people you can refer. Restrictions may apply. [Learn

Role Overview: Mercor is partnering with a leading AI lab to improve their models’ video understanding. Experts will watch videos and clip segments with visual and audio information that accords to a set of requirements. Ideal Qualification: - Exceptional attention to detail and strong analytical skills. - Strong judgment when labeling and classifying diverse audio features. - Ability to follow instructions and adapt quickly to evolving guidelines. - Excellent written communication. More details: - You’ll collaborate directly with Mercor’s project leads. - Start dates are rolling; we aim to onboard qualified experts within a few days (1‑2) of application. - Up to 60 hours of work available per week. - Fully remote and asynchronous, so it can be flexible to your schedule. - The project is expected to last a minimum of 4-5 weeks with potential for extension. Pay and legal status: - You will be legally classified as an hourly contractor for Mercor. - We will pay you at the end of each week via Stripe Connect. Screening Process: - You will need to complete a short assessment, which will take a total of 30-50 minutes. - Currently only accepting applicants from the U.S., UK, and Canada. About Mercor - Mercor is based in San Francisco, CA and specializes in recruiting experts for top AI labs. Our investors include Benchmark, General Catalyst, Peter Thiel, Adam D’Angelo, Larry Summers, and Jack Dorsey.

You will leverage your background in finance, alongside your bilingual communication skills, to create accurate, culturally nuanced, and technically precise content that reflects real-world finance usage in Germany. Experience:** 2–6+ years of professional experience in finance, banking, consultin

Mercor is seeking clinical fellows across any specialty (except radiology) for a project with one of the world’s top AI labs. This project is specifically focused on medical reasoning related cases surrounding sets of lab data. You will work closely with research teams at a leading AI lab, applying your medical expertise to help evaluate, refine, and stress-test AI systems in a professional, structured environment. As part of this work, you will create both the diagnostic cases and the rubric to score a good response to the diagnostic case. Role Requirements: - Are currently in a U.S. based Fellowship program - Cannot be specializing in Radiology - Hold a U.S. based MD or DO - Possess excellent written and verbal communication skills. - Demonstrate exceptional attention to detail and analytical thinking. - Are comfortable working in a fully remote and asynchronous environment. - Have interest in advancing AI applications in medicine and healthcare. More About the Opportunity - Remote and asynchronous. - Expected commitment: 20-40 hours per week. - This project will last for a minimum of three months, with the potential to extend longer. Compensation & Contract Terms - Applicants must be based in the US - This position is structured with clear expectations. - Payments issued weekly via Stripe Connect Application Process - Submit your resume to begin - After submitting your resume, please complete a short AI interview and a short form. - If you make it to the next stage in the process, you will complete a paid 2-3 training course - Upon completion of this course, you will be extended an offer to join the project - Follow-up typically occurs quickly - the AI industry moves fast! About Mercor Mercor specializes in recruiting experts for top AI labs and is based in San Francisco, CA. Our investors include Benchmark, General Catalyst, Peter Thiel, Adam D’Angelo, Larry Summers, and Jack Dorsey.

This project focuses on improving model performance in the Media & Ads domain by evaluating agent-generated research reports related to current media trends, advertising strategies, and market insights. You’re a Strong Fit If You Have:** - Experience or knowledge in the Media & Ads industr

Mercor is seeking skilled evaluators to support an essential evaluation workflow in partnership with a leading AI research lab.This project focuses on improving model performance in the Consumer Electronics & Smart Home domain by evaluating agent-generated research reports related to the latest tren

Mercor is seeking PhD holders, doctoral candidates, and outstanding Master’s graduates in biology and related disciplines to join a high-impact AI research initiative in partnership with a leading artificial intelligence lab. * * * ### Key Domains Here is a list of domains. If you belong to or have expertise in one or more of them, feel free to apply — we’re excited to have you on the team! Molecular & Cellular Biology: Molecular Biology, Cell Biology, Biochemistry, Genetics, Genomics, Proteomics, Metabolomics Organismal & Evolutionary Biology: Evolutionary Biology, Developmental Biology, Ecology, Microbiology, Virology, Botany, Zoology Biomedical & Applied Life Sciences: Immunology, Neurobiology, Physiology, Biotechnology, Systems Biology, Bioinformatics, Computational Biology Interdisciplinary Biological Sciences: Biophysics, Structural Biology, Synthetic Biology, Environmental Biology * * * ### Key Responsibilities - Evaluate scientific correctness, conceptual rigor, and depth of LLM-generated responses across biology and biomedical domains. - Review outputs involving experimental design, data interpretation, and theoretical frameworks in biological sciences. - Identify factual inaccuracies, reasoning errors, and conceptual misunderstandings in model outputs. - Benchmark model performance on advanced biological and interdisciplinary research problems. - Work independently and asynchronously using proprietary evaluation tools. * * * ### Requirements - PhD (candidate/recipient) or Master’s degree in Biology, Molecular Biology, Biochemistry, Biotechnology, Bioinformatics, or a closely related field. - Strong command of graduate-level biological concepts, experimental reasoning, and data interpretation. - Excellent written communication and analytical abilities. - Ability to work independently in a remote, asynchronous setting. * * * ### Role Details - Part-time (20 hours/week) - Remote and asynchronous work environment - Flexible schedule to accommodate global contributors * * * ### Compensation - Contractor position via Mercor - $20–$30/hour, depending on expertise and domain depth - Weekly payments through Stripe Connect * * * ### About Mercor Mercor is a San Francisco-based company connecting top professionals with leading AI initiatives. Investors include Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey.

Experience in one or more of the following: - Clinical writing or reviewing - Medical education or exam preparation content - Research interpretation and summarization - Healthcare quality review or medical annotation tasks - Exceptional attention to detail and ability to follow complex guidelines.

Mercor is seeking native Italian speakers who are also marketing professionals based in Italy. This role combines your marketing expertise across a wide variety of different subjects with language mastery, helping train cutting-edge AI models in the marketing domain. You will leverage your background in marketing, alongside your bilingual communication skills, to create accurate, culturally nuanced, and technically precise content that reflects real-world marketing usage in Italy. * * * ## Role Responsibilities - Marketing Content Development: Translate, adapt, and synthesize complex calculations, analytics, and practices in marketing in Italy. - Bilingual Communication: Write fluently in both Italian and English, ensuring correct marketing terminology and nuanced expression across languages. - Domain Expertise: Provide cultural insights specific to Italian marketing, reflecting cultural norms and media habits that drive marketing effectiveness. - Collaboration: Work closely with reviewers and peers to refine content, validate accuracy, and align outputs with marketing standard practices in Italy. * * * ## Ideal Candidates Should Have: - Language Skills: Native-level fluency in Italian with strong written and spoken English. - Education: Degree in marketing, communications, advertising, or a similar field. - Experience: 2–6+ years of experience in marketing in Italy. - Analytical Abilities: Excellent writing, analytical, and communication skills. - Nice to Haves - Experience with assessment and rubric development is a plus. - Familiarity with generative AI models or machine learning concepts is a bonus, but not required. * * * ## More Details About This Role: - This is a remote and asynchronous role — work on your own schedule. - Expect to contribute at least 20 hours per week. - Expect a commitment of around 2 months. - You’ll be working in a structured project environment with clear goals and tools. Application and Onboarding Process: - Submit your resume. - Complete an AI-led interview to assess language ability and professional experience. This should take around 15 minutes. - If selected, you’ll take a follow-up AI-led interview to assess your professional background. - You’ll then complete a paid work trial to determine if this type of work is suited for you. - After that, you’ll receive feedback and be onboarded to the project. * * * About Mercor: Mercor is a San Francisco-based company connecting top-tier professionals with cutting-edge AI initiatives. Backed by investors like Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey, we specialize in accelerating AI development through expert human collaboration.

Role Overview Mercor is seeking experienced visual storytelling experts — including storyboard artists, cinematographers, animators, editors, and motion designers — to collaborate on creative projects with leading AI research groups. These engagements focus on shaping narrative-driven visual content with cinematic pacing and authenticity. This is a unique opportunity to apply your creative expertise toward developing frontier AI systems that understand and generate compelling visual stories. ### Key Responsibilities - Develop storyboards, visual concepts, and narrative structures for AI training data. - Caption video content with an emphasis on capturing storytelling elements, visual detail, and camera techniques. - Evaluate AI-generated visual narratives and provide feedback for improvement. - Ensure authenticity, coherence, and cinematic quality. ### Ideal Qualifications - 3+ years of professional experience in film, animation, motion design, or related creative fields. - Strong portfolio demonstrating expertise in storytelling, pacing, and cinematic techniques. - Ability to distill abstract ideas into clear, engaging visual narratives. - Excellent attention to detail and creative problem-solving skills. ### More About the Opportunity - Remote and asynchronous — flexible scheduling on your own terms. - Expected commitment: 30-40 hours/week. - Project-based engagements, typically ranging from 2–3 months with potential extensions. ### Compensation & Contract Terms - $45-$65/hour depending on experience and geography. - Payments issued weekly via Stripe Connect. - Independent contractor engagement. ### Application Process - Complete a short interview to discuss your creative background and areas of expertise. - Selected applicants may be asked to complete a brief sample task. ### About Mercor - Mercor is a talent marketplace that connects top experts with leading AI labs and research organizations. - Our investors include Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey. - Thousands of professionals across domains like law, creatives, engineering, and research have joined Mercor to work on frontier projects shaping the next era of AI. * * *

Role Overview Mercor is collaborating with a leading AI lab to engage multimedia experts for a project focused on enhancing the audiovisual capabilities of AI systems. Freelancers will apply their expertise in video, audio, and digital content creation to support AI model training and evaluation. This is a flexible, project-based opportunity to contribute creative skills toward advancing cutting-edge AI research. ### Key Responsibilities - Review, edit, and refine AI-generated multimedia outputs (audio, video, graphics). - Create and validate multimedia assets for use in AI evaluation - Provide feedback on AI-generated content to improve realism and usability. ### Ideal Qualifications - Strong attention to detail with an ability to follow instructions - Experience working with multimedia across multiple formats and platforms. - Excellent communication skills and ability to provide structured feedback. ### About Mercor - Mercor is a talent marketplace that connects top experts with leading AI labs and research organizations. - Our investors include Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey. - Thousands of professionals across domains like law, creatives, engineering, and research have partnered with Mercor to work on frontier projects shaping the next era of AI.

Mercor is seeking native Mandarin speakers who can read/write in Simplified Chinese and are also medical professionals who have worked in China.This role combines your clinical expertise with language mastery, helping train cutting-edge AI models in the healthcare domain.You will

Mercor is seeking native Brazilian Portuguese speakers who are also education professionals based in Brazil. This role combines your teaching and education expertise across a wide variety of different subjects with language mastery, helping train cutting-edge AI models in the education domain. You will leverage your background in education, alongside your bilingual communication skills, to create accurate, culturally nuanced, and technically precise content that reflects real-world education usage in Portuguese. * * * ## Role Responsibilities - Education Content Development: Translate, adapt, and synthesize complex nuances in education workflows and processes in Brazil, reflecting curriculum standards and pedagogy across different educational domains. - Bilingual Communication: Write fluently in both Portuguese and English, ensuring precise education terminology and nuanced expression across languages. - Domain Expertise: Provide cultural insights specific to the Brazilian education system, including assessment, classes, norms at school, and more. - Collaboration: Work closely with reviewers and peers to refine content, validate accuracy, and align outputs with educational standard practices in Brazil. * * * ## Ideal Candidates Should Have: - Language Skills: Native-level fluency in Brazilian Portuguese with strong written and spoken English. - Education: Advanced degree in Teaching, Pedagogy, or a related field. - Experience: 2–6+ years of professional experience teaching in Brazil. - Analytical Abilities: Excellent writing, analytical, and communication skills. Experience delivering and creating assessments to students is highly desired. - Nice to Haves - Experience with rubric development is a plus. - Familiarity with generative AI models or machine learning concepts is a bonus, but not required. * * * ## More Details About This Role: - This is a remote and asynchronous role — work on your own schedule. - Expect to contribute at least 20 hours per week. - Expect a commitment of around 2 months. - You’ll be working in a structured project environment with clear goals and tools. Application and Onboarding Process: - Submit your resume. - Complete an AI-led interview to assess Portuguese language ability and professional experience. This should take around 15 minutes. - If selected, you’ll take a follow-up AI-led interview to assess your professional background. - You’ll then complete a paid work trial to determine if this type of work is suited for you. - After that, you’ll receive feedback and be onboarded to the project. * * * About Mercor: Mercor is a San Francisco-based company connecting top-tier professionals with cutting-edge AI initiatives. Backed by investors like Benchmark, General Catalyst, Adam D’Angelo, Larry Summers, and Jack Dorsey, we specialize in accelerating AI development through expert human collaboration.

Freelancers will support the development and evaluation of automated insurance workflows, contributing expert insight to improve AI systems handling underwriting, risk assessment, and rating logic. Calculate insurance premiums using ISO manuals, class codes, and company-specific rating algorithms. R