Role Description You’ve built deep expertise in insurance claims, investigations, coverage decisions, reserving, or claim resolution, and produced work that drives real decisions. Now that expertise has a new application: shaping how frontier AI models reason through complex insurance problems. - Design realistic claims tasks: claim intake, investigations, coverage determinations, reserve-setting decisions, and claim resolution scenarios. - Write evaluation rubrics that reflect how experienced claims professionals reason through coverage, liability, reserves, settlement decisions, and recovery opportunities. - Review AI-generated work and flag where models miss coverage issues, set inadequate reserves, mishandle investigations, or reach unsupported claim outcomes, explaining why it matters. - Build reference claim files and adjudication materials that set the benchmark models are tested. - Communicate claim decisions and rationale clearly in writing. Qualifications - 5–8+ years handling P&C claims — as an adjuster, examiner, claims specialist, or claims manager. - You’ve made coverage decisions, set reserves, or handled claim outcomes that had to withstand scrutiny. - AIC, CPCU, SCLA, or equivalent (preferred, not required). - You can explain why a claim resolves the way it does clearly enough to teach the reasoning, not just the outcome. Benefits - Fully remote, part-time, and flexible work. - Work is scoped by project and ranges from short engagements to ongoing collaborations, structured as a contract or a monthly retainer. Company Description Aptura works with leading foundational AI labs to bring institutional finance expertise directly into AI model development. Founded by ex-Lazard and Partners Group professionals, we operate from London and San Francisco.

Role Description You’ve built deep expertise in catastrophe modeling, exposure management, portfolio aggregation, or reinsurance analytics, and produced work that drives real decisions. Now that expertise has a new application: shaping how frontier AI models reason through complex insurance problems. - Design realistic catastrophe and exposure management tasks: catastrophe modeling exercises, accumulation assessments, portfolio exposure reviews, and reinsurance exposure decisions without clean answers. - Write evaluation rubrics that reflect how experienced catastrophe and exposure professionals reason through data quality, model assumptions, accumulation risk, PML interpretation, and reinsurance implications. - Review AI-generated catastrophe analyses, exposure assessments, and portfolio risk evaluations, identifying where models misinterpret catastrophe outputs, overlook accumulation risks, or misuse exposure data. - Build reference catastrophe studies and benchmark exposure analyses that set the standard models to be tested. - Communicate catastrophe risk assessments, exposure judgments, and rationale clearly in writing. Qualifications - 5–8+ years in catastrophe modeling or exposure management at an insurer, reinsurer, broker, or modeling vendor. - You’ve managed catastrophe exposure, accumulation analysis, PML reporting, or portfolio risk assessments that informed underwriting or reinsurance decisions. - Hands-on experience with Moody’s RMS and/or Verisk Touchstone, and familiarity with PML, AEP, and OEP analysis. - ACII, a catastrophe modeling qualification, or a numerate degree (preferred, not required). - You can explain what catastrophe model outputs do and do not tell you clearly enough to teach the reasoning, not just the outcome. Benefits - $80–$200 per hour, aligned with expertise, scope, and impact; exceptional or highly specialised expertise can go higher. - Ongoing engagements are typically structured as a monthly retainer rather than on an hourly basis. Company Description Aptura works with leading foundational AI labs to bring institutional finance expertise directly into AI model development. Founded by ex-Lazard and Partners Group professionals, we operate from London and San Francisco.

Role Description You’ve built deep expertise in actuarial analysis, pricing, reserving, or portfolio profitability, and produced work that drives real business decisions. Now that expertise has a new application: shaping how frontier AI models reason through complex insurance problems. - Design realistic actuarial and pricing tasks: rate adequacy studies, reserve reviews, profitability analyses, and pricing decisions without clean answers. - Write evaluation rubrics that reflect how experienced actuaries reason through assumptions, methodologies, uncertainty, and business impact. - Review AI-generated pricing models, reserve analyses, loss ratio studies, and profitability assessments, identifying where models make incorrect assumptions or apply inappropriate methodologies. - Build reference actuarial analyses and benchmark pricing materials that set the standard models, which are tested. - Communicate actuarial judgments, assumptions, and rationale clearly in writing. Qualifications - 5–8+ years in P&C actuarial pricing, reserving, or portfolio analytics at an insurer, reinsurer, consultancy, or brokerage. - You’ve owned pricing studies, reserve reviews, or profitability analyses that informed business decisions. - ACAS, FCAS, FIA, Fellow of the IFoA, or equivalent (preferred, not required). - You can explain the assumptions and judgment behind an actuarial estimate clearly enough to teach the reasoning, not just the outcome. Benefits - $80–$200 per hour, aligned with expertise, scope, and impact; exceptional or highly specialised expertise can go higher. - Ongoing engagements are typically structured as a monthly retainer rather than on an hourly basis. Company Description Aptura works with leading foundational AI labs to bring institutional finance expertise directly into AI model development. Founded by ex-Lazard and Partners Group professionals, we operate from London and San Francisco.

Role Description We are sharing a specialised part-time consulting opportunity for Assamese-English bilingual professionals experienced in language evaluation, LLM response review, fact-checking, structured feedback, and high-quality written analysis in English. This role supports current and upcoming remote consulting opportunities focused on Assamese-language AI response evaluation, bilingual quality review, factual accuracy assessment, reasoning analysis, rubric-based scoring, and high-quality project execution. Selected professionals will assess Assamese AI-generated responses, identify strengths and areas for improvement, fact-check outputs using trusted sources, and write clear English-language feedback based on structured evaluation criteria. Key Responsibilities - Assamese Response Evaluation - Review Assamese AI-generated responses for accuracy, clarity, reasoning quality, tone, and completeness. - Identify response strengths, improvement areas, factual inaccuracies, and communication gaps. - Evaluate whether responses align with expected conversational behavior and project-specific guidelines. - Apply native Assamese fluency and English writing ability to produce clear evaluation notes. - Fact-Checking & Quality Review - Conduct fact-checking using trusted public sources and approved external tools. - Assess whether responses are well-reasoned, complete, contextually appropriate, and useful. - Identify subtle language issues, factual errors, unclear reasoning, or gaps in response quality. - Generate high-quality human evaluation data through careful review and structured judgment. - Rubric-Based Feedback & Evaluation Artifacts - Apply structured rubrics and quality criteria to assess model response performance. - Write clear, consistent, and reproducible feedback in English. - Compare outputs and make fine-grained qualitative judgments when required. - Maintain accuracy, consistency, and strong attention to detail across submitted evaluations. Qualifications - Native fluency in Assamese. - Strong English proficiency and excellent written communication skills. - A bachelor's degree or equivalent academic background. - Significant experience using large language models and understanding how people use AI tools. - Strong ability to explain what makes an AI response accurate, incomplete, unclear, unrealistic, or poorly reasoned. - Excellent attention to detail and ability to notice subtle issues in language, reasoning, and factual accuracy. - Background or experience in structured analytical thinking, such as research, policy, analytics, linguistics, engineering, writing, or evaluation work. Educational Background - A bachelor's degree is preferred. - Academic or professional experience in linguistics, translation, research, policy, analytics, engineering, writing, education, or related fields is highly relevant. - Practical experience evaluating written content, bilingual language quality, or AI-generated outputs may also be valuable. Nice to Have - Prior experience with RLHF, model evaluation, data annotation, or AI response assessment. - Experience writing, editing, or reviewing high-quality written content. - Experience comparing multiple outputs and making fine-grained qualitative judgments. - Familiarity with rubric-based evaluation, quality scoring, or structured feedback workflows. - Ability to clearly explain factual inaccuracies, reasoning errors, and communication gaps. Why This Opportunity - Apply Assamese-English bilingual expertise to structured remote evaluation work. - Contribute to high-quality AI response review, fact-checking, and language quality assessment. - Work on flexible assignments aligned with language skills, analytical judgment, and LLM experience. - Help improve response quality by identifying factual issues, reasoning gaps, and communication strengths. - Remote structure with competitive hourly compensation. Contract Details - Independent contractor role. - Fully remote with flexible scheduling. - Eligible professionals may be based globally depending on project needs. - Assamese native fluency and strong English proficiency are required for project work. - Applicants may be asked to complete a Bilingual Competency interview in Assamese as part of project screening. - Part-time commitment depending on project availability. - Competitive rates between $10–$20 per hour depending on expertise and project scope. - Weekly payments via Stripe or Wise. - Projects may be extended, shortened, or adjusted depending on scope and performance. - Work will not involve access to confidential or proprietary information from any employer, client, or institution.