Writing realistic Excel tasks from your own equity research work, including extending and fixing models.
Working through each task yourself to establish a clear, correct answer.
Writing yes-or-no criteria precise enough to grade any AI attempt.
Aptura is an applied AI and data company working with frontier labs to train AI systems on real professional work. It builds high-quality evaluation and training environments that teach AI agents to produce work that can be used in daily workflows.
Design complex legal tasks and reference answers for AI training.
Evaluate AI-generated legal responses for accuracy and reasoning.
Work across contracts, compliance, and legal research with high rigor.
Our partner is an AI training and evaluation company focused on improving legal AI models. The work is project-based, fully remote, and offers flexible scheduling with a collaborative environment.
Design realistic legal tasks based on professional legal research, contract analysis, litigation support, and regulatory review workflows.
Analyze contracts, statutes, regulations, and case law to develop evaluation criteria for AI agents.
Review AI-generated legal analyses for accuracy, completeness, jurisdictional relevance, and logical consistency.
Anyone AI creates high-quality training and evaluation data for frontier AI models. They provide contract opportunities for experts to contribute to AI development.
Write realistic Excel tasks derived from your own People Ops/HR work, including extending models, fixing broken ones, and building from a brief.
Complete each task yourself so a clear, correct answer exists.
Draft yes-or-no criteria that allow graders to mark any attempt consistently.
Aptura is an applied AI and data company that builds high-quality evaluation and training environments for AI systems. It works with frontier labs and independent contractors on a project basis, teaching AI to perform real professional work.
Design realistic legal tasks for evaluating AI systems.
Analyze contracts, regulations, and case law to create objective criteria.
Review AI-generated legal analyses for accuracy and legal reasoning.
The hiring partner builds advanced AI systems and uses realistic legal tasks to evaluate AI capabilities. It is a research-oriented, collaborative environment that values precision, critical thinking, and clear legal reasoning.
Writing realistic Excel tasks drawn from your own consulting experience, including extending models, fixing broken ones, and building from briefs.
Working through each task yourself to ensure a clear, correct answer for evaluation.
Creating precise yes-or-no criteria for grading attempts against the correct answer.
Aptura is an applied AI and data company that builds high-quality evaluation environments for training AI agents. As a small company, it fosters a culture of precision and continuous learning.
Write realistic Excel tasks drawn from project management work, such as building budgets, schedules, and trackers.
Complete each task yourself to establish a clear correct answer and precise yes-or-no grading criteria.
Contract role for 4–6 weeks, fully remote, with task-based weekly payments.
Aptura is an applied AI and data company that partners with frontier labs to train AI systems on real professional work. They build high-quality evaluation and training environments and work with independent contractors on a flexible, remote basis.
Complete specialized legal tasks and structured workflows based on provided prompts.
Analyze complex legal subject matter to produce accurate, high-quality responses.
Manage an ongoing, flexible weekly commitment using software-based time tracking.
Terac is building the world's largest pool of vetted human experts for AI. Researchers, AI labs, and product teams use Terac to recruit, screen, and pay study participants across industries, languages, and skill sets.
Writing realistic Excel tasks from private equity work, including extending models, fixing broken ones, and building from a brief
Working through each task yourself to ensure there is a clear, correct answer
Writing yes-or-no criteria precise enough that a grader can mark any attempt against them
Aptura is an applied AI and data company that works with frontier labs to train AI systems on real professional work. The company builds high-quality evaluation and training environments, and engages independent experts for project-based tasks.
Participate in recorded, unscripted legal conversations to help train AI systems.
Analyze fictional scenarios and debate complex legal interpretations with peers.
Demonstrate professional legal judgment and clear communication in a remote contract role.
Jobgether is an AI-powered job platform that matches professionals with partner companies for contract roles. The company offers flexible remote work arrangements, emphasizing professional contribution and peer-level collaboration.
Leverage investment banking and financial modeling expertise to design realistic Excel-based tasks for AI evaluation.
Complete each assignment to establish reference solutions and develop objective grading rubrics.
Work independently on a flexible, remote schedule with immediate start and weekly task-based compensation.
This partner company is advancing AI evaluation in financial modeling by engaging experienced investment banking professionals. It offers a fully remote, flexible project-based workflow with a focus on independent work and data integrity.
Analyze complex U.S. tax law scenarios and evaluate AI-generated legal content for accuracy.
Identify legal errors, unsupported conclusions, and gaps in reasoning within AI-produced analyses.
Provide structured expert feedback to enhance AI systems and ensure reliable legal outputs.
Jobgether is an AI-powered job matching platform that connects candidates with relevant opportunities through automated screening. The company focuses on objective, data-driven recruitment and supports remote hiring processes.
Design realistic financial analysis and accounting tasks for AI model evaluation.
Build and validate financial models, forecasts, budgets, and cash flow projections.
Create reference solutions and review AI-generated financial outputs for accuracy.
Anyone AI creates high-quality training and evaluation data for frontier AI models. They offer flexible, remote contract work for experts to help improve AI capabilities.
Review commercial agreements and perform contract redlining exercises, simulating negotiations and recommending revisions.
Assess AI-generated responses to transactional legal scenarios for accuracy, relevance, completeness, and consistency.
Collaborate with legal, product, engineering, and research teams to refine AI-powered contract analysis tools.
The hiring company specializes in developing advanced AI systems designed to support contract review and negotiation. This part-time, remote role offers a flexible work culture and collaboration across legal, product, engineering, and research teams.
Design and run rigorous evaluations to measure AI-generated work quality for legal professionals.
Review and validate product outputs for accuracy, relevance, and comprehensiveness.
Translate customer feedback and legal workflows into product requirements and improvements.
GC AI is a legal intelligence platform for in-house teams, with 2,100+ customers including 300+ public companies and 75+ unicorns. It doubled ARR in six months and fosters a culture of customer obsession, ownership, and rapid iteration.
Serve as subject matter expert and problem solver for complex e-filing work, escalations, and exceptions.
Complete new case initiations and filings through the entire lifecycle, including affidavits, motions, and dismissals.
Review errors and filing trends to identify operational risks while meeting turnaround times with high accuracy.
Proof is a high-growth startup in the legal tech industry offering a best-in-class legal services platform used by thousands of law firms and property management companies. Founded in 2017, the company is on a path to double its business this year and fosters a culture of curiosity, passion, and collaboration to transform an outdated industry.
Discuss legal topics such as commercial contracts, employment law, corporate governance, privacy, or intellectual property.
Debate fictional legal scenarios, weigh competing interpretations, and explain practical tradeoffs with clear reasoning.
Challenge other professionals' assumptions, ask follow-up questions, and respond to counterarguments in recorded sessions.
HeyMilo Labs recruits professionals for paid, recorded conversations to help train and evaluate AI systems. The company operates remotely and hires independent contractors for flexible, session-based work.
Write realistic Excel tasks drawn from marketing analytics work, including CAC, attribution, and campaign performance.
Work through each task and write yes-or-no criteria precise enough for grading.
Use AI tools and Excel experience to evaluate how well frontier AI models do analyst work.
Aptura is an applied AI and data company working with frontier labs to train AI systems on real professional work. It builds high-quality evaluation and training environments that teach AI agents to produce work for daily workflows, offering flexible remote contracts.
You will own the success of frontier legal AI pilots, from scoping to operationalization.
You will shape how case law, contracts, and statutes are used for model training and evaluation.
You will establish workflows, expert requirements, and quality standards to move pilots into scalable programs.
Appen has been a leader in AI training data for over 30 years. They specialize in human-generated data to train, fine-tune, and evaluate models across generative AI, LLMs, computer vision, and speech recognition, with a global crowd of over 1 million contributors in over 200 countries.
Fact-check AI-generated legal documents for correct names, dates, and laws.
Rewrite confusing or lengthy legal sentences into clear, simple language.
Sort documents into categories and verify adherence to basic legal playbooks.
TELUS Digital helps clients collect, enhance, train, translate, and localize content to improve AI models. With a global community of over one million contributors, it offers flexible, remote opportunities for diverse experts.