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.
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.
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.
Evaluate AI-generated consulting artifacts for professional quality and usability.
Identify factual, analytical, and presentation errors in business documents.
Provide structured written feedback to improve AI system outputs.
Jobgether uses AI-powered matching to connect candidates with roles. The company operates with a small team focused on recruitment technology and data privacy compliance.
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.
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.
Build realistic Excel tasks drawn from your own work, including extending existing models, fixing broken ones, and building from a brief.
Work through each task yourself so there is a clear, correct answer that can be used for grading.
Write yes-or-no criteria precise enough that a grader can mark any attempt against them.
Aptura is an applied AI and data company working with frontier labs to train AI systems on real professional work. They build high-quality evaluation and training environments that teach AI agents to produce work usable in daily workflows.
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.
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.