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.
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 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.
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.
Create realistic PowerPoint tasks based on private equity or corporate development experience.
Complete each task to establish benchmark outcomes for AI-generated work.
Develop objective evaluation criteria and provide source materials for AI assessments.
Jobgether is an AI-powered job matching platform that connects candidates with hiring companies. This role is posted on behalf of a partner company, and the hiring process is managed by their internal team.
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.
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.
Create realistic PowerPoint tasks from your own deal work, including building decks from source documents and filling corporate templates.
Work through each task to define a correct answer and write a yes-or-no checklist precise enough for AI grading.
Apply, attend a 30-minute walkthrough, and submit one original task with input files and rubric for team review.
Aptura is a London-based company studying how AI is changing professional work, with a focus on finance and advisory. Founded by former Lazard, McKinsey and Partners Group professionals, the company values precision and practical insight.
Write realistic PowerPoint tasks based on your own IR or FP&A reporting cycle, including building decks and rolling them forward.
Complete each task yourself to establish a correct answer and create a precise yes/no grading checklist.
Define what a correct deck looks like with enough detail for AI graders to evaluate attempts.
Aptura is a London-based company focused on understanding how AI is transforming professional work, with a close look at finance and advisory roles. Founded by former Lazard, McKinsey, and Partners Group professionals, it operates as a lean, expert-driven team.
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.