Evaluate and annotate complex financial materials to support AI training.
Draft, review, and refine financial deliverables like pitchbooks and valuation models.
Assess AI-generated financial content and provide actionable feedback on accuracy and reasoning.
The client is developing next-generation AI systems focused on investment banking and financial analysis. Team size and culture details are undisclosed, but the project values practical financial expertise and collaborative remote work.
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 and document realistic investment scenarios and financial analysis prompts to test AI model capabilities.
Evaluate the accuracy and logic of AI-generated responses across asset classes including equities, fixed income, and derivatives.
Identify error patterns and provide structured feedback to improve model reasoning and benchmark datasets.
The hiring partner is a company developing AI models for financial analysis and investment decision-making. They work with freelance experts in a flexible, 100% remote environment alongside an international team.
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.
Research and qualify investor lists for each opportunity by stage, sector, check size and recent activity.
Open conversations with investors and book qualified investors into meetings with founders whose opportunity fits.
Maintain accurate records of every conversation, meeting and outcome to keep the process moving.
Pairs is a global network connecting family offices, institutional investors, VCs and angels to vetted startup opportunities. The team is flat and close-knit, investing alongside its network with a high pace and focus on quality.
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 investor relations, FP&A, and financial reporting cycles.
Develop clear expected outcomes and yes-or-no evaluation criteria for AI-generated presentations.
Work independently in a fully remote contract role applying corporate finance expertise to AI evaluation.
Jobgether is an AI-powered job matching platform that connects candidates with partner companies through objective, data-driven shortlisting. The company focuses on efficient, transparent hiring processes while leveraging human judgment for final decisions.
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.
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 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 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.
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.
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.
Collaborate with cross-functional teams to identify and assess opportunities to drive users and revenue, focusing on consumer and ads products, sales, and marketing.
Build models, forecasts, and business cases to guide planning, investment, and resource allocation.
Conduct market research to analyze industry trends, competitive landscape, and user and advertiser needs.
Reddit is a community of communities built on shared interests, passion, and trust, hosting open and authentic conversations online. With 100,000+ active communities and approximately 130 million daily active unique visitors, it is one of the internet's largest sources of information.
Create realistic PowerPoint tasks from source documents, templates, and financial advisory scenarios.
Complete each task to establish accurate expected outputs and develop objective yes/no evaluation criteria.
Apply professional presentation standards to support the evaluation of AI-generated presentations.
The hiring partner is an organization that evaluates AI capabilities in professional presentation workflows, focusing on banking and advisory content. The company supports a fully remote, independent work culture and uses AI-assisted processes for candidate matching.
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.
Support transaction structuring and execution across debt mandates, including modeling, diligence, and documentation.
Conduct capital structure, pricing, and credit analysis across renewable energy asset classes.
Interface with clients and capital providers, leveraging AI tools to drive financings from intake through term sheets.
Crux is the capital platform for the clean economy, modernizing capital raising and deployment for clean energy and critical infrastructure. Our team of 120+ experts in energy, tax, finance, government, and technology operates with a high-growth, high-ownership culture.
Complete structured investment finance tasks on an external platform.
Author detailed content on financial markets and investment strategies.
Manage independent work sessions and track time using Insightful software.
Terac is building the world's largest pool of vetted human experts for AI. It connects researchers, AI labs, and product teams with specialized professionals across industries and languages.