Investor Relations AI Research Contributor
Aptura
Investor Relations AI Research Contributor
Aptura
AI training for real-world tasks
(Results Decks, Board Packs)
Full time | Remote — India
Aptura is a London-based company working on understanding how AI is changing professional work. We look closely at how finance and advisory professionals actually work, and where AI helps or falls short. The company was founded by people with backgrounds at Lazard, McKinsey and Partners Group.
We are looking for Subject Matter Experts from investor relations or FP&A who own the quarterly cycle of results decks, board packs and KPI reporting. You know that rolling a deck forward is never just swapping numbers.
You have used AI tools on your own work and been frustrated by the mistakes they make, or you simply want to find out how good they really are.
You will turn that experience into realistic PowerPoint tasks that test how well AI do the deck work of an IR or FP&A analyst.
Writing realistic PowerPoint tasks drawn from your own reporting cycle: building decks from source documents, filling corporate templates, rolling decks forward and making precise edits
Working through each task yourself so there is a clear, correct answer
Writing a yes-or-no checklist precise enough that an AI grader can mark any attempt against it
3+ years in investor relations, FP&A or financial reporting at a listed company or large corporate
Deep hands-on PowerPoint: native charts, tables and corporate templates
Ability to define what a correct deck looks like precisely enough for someone else to grade against it
Clear writing. Tasks must be written by you, not by AI tools
Attention to detail, and willingness to learn concepts in AI and data
Apply with your details and CV. After applying, verify your email and choose an available 30-minute group walkthrough call. You can book immediately; there is no application-approval step before booking.
Attend the walkthrough and enter the code shared by the host at the end of the call to unlock your task workspace.
Create one original task from your own work in about 45 minutes. Submit the brief, the actual input files needed to complete it, a written expected result and at least five binary rubric checks, each with one skill tag. Input-file uploads are compulsory.
Write the brief and rubric yourself, without AI drafting, rewriting or polishing. Input materials must also be human-authored. Use only materials you are authorised to share, with confidential employer or client information removed.
Submit through your account for automated screening and team review. Follow any request for revisions in your account. Completing onboarding does not guarantee a job offer; selection remains subject to review.
Remote — India
Aptura trains and evaluates AI to master real-world tasks in finance, healthcare, and legal. It designs data-driven training pipelines and domain-specific evaluation benchmarks to teach and test AI models on practical workflows. It distinguishes itself by focusing on regulated, high-stakes industries and validating performance with rigorous benchmarks before deployment. Its goal is to help organizations deploy AI that reliably understands and executes essential tasks in these sectors, improving accuracy and compliance.
Explore more opportunities at Aptura