Investment Banking AI Research Contributor
Aptura · India
Infrastructureremotemid-level
At a glance
Highlights
- Turn real deal work into PowerPoint tasks that test AI on junior banker decks.
- Build client-ready pitch books, teasers and template decks from source files.
- Define correct answers and yes-or-no rubrics to grade AI deck output.
Ideal candidate
Former M&A, ECM, DCM or leveraged finance banker who obsesses over client-ready slides and is curious how far AI really is from that bar.
Requirements
- 2+ years in M&A, ECM, DCM or leveraged finance at a bank or advisory boutique
- Deep hands-on PowerPoint with native charts, tables and corporate templates
- Ability to define what a correct deck looks like precisely enough to grade against
- Clear writing with tasks authored by you without AI drafting or polishing
- Attention to detail and willingness to learn AI and data concepts
- remote policy
- Fully remote within India
- hiring process
- Apply with CV, verify email and book a 30-minute group walkthrough call, then submit one original 45-minute task with brief, input files, expected result and rubric for review.
Lab profile
About Aptura
Builds evaluation datasets and RL environments to make AI reliable in finance, healthcare, and legal.
What they build
- Evaluation datasets for regulated domains
- RL environments for high-stakes tasks
- Expert-curated training data and calibrated rubrics
Known for
- Research partner to Anthropic, OpenAI, Google DeepMind
- Specialization in finance, healthcare, and legal
- Clinician expert network for medical oversight
Key facts
- Based in London
- Small, lean team
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