Aptura Inc. logo

Investment Banking Associate, AI Residency (Early Careers)

Job Overview

Location

United Kingdom

Job Type

Contract

Category

Product Management

Date Posted

July 10, 2026

Full Job Description

đź“‹ Description

  • • Contribute previous deal experience to improve AI reasoning across investment banking workflows.
  • • Draft realistic IB scenarios, prompts, and worked examples that reflect real transaction workflows.
  • • Evaluate AI-generated outputs against how a skilled analyst or associate would actually reason, flagging gaps in logic, technical rigour, or judgment.
  • • Refine and rewrite model responses to improve their financial reasoning and structuring.
  • • Partner closely with experts to translate domain expertise into training signal, giving feedback on what "good" looks like at each stage of a deal.
  • • Identify edge cases and failure modes specific to IB workflows (e.g., sector-specific modelling conventions, regulatory nuance, negotiation dynamics).
  • • Help document and systematise IB best practices into reusable frameworks model can learn from.
  • • This role will be a great fit if you
  • • Are a current student or recent graduate with a minimum of one IB internship or full-time role at a bulge bracket or elite boutique.
  • • Have a solid grounding in financial modelling, valuation methodologies (DCF, comps, precedent transactions), and deal mechanics.
  • • Bring high attention to detail and intellectual honesty to say "this output is wrong" even when it looks polished.
  • • Communicate sharply, can explain why a piece of reasoning is right or wrong.
  • • Are comfortable with ambiguity and fast iteration.
  • • Have genuine curiosity about AI, even without a technical background.
  • • How we support you
  • • Competitive salaries with an opportunity to join us full-time.
  • • Modern, centrally located London office built for collaboration and focus.
  • • Access to a range of AI tools to boost productivity and maximise results.
  • • MacBook, screens, and any equipment you need to perform at a high level.
  • • Logistics
  • • Location: In-person (remote options available).
  • • Start date: Immediate.
  • • Referral bonus: For any successful referral hired into this role.

Skills & Technologies

Junior
Remote

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About Aptura Inc.

Aptura is an AI technology company that builds high-quality training data and reinforcement-learning environments for regulated, high-stakes industries such as finance, healthcare, and legal. They focus on verifiable accuracy by combining AI with human domain experts. The company is remote-friendly with a small, lean team located in London and San Francisco and frequently hires for technical roles and AI residencies.

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