At a Glance
- Tasks: Contribute to AI reasoning in investment banking workflows through drafting and evaluating realistic scenarios.
- Company: Aptura, a cutting-edge firm focused on AI and collaboration.
- Benefits: Competitive salary, modern office, access to AI tools, and potential full-time opportunities.
- Other info: Join a people-first culture with excellent growth potential and collaborative spirit.
- Why this job: Make an impact in AI while enhancing your investment banking skills in a dynamic environment.
- Qualifications: Must have prior IB experience and strong financial modelling skills.
The predicted salary is between 100 - 100 £ per hour.
Aptura is building reinforcement learning infrastructure that powers training for frontier models built by Anthropic, Open AI, Google Deepmind etc. We're building a high-performance, people-first culture. We move quickly, think ambitiously, and set a high bar for ourselves, all while staying open, collaborative, and genuinely enjoyable to work with. At Aptura, the best ideas win regardless of who they come from, teams sit close to leadership, and every voice has a say in what comes next.
The Opportunity
In this 3-month Internship, you will contribute your previous deal experience which will be used to help improve AI reasoning across investment banking workflows. The work involves generating, refining, and evaluating content that reflects how IB professionals think through transactions from origination and pitching through execution and close.
- Draft realistic IB scenarios, prompts, and worked examples (pitch decks, comps, LBO models, CIMs, deal memos) 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 (e.g., Goldman Sachs, Morgan Stanley, J.P. Morgan, Bank of America, Citi, Barclays, UBS, Deutsche Bank, Wells Fargo, Evercore, Moelis, Centerview, Lazard, Jefferies).
- 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.
StudySmarter Expert Advice🤫
We think this is how you could land Investment Banking Associate, AI Residency (MBA)
✨Join Investment Clubs
Get involved in university investment clubs or finance societies. Not only will this boost your knowledge, but it’s a great way to network with like-minded peers, and sometimes they even bring in guest speakers from top firms. Plus, potential connections could keep you in the loop for internship openings!
✨Attend Financial Conferences
Keep an eye out for finance and investment conferences happening near you. These can be goldmines for internships, as many companies announce opportunities or give out networking leads at these events. Don’t forget to bring your A-game – dress smart and have your pitch ready!
✨Utilise Your University Resources
Most universities have career services specifically tailored to finance students. Take advantage of those workshops, CV reviews, and mock interviews they offer. They often have exclusive access to internship opportunities and can help you connect with alumni in asset management roles as well.
✨Dive into Relevant Projects
If you’ve got the chance, work on finance-related projects, even if they’re academic. Whether it's analysing stocks or creating mock portfolios, showcasing these on your LinkedIn or personal website can set you apart. It demonstrates initiative and gives you something to discuss during interviews!
We think you need these skills to ace Investment Banking Associate, AI Residency (MBA)
Some tips for your application 🫡
Highlight Your Analytical Skills:In the asset management game, analytical prowess is key. Make sure to showcase relevant coursework or projects where you've demonstrated skills in financial analysis or investment strategies. Numbers tell a story, so use metrics where possible to show your impact!
Tailor Your CV to the Investment Sector:Your CV should speak the language of investment. Use keywords related to asset management, such as portfolio analysis, performance measurement, and market research. If you’ve got any certifications or relevant coursework, pop them front and centre—it shows your commitment to learning!
Craft a Motivating Cover Letter:This is your chance to shine! Explain why you’re passionate about asset management and why you want to intern at Aptura specifically. We want to see your enthusiasm and your understanding of the industry, so don't be shy about expressing your learning goals.
Showcase Relevant Projects or Experience:If you've done any investment simulations, case studies, or even related internships, be sure to include these! Provide concrete examples of your roles and their outcomes, as they give us insight into how you think and approach problems in the field.
How to prepare for a job interview at Aptura
✨Know Your Numbers
Get comfy with financial metrics and concepts relevant to investment and asset management. Brush up on key ratios, portfolio theory, and market indicators, as interviewers might throw in some technical questions to see how you think on your feet and apply these concepts in real scenarios.
✨Show Your Passion for the Market
Make sure to stay updated on current market trends and news in the investment world. Bring specific examples of how recent events have impacted asset management strategies to the interview; this demonstrates not just your knowledge, but also your genuine interest in the field and your enthusiasm for investment analysis.
✨Prepare for Case Study Challenges
Be ready for case study exercises that simulate real-world investment scenarios. Practise analysing a given portfolio, identifying risks, and suggesting improvements. This practical experience will showcase your analytical skills and how you approach problem-solving in investment contexts.
✨Focus on Learning Potential
Since this is an internship, highlight your eagerness to learn and adapt. Talk about specific skills or knowledge areas you hope to develop during your time at Aptura. Showing that you're keen to grow will resonate well, as internships are often about fostering new talent for the future!
