Aptura
Aptura

Private Equity Associate | Freelance, Remote

TLDR

Own end-to-end deal work for frontier AI labs, delivering client-quality IB/PE materials that help models learn from real transactions.

See how frontier AI is built, using the deal instincts you already have.
The labs building frontier AI models have the compute. What they need is the judgment of people who've actually done the work: the reasoning behind an investment decision, a valuation, an IC recommendation, and the standards that hold up in regulated industries.

Who we are
Aptura, a team from Lazard, Partners Group and McKinsey. We work with frontier AI labs to bring real investment banking and private equity expertise into how their models reason.

What the project involves

  • Client-quality deliverables across IB and PE workflows: models, IC materials, valuation analyses and decks, built so a model can learn from them

  • End-to-end deal tasks rather than one-off questions, built out in full (an LBO is one example among many)

  • The same standards you'd apply to real deal work, including regulated-industry expectations


Why do it

  • See how frontier AI is developed from the inside

  • Stay close to where finance is heading

  • Designed to work alongside your existing job


Timing and logistics

  • Fully remote and project-based, on your own schedule

  • Around 15 hours a week, completely flexible on when

  • Rolling cycles, so you can start soon and step back between them

  • We'll get back to you within 2 days: one short call, then into a first piece of work


Who we're looking for
3 to 7 years in PE or IB with real deal experience and closed transactions behind you.

Benefits

Flexible Work Hours

Around 15 hours a week, completely flexible on when

Rolling cycles

Remote-Friendly

Fully remote and project-based, on your own schedule

Aptura integrates deep financial expertise into AI model training, enhancing the accuracy and reliability of AI in highly regulated sectors like healthcare, finance, and legal. By collaborating with leading AI labs and sourcing clinical insights, we ensure that AI platforms meet stringent industry standards while bridging the gap between human intelligence and artificial technology.

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