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How experts like you shape AI models to perform real-world tasks.

Financial Modeling

A global cohort of investment banking experts pressure-tested state-of-the-art (SOTA) models with realistic prompts from comps, LBOs, DCFs, and covenant analyses to mirror day-to-day workflows.

They distilled deal judgment and industry-specific knowledge into gold-standard answers and checklists, the responses a senior banker would expect, then benchmarked the model against that bar and captured where it fell short.

This ensures and helps AI models are more aligned with real-world tasks and workflows, leading to faster first drafts and fewer errors in materials for review (e.g., financial models and memos).

WACC Analysis - Entity Reconciliation v4.2
A
B
C
D
E
Before tax cost of debt
7.54%
7.54%
7.54%
7.54%
After tax cost of debt
7.54%
7.54%
7.54%
7.54%
WACC
12.44%
12.44%
12.44%
12.44%
Active Prompt
"Perform entity reconciliation and calculate WACC based on Q4 derivative data v4.2"
Sequential cell population...

Expert Network Intern

Location
London
Employment Type
Full time
Location Type
On-site
Department
Operations

About Aptura

We are an applied AI research company that works with frontier labs in training and evaluating models. Frontier AI labs come to us when their models need to evolve with actual domain experts - so we pair those models with practitioners who’ve spent years doing the job, and design environments where their judgement turns into training signal.

We’re early-stage and moving quickly: five office moves in a year, now at Canary Wharf, building out Ops and Engineering and pioneering RL environments on top of real expert work.

We're not just filling seats here, we're building the bench the next generation of AI learns from.

Sourcing Ops Intern

Our business runs on finding exceptional experts - fast, at quality, at volume - and communicating so clearly that a banker or physician knows exactly what the project is before the first call, and delivers high-quality work from day one.

You’ll own large parts of that end to end, and your job is to make yourself indispensable: automate the repeatable, keep the human touch where it converts.

What you’ll do

  • Turn a project brief into a sourcing plan and run it: LinkedIn, Juicebox, job posts, warm networks.

  • Write outbound that senior people actually answer - and kill the copy that doesn’t convert.

  • Run the pipeline in Ashby: clean stages, clean data, sharp keep/reject calls.

  • Work with both AI and your own judgment in building usable systems that can leave us free from admin to work on more interesting problems.

  • Find the people nobody else has found, and keep them. Keyword search is table stakes but the edge is spotting quality and timing.

Who you are

  • You read people and design systems around them, especially ones that survive volume.

  • You are comfortable with ambiguity - our projects are designed in-house and finding the ideal candidate for them is an exercise of execution + iteration, not overthinking the brief.

  • You have exceptional written and spoken communication and can make complexity feel simple for experts.

  • You’ve experienced early-stage thrill before and liked it.

  • Bonus: Hands-on LinkedIn Recruiter / Ashby / Juicebox, with opinions.

How we hire: We're bored of the same old interviewing shtick. We give you a real sourcing problem; you build something and show us. Strong submissions come in for trial day, after which you get a decision.

Details: Full-time, in-office · Canary Wharf, London · Start ASAP · Competitive compensation

AI built on expert human intelligence.

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Drive the next AI breakthrough in your industry

Collaborate with our community of leading experts

My earnings
$2,583.55
$2,583.55
Paid
$2,583.55
Paid

Turn your expertise into earnings

How to apply.

From application to your first project. A clear path to start contributing your expertise.

01

Application Submission

Browse roles that match your experience and hit apply.

Submit your CV, location, available hours, and specialisation.

5 minutes
02

Case Study

We'll send you a short, industry-specific case study to confirm fit for the work.

15 minutes
03

Onboarding Process

If your CV and case study look like a match, we'll invite you to complete onboarding so you're ready to start quickly. Onboarding happens on Deel.

You'll receive an email with your link and next steps:

  • Add payment details so we can pay you on time once a project kicks off.
  • Review and sign our standard MSA. This sets the basics, not specific rates or hours.
  • Complete a quick ID check so we can confirm you're legally able to work in your country.
15-30 minutes
04

Project Onboarding

Once you've passed the onboarding process we'll move you onto a live project.

You'll be added to the project Slack channel plus we will share any project specific training you need to complete.

We'll pay either per hour or per task.

15 minutes
CV
Contact data
Case Study Test
Tasks
Task 1 New
Task 2
Task 3
Task 4

Voices from our experts.

Physicians, analysts, and specialists shaping the future of AI.

AM

Dr. Anna Müller

Clinical Oncologist

"I review oncology cases from home to help train AI models that support cancer diagnosis. The flexibility is invaluable — I can schedule this work around my hospital shifts and family life."

CT

Claire Thompson

Equity Research Analyst

"After completing my profile, I was matched quickly with a project involving real stock market research. No endless interviews — just a clear offer and fast onboarding."

DN

David Nguyen

Consultant Medical Oncologist

"I work remotely, annotating complex oncology cases for AI training. The setup is straightforward, the platform is user-friendly, and I don't waste time commuting."

MP

Dr. Maya Patel

Clinical Oncology Registrar

"From my home office, I review oncology cases and label them for AI training. This work lets me stay at the cutting edge of innovation without sacrificing my clinical career."

MP

Mark Petrov

Forensic Accountant

"I'm using my background in finance to train AI on real-world deal structures and regulatory details. It's satisfying to see that my nuanced knowledge is helping AI become more reliable."

JR

James Rodriguez

Senior Associate, BigLaw

"The legal research tasks are intellectually stimulating and relevant to my practice. It's a great way to earn extra income while contributing to meaningful AI development."

Frequently Asked Questions

Most projects are remote and self-directed. Some require consistent weekly hours; others allow you to log in when work is available. We'll always let you know the expectations before you join a project so you can decide if it fits your schedule.

Quality matters. Everything you submit is reviewed, and you'll receive feedback to help you improve. Consistency and accuracy are important.

You're welcome to say you're working with Aptura on your LinkedIn or CV. However, client names, project details, and internal processes are confidential and should not be shared publicly or used outside project work.

Yes, we only collect the information needed to verify your identity and process payments. Your data is:

  • Encrypted and stored securely
  • Accessed only by authorized personnel
  • Never sold or shared for any external purpose

If you choose to stop working with us, you may request full deletion of your records.

Pay depends on:

  • The type of project
  • Whether work is hourly or task-based
  • Your experience and domain expertise

Some projects are paid hourly, others per task—we'll always be clear before you start. Payments are processed securely, and you'll receive them on a regular schedule (typically weekly) upon successful completion of deliverables.

Projects vary, but they always involve human expertise guiding AI systems. Examples include:

  • Reviewing and improving AI-generated answers
  • Evaluating whether an AI output is accurate and safe
  • Classifying or rewriting text for clarity, tone, or correctness
  • Providing domain-specific feedback (e.g., legal, medical, financial)

You'll only be assigned to projects that match your skills and experience.

No. You don't need a background in AI to get started. For every project, we provide:

  • Clear written guidelines
  • Examples of good and bad responses
  • Training modules if needed
  • Support from reviewers who know the domain

Your job is to apply your judgment carefully and follow the instructions. If you can read, reason, and pay attention to detail, you'll do well.

Ready to shape
the future of AI?

Apply Now