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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...

LBS Internship 2026 (Part-time/Full-time)

Location
London
Employment Type
Contract
Location Type
On-site
Department
Operations

About Aptura

At Aptura, we combine domain expertise with proprietary technology to deliver high-quality, domain-specific training data that helps frontier models perform better.

At work, 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. The best ideas here win regardless of who they come from, teams sit close to leadership, and every voice has a say in what comes next.

Joining Aptura means more than taking a job. It's an opportunity to help build a company from the ground up. We've grown from 3 to 23 people in the past year, and we're accelerating. That growth creates real ownership, meaningful responsibility, and the chance to make an outsized impact while helping redefine how regulated industries adopt and benefit from AI.

 

Ideal Candidate

You are excited by hard problems and want to build an exceptional company. You don't need a playbook but will write one.

  • Sharp : You learn quickly, think critically, and thrive in unfamiliar territory.

  • High-agency : You take ownership, move without being asked, and make things happen.

  • Critical Thinker : You balance attention to detail with sound judgment and communicate with clarity.

 

Responsibilities

  • Own project execution from onboarding through delivery.

  • Remove blockers, manage timelines, and keep stakeholders aligned so work never loses momentum.

  • Surface recurring issues, prioritise pain points, turn operational insights into product improvements.

  • No two days are the same. You'll work across hiring, onboarding, project delivery, contributor support, payments, and product operations - solving a wide range of problems as we scale.


Requirements

  • Exceptional academic or professional achievements.

  • Strong problem-solving instincts and bias for action.

  • Excellent written and verbal communication.

  • Fast learner who thrives in unfamiliar environments.

  • Can work well independently or as part of a team.

     

Benefits

  • Competitive salary

  • Modern, centrally located London office built for collaboration and focus

  • Access to a range of tools to boost productivity and maximise results

  • Tech, screens, and any equipment you need to perform at a high level

 

Logistics

  • Location: In-person at our office in Liverpool Street, London

  • Start date: Immediate

AI built on expert human intelligence.

Select the best response
Select the best response from the options.
Response 1
Response 2

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