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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...

Transaction Advisory AI Research Contributor

Location
India
Employment Type
Contract
Location Type
Remote
Team
Finance

Transaction Advisory AI Researcher

(Due Diligence, Valuation)

Full time | Remote — India

About us

Aptura is a London-based company working on understanding how AI is changing professional work. We look closely at how finance and advisory professionals actually work, and where AI helps or falls short. The company was founded by people with backgrounds at Lazard, McKinsey and Partners Group.

Role description

We are looking for Subject Matter Experts from Big 4 deal advisory or strategy consulting who turn data rooms and market data into decks a client can act on. You know the difference between a slide that informs a decision and one that fills a page.

You have used AI tools on your own work and been frustrated by the mistakes they make, or you simply want to find out how good they really are.

You will turn that experience into realistic PowerPoint tasks that test how well AI do the deck work of an advisory analyst.

Responsibilities include

  • Writing realistic PowerPoint tasks drawn from your own advisory work: building decks from source documents, filling corporate templates, rolling decks forward and making precise edits

  • Working through each task yourself so there is a clear, correct answer

  • Writing a yes-or-no checklist precise enough that an AI grader can mark any attempt against it

Necessary skills include

  • 2+ years in transaction services, valuations, commercial due diligence or strategy consulting

  • Deep hands-on PowerPoint: native charts, tables and corporate templates

  • Ability to define what a correct deck looks like precisely enough for someone else to grade against it

  • Clear writing. Tasks must be written by you, not by AI tools

  • Attention to detail, and willingness to learn concepts in AI and data

How it works

  1. Apply with your details and CV. After applying, verify your email and choose an available 30-minute group walkthrough call. You can book immediately; there is no application-approval step before booking.

  2. Attend the walkthrough and enter the code shared by the host at the end of the call to unlock your task workspace.

  3. Create one original task from your own work in about 45 minutes. Submit the brief, the actual input files needed to complete it, a written expected result and at least five binary rubric checks, each with one skill tag. Input-file uploads are compulsory.

  4. Write the brief and rubric yourself, without AI drafting, rewriting or polishing. Input materials must also be human-authored. Use only materials you are authorised to share, with confidential employer or client information removed.

  5. Submit through your account for automated screening and team review. Follow any request for revisions in your account. Completing onboarding does not guarantee a job offer; selection remains subject to review.

Location

Remote — India

AI built on expert human intelligence.

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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
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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?

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