Join the brilliant minds in our community
Turn your expertise into impact. Work flexibly and get paid fairly.
View OpportunitiesJoin the brilliant minds in our community
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).
Find projects that match your expertise and schedule.
Remote, Contract
Remote, Contract
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From application to your first project. A clear path to start contributing your expertise.
Browse roles that match your experience and hit apply.
Submit your CV, location, available hours, and specialisation.
We'll send you a short, industry-specific case study to confirm fit for the work.
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:
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.
Physicians, analysts, and specialists shaping the future of AI.
"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."
"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."
"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."
"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."
"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."
"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."
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:
If you choose to stop working with us, you may request full deletion of your records.
Pay depends on:
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:
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:
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.