Train Your Medical Experts to Improve AI Outputs

Reduce medical data revisions. Improve rubric adherence. Get model ready outputs from your medical SMEs on the first pass.

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Designed for teams working on medical AI data annotation, evaluation, and RLHF

The Gap Between Medical Expertise and AI

Your medical SMEs understand medicine. But rubrics, annotation standards, and reviewer expectations require a different kind of precision.

Medical Terminology v AI Terminology

Your AI engineers explain project guidelines in terms of rubrics and criteria, but medical experts struggle to apply these concepts to their clinical reasoning and experience.

Reviewing is Expensive

SME outputs often miss expectations on the first pass. Instead of submitting new tasks, SMEs spend time revising work, creating avoidable delays and increased cost.

No Systematic Approach

Ad hoc training leads to a situation where only a few experts can produce quality work and even fewer can do so consistently and efficiently.

Imagine if your highest performing medical expert trained the rest.

That is what this training replicates, systematically, across your entire medical SME team.

Let's Talk
Mahmoud Yousif

Mahmoud Yousif, MBBS

Medical Doctor AI SME Contributor AI SME Reviewer Quality Designated

I am a medical doctor who has earned several quality designations as a Medical Subject Matter Expert contributor and reviewer. While improving my personal work quality I was tasked with improving my peers' work and noticed the same repeated mistakes.

The medical expertise is already there. I help your team express it in a way your models can learn from.
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Feedback From Medical Professionals Using This Framework

★★★★★

"As someone who contributed to an AI company, I can say that this kind of structured guidance makes a big difference. It doesn't just explain what to do, but how to think, how to prioritize criteria, how to break things down clearly, and most importantly how to evaluate answers in a fair and consistent way, because evaluating answers is the most challenging thing."

MA
Dr. Malath Abdallah
MBBS, Outlier AI Contributor
★★★★★

"Thank you Dr. Mahmoud, I really loved your workbook. You broke things down in such a simple and practical way that makes learning faster and less overwhelming. Best of luck!"

A
Dr. Aya
MBBS, Outlier Contributor

Training Packages

Choose the level of support that fits your team and project needs.

The Foundation

The core framework establishing alignment and a shared language.

  • Recorded Training Session
  • Core slides and examples
  • Prompt and Rubric writing workbook
  • Self directed
  • No Q&A
  • No Project Customization
$3k
Recommended

Live Calibration

The training applied to your project and pain points to produce more consistent first pass work.

  • Live training seminar
  • Slides and examples focused on your project issues
  • Workbook customized to project needs
  • A live walkthrough of the workbook
  • Live Q&A
$15k

Train the Trainer

Bring the training in house.

  • Training 3 in house trainers for ongoing calibration
  • Live training seminar with in house trainers and Dr. Yousif
  • Slides and examples focused on project issues
  • Workbook customized to project needs
  • Live Q&A
$23k

Not sure which package fits your project?

No commitment. No pitch. Just a quick conversation.

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