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ai model training

Thousands of hours of clinical expertise. Ready to train your AI

Public data only gets you so far. Source real clinical experts from the world's deepest healthcare network to train, evaluate, and validate your model.

ai model training

Standout clinical expertise and global coverage

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Responses
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Questions answered by our experts each month.

clinical expertise
Clinical experts
0k+

Engaged healthcare experts ready for project work.

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Coverage
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Countries with accessible healthcare experts.

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Responses
0 k

Questions answered by our experts each month.

clinical expertise
Clinical experts
0 k+

Engaged healthcare experts ready for project work.

search_insights
Coverage
0 +

Countries with accessible healthcare experts.

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HEALTHCARE MODEL CHALLENGE

Healthcare AI can't improve without real clinical experts

Patient safety depends on it.

Public data is exhausted. Models need human input to develop.

Generalist annotators miss what trained clinical specialists would catch.

Fraud is rising, compromising data quality.

Threat of hallucination is higher without nuanced human evaluation.

what we deliver

Label, train, and evaluate your model with the right clinical experts

Data labelling

Build higher-quality datasets with verified healthcare experts

Build higher-quality datasets with verified healthcare experts

Qualified clinicians label, classify, and annotate your data with the precision and depth that specialist tasks demand. Covering everything from content tagging to multi-expert adjudication.

  • Medical and dental image labeling
  • Clinical text annotation
  • Treatment pathway classification
  • Chart, transcript, or case-note review

the process

How we get the right experts onto your project

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Define your task

You tell us your model requirements, specialisms needed, expert volume, and timeline. Your PM scopes the right approach.

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We match qualified experts

Our team uses AI search to find specialists with the exact background your task demands, with experts vetted before they start.

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Experts work in your environment, or ours

Contributors onboard directly into your platform and tools, or we can set up the task environment for you.

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We manage delivery

We coordinate expert time, task allocation, and payments for you. Quality checks happen before outputs reach you.

expert coverage

Access over 400k specialists across the full healthcare ecosystem

Covering over 80 countries across clinical, scientific, and commercial settings.

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Clinical specialties

All clinical specialties covered, from oncology and cardiology to rare diseases, neurology, and beyond, including physicians, KOLs, pharmacists, surgeons, and allied health professionals.

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Diagnostics and lab

From radiologists and pathologists to laboratory directors, lab managers, scientists and diagnostics specialists.

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Healthcare operations

Spanning hospital leaders, administrators, and practice managers, as well as clinical trial coordinators, procurement stakeholders, and more.

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Patients and caregivers

Selected populations for patient-facing workflow, usability and experience research.

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Commercial and payer

Covering market access experts, payers, reimbursement specialists, pharma commercial leaders, and R&D professionals among others.

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Who we help

Built for teams setting the standard in healthcare AI

AI labs and model developers

Building general-purpose or healthcare-specific models that need clinical evaluation, expert feedback, or domain-specific training data.t

AI data and evaluation partners

Serving frontier labs or enterprise AI teams that need a trusted healthcare expert supply partner.

Medtech and diagnostics companies

Developing AI-enabled devices, diagnostic tools, imaging workflows, or clinical decision support.

Healthcare AI companies

Building AI scribes, clinical agents, triage tools, medical search, or patient-facing healthcare products.

Pharma and life sciences teams

Applying AI to clinical development, medical affairs, commercial strategy, or real-world evidence workflows.

our work

Breakthrough AI models trained by Techspert’s network

Dental image labelling
Dental image labelling

Techspert precision-matched qualified dentists to a project reviewing clinical scans. They labeled areas of decay to train diagnostic imaging devices, with full task coordination and logging done through our platform.

AI diagnostic training
AI diagnostic training

We sourced specialists to train a tech company’s model on diagnostic assessments as they responded to AI-generated patient symptoms. Techspert also took care of all expert time payments and compliance.

Model output evaluation
Model output evaluation

Our team found clinicians to review and refine an AI model’s outputs. They identified errors in dosage and treatment recommendations and made correction annotations, using our platform to manage the entire evaluation.

COMPLIANCE AND VERIFICATION

Protect your model from fraudulent and unqualified input

Experts go through identity verification and credential screening before joining your project. Your data is ring-fenced with zero retention by AI providers and never used to train external models.

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HIPAA and GDPR compliant
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Dow Jones sanctions screening
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Full ID verification and bad actor screening

Make your AI as smart as the experts behind it

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AI Model Training frequently asked questions

What AI training tasks can healthcare experts perform through Techspert?

Experts support data labeling and annotation, model evaluation and benchmarking, RLHF and preference ranking, red-teaming, and expert-generated training data. Tasks range from medical image labeling to clinical reasoning review to gold-standard answer creation.

What credentials do Techspert's AI training experts have?

Our experts include practicing clinicians, researchers, pharmacists, medical affairs professionals, regulatory specialists, and life sciences PhDs. All are verified before joining any project, covering clinical, scientific, and commercial healthcare settings across 80+ countries.

How do Techspert experts work within my annotation platform or tools?

Contributors onboard directly into your platform, tools, or workflow. We handle recruitment, verification, and task coordination so they can start working in your environment without friction.

Does Techspert support text, image, and video-based AI training tasks?

Yes. Our specialists can label medical images, annotate clinical text, and review surgical or procedural video. We match contributors with the right skills for each task format.

How does Techspert verify experts and prevent fraud?

Experts are vetted to ensure only qualified, credentialed contributors work on your model. Our verification process includes identity checks, credential screening, and Dow Jones Center screening. We also run bad actor checks for disbarment and regulatory enforcement history.

How is my data protected during AI training work?

Your data is ring-fenced with zero retention by AI providers and never used to train external models. All work is HIPAA and GDPR compliant, with access limited to experts assigned to your project.

How does Techspert ensure quality on expert outputs?

We review expert-generated data before it reaches you. Your PM coordinates task completion, flags inconsistencies, and manages multi-expert adjudication where needed.

How quickly can experts start work on my AI project?

Most projects have verified experts ready to start within days. The timeline depends on the specialism, task complexity, and volume required. Your PM will confirm a realistic schedule during scoping.

What if I'm not sure exactly what I need?

That's common, especially for medtech and pharma teams earlier in their AI journey. Your PM will help scope the right expert population, task structure, and delivery model based on your goals.