ai model training
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.
Questions answered by our experts each month.
Engaged healthcare experts ready for project work.
Countries with accessible healthcare experts.
Questions answered by our experts each month.
Engaged healthcare experts ready for project work.
Countries with accessible healthcare experts.
HEALTHCARE MODEL CHALLENGE
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
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.
Get specialist input that reflects how healthcare really works. From specialty-specific reasoning to full workflow simulations.
Credentialed experts review model outputs for accuracy, safety, and reasoning. Catch hallucinations and errors, flag and escalate unsafe responses, and build benchmark datasets you can trust.
the process
You tell us your model requirements, specialisms needed, expert volume, and timeline. Your PM scopes the right approach.
Our team uses AI search to find specialists with the exact background your task demands, with experts vetted before they start.
Contributors onboard directly into your platform and tools, or we can set up the task environment for you.
We coordinate expert time, task allocation, and payments for you. Quality checks happen before outputs reach you.
expert coverage
Covering over 80 countries across clinical, scientific, and commercial settings.
All clinical specialties covered, from oncology and cardiology to rare diseases, neurology, and beyond, including physicians, KOLs, pharmacists, surgeons, and allied health professionals.
From radiologists and pathologists to laboratory directors, lab managers, scientists and diagnostics specialists.
Spanning hospital leaders, administrators, and practice managers, as well as clinical trial coordinators, procurement stakeholders, and more.
Selected populations for patient-facing workflow, usability and experience research.
Covering market access experts, payers, reimbursement specialists, pharma commercial leaders, and R&D professionals among others.
Who we help
Building general-purpose or healthcare-specific models that need clinical evaluation, expert feedback, or domain-specific training data.t
Serving frontier labs or enterprise AI teams that need a trusted healthcare expert supply partner.
Developing AI-enabled devices, diagnostic tools, imaging workflows, or clinical decision support.
Building AI scribes, clinical agents, triage tools, medical search, or patient-facing healthcare products.
Applying AI to clinical development, medical affairs, commercial strategy, or real-world evidence workflows.
our work
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.
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.
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
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.
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.
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.
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.
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.
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.
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.
We review expert-generated data before it reaches you. Your PM coordinates task completion, flags inconsistencies, and manages multi-expert adjudication where needed.
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.
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.