Doctors
Medical knowledge, diagnostic reasoning, and treatment questions.
Medical & life science domain experts
Scientific Intelligence
for AI Training
& Evaluation
Doctors, pathologists, biologists, microbiologists, and clinicians for expert model evaluations, custom benchmarks, and post training data. We source, qualify, and train experts around your task and review the work before delivery.
Hire expertsFor AI research labs, scientific AI companies, and AI data providers.
The expertise behind the work
Specific expertise.
Matched to your task.
Tell us the specialty and the question. We manage expert sourcing, task training, quality review, and delivery.
Pathologists
Pathology, tissue findings, and laboratory interpretation.
Biologists
Biological concepts, experimental reasoning, and research interpretation.
Microbiologists
Microorganisms, infectious disease, and laboratory methods.
Clinicians
Clinical scenarios, care pathways, and practical decision making.
Computational biologists
Biological modeling, computational analysis, and interpretation of experimental data.
Bioinformaticians
Genomics, sequence analysis, and the logic and interpretation of bioinformatics workflows.
Protein scientists
Protein structure, function, engineering, and interpretation of assay results.
Need a specific specialty?
Start with the expertise your evaluation requires.
Hire expertsFrom expertise to useful data
What we deliver
Expert model evaluations
Rubric based grading of scientific correctness, reasoning, and uncertainty. Get scores, expert rationales, and examples of model errors.
Custom benchmark datasets
Expert authored questions, reference answers, and evaluation rubrics to test the scientific capabilities that matter to your team.
Optional post training data
Expert written demonstrations for supervised fine tuning (SFT), corrections, and pairwise preference data, scoped to your model and task.
Working together
A clear process.
A focused pilot.
Do you manage the work as well as source experts?
Yes. We manage sourcing, task training, quality review, and delivery. We agree on the scientific task, evaluation rubric, and required expert profiles with your team.
How do you qualify and train experts?
We check credentials, relevant experience, and a sample task. Experts then train on your instructions, evaluation rubrics, and example tasks.
What will our team receive?
For evaluations, we deliver item level scores, expert rationales, and final decisions after adjudication where needed. Benchmark projects include questions, reference answers, and evaluation rubrics. We agree on required fields and delivery format before work begins.
How do you keep evaluations consistent?
We agree on evaluation rubrics and acceptance criteria during scoping. Experts calibrate on a shared sample before the main batch. Quality checks flag inconsistent or uncertain ratings for review. A designated expert adjudicates unresolved disagreements and records the final decision.
How does a pilot start?
Share your domain and evaluation question. We agree on expert profiles, tasks, deliverables, data access, timing, and pricing before work begins.
Tell us what you
need evaluated.
Share your scientific task. We’ll scope the expert profiles, evaluation rubric, and deliverables for a focused pilot.
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