Swarm & Bee · Data
CoVe-verified medical AI training data. Every factual claim independently fact-checked by a 235-billion parameter verification model. The same data that trains our SwarmMed models.
9,870+
Verified Pairs
19
Specialties
235B
Verifier Model
79%
Rejection Rate
Chain-of-Verification Pipeline
01
Harvest
02
Generate
03
Audit
04
CoVe
05
Rewrite
06
Deliver
Specialty Inventory
Radiology & MRI
2,394 platinum pairs
Neuroradiology, structured reporting, MRI interpretation, classification systems
Platinum LivePharmacology & Drug Safety
2,162 platinum pairs
DDIs, adverse effects, dosing, contraindications, PK/PD, monitoring
Platinum LivePrimary Care
775 platinum pairs
Preventive medicine, chronic disease, screening, wellness
Platinum LiveEndocrinology
769 platinum pairs
Diabetes, thyroid, adrenal, osteoporosis, pituitary, metabolic
Platinum LiveNeurology
742 platinum pairs
Stroke, seizures, neurodegeneration, headache, neuropathy
Platinum LiveInfectious Disease
491 platinum pairs
Antibiotic selection, resistance, HIV, hepatitis, endemic
Platinum LiveCardiology
487 platinum pairs
ACS, heart failure GDMT, arrhythmia, risk stratification
Platinum LiveEmergency Medicine
451 platinum pairs
Trauma, cardiac arrest, stroke codes, toxicology
Platinum LiveGeriatrics
406 platinum pairs
Polypharmacy, fall prevention, dementia, end-of-life
Platinum LiveWomen's Health
368 platinum pairs
Prenatal, gynecology, hormonal management, screening
Platinum LivePsychiatry
316 platinum pairs
Depression, bipolar, psychosis, substance use, medication dosing
Platinum LivePediatrics
316 platinum pairs
Growth, development, weight-based dosing, vaccines, emergencies
Platinum LiveOncology
254 platinum pairs
Treatment regimens, staging, supportive care, palliative
Platinum Live5 New Specialties
Grinding Now
Gastroenterology, Pulmonology, Rheumatology, Critical Care, Nephrology
Coming Q1Verification Metrics
235B
Verifier Model
Qwen3-235B parameter fact-checker
3
LLM Calls Per Claim
Plan → Execute → Compare
79%
Rejection Rate
Only verified data survives
94%
Disclaimer Rate
Clinical safety disclaimers
10+
Sources
PubMed, PMC, FDA, ClinicalTrials
20K+
Chain Ledger
Every pair tracked on PoPChain
Get Started
Sample Pack
$4.99
100 pairs
Multi-specialty sample. Evaluate quality before committing.
Specialty Pack
$19.99
per specialty
Full specialty dataset with train/val/test splits. Commercial license.
Full Vault
$149.99
everything
All 9,870+ pairs. 19 specialties. The same data that trains SwarmMed.
Instant download · Commercial license · Global payments via Lemon Squeezy