Experts, not the crowd
Chief physicians, legal partners and STEM authors sit in final review. Admission below 25%.
Training data
Data as an auditabletraining substrate.
Whoever holds verifiable training data sits upstream of the model. Lumesage produces data with expert sign-off, national clearance and scientific method — we sell model trust, not annotation hours.
What the buyer actually takes home
Compliance as a delivery term
Class-B clearance, ISO 27001, CMMI3. Medical data under HIPAA-equivalent process. Only what the contract can state enters the set.
A sample is a lab record
Provenance, protocol version, QC trail, expert signature. Data card and sample fields first, then scale.
What we can deliver
Frontier alignment
Chain-of-thought traces, expert RLHF, SFT demonstrations, red teams.
Medical AI
Million-scale checkups, CT/MRI/WSI, surgical video.
Law & compliance
Filings, contracts, evidence chains.
STEM & reasoning
Olympiad to doctoral difficulty, built for MATH.
Multimodal & speech
Fine-grained VLMs, spatiotemporal video, 500+ languages.
Agentic AI
Golden trajectories, RL environments, failure taxonomies.
Results you can check (names under NDA)
+12% AUC
Tertiary imaging lab · lung nodules
Clinically usable CT labels. Task, QC threshold and metric available after NDA.
Chief-physician sign-off · 3 years
Hospital pathology · WSI review
Named review on every slide. Scope and license in the SOW.
+15% MATH
Frontier reasoning team · STEM
Full-difficulty mathematics. Distribution, agreement and before/after scores on a data card.