BIOLOGICAL AI + MEDICAL AI
The medical AI domain focuses on imaging, clinical text and multimodal tasks. Biological AI serves life-science research. Both share task definition, permission checks, expert QC and data delivery methods.
Biological AI → Medical AI →Core offering · Medical Expert Data
LumeSage
For hospitals, research institutions, and medical AI teams. We scope data provenance and permissions, organize targeted collection, define annotation protocols, coordinate expert review, and agree on quality checks and structured deliverables. Modality, sample size, licensing, deployment, and acceptance criteria are confirmed for each project.
What would you like to move forward? Choose a route to prefill the inquiry.
MEDICAL AI DATA SERVICES
Combine data assets, directed collection, expert annotation, quality review, and evaluation around the project stage. Modality, sample scope, licensing, and acceptance criteria are confirmed in the data card, project plan, and contract.
Find imaging, pathology, clinical-text, and multimodal data options by task. Review modality, fields, source notes, permitted use, de-identification requirements, and delivery format on the data card.
Browse data catalog →Define collection criteria, inclusion rules, fields, and source requirements for a target condition, device, or research task. Assess sample availability, permissions, and processing boundaries before confirming scope.
Discuss data partnership →Turn the task into an executable protocol. Run a pilot, resolve questions, coordinate batch annotation and expert review; match imaging, pathology, clinical-text, or multimodal work to project needs.
Discuss annotation →Agree label definitions, sampling, dispute handling, and acceptance thresholds. Keep data versions and QC records, and document delivery criteria to reduce rework and ambiguity.
Discuss QC and acceptance →Discuss the use case, metrics, isolated test sets, and expert-scoring workflow. Use observed failure categories to inform follow-up data needs or re-evaluation plans.
Explore Medical Gate →We do not sell “concept packs.” The public page only collects organization and task summaries; authorization materials and commercial terms exchange under NDA.
Not sure which family? Submit the form and we will recommend by task. These cards are inquiry starting points. Availability status, verification date, and licensing scope are confirmed on the data card, not as warehouse stock on this page.
MED-CT
Verify modality, label fields, expert review, and delivery format by task. Fit for detection and classification training.
MED-WSI
For pathology foundation models and assisted diagnosis. Verify slide tiers, labeling standards, and final-review steps.
MED-PE
Scaled de-identified assets with structured indexes; license boundaries follow the data card and contract.
GATE
Find failure types, then write the next inquireable pack specs. Public boards are not contract evidence.
No need to finish a long read first. Leave organization and task—we reply with checkable materials. SKU-named leads are prioritized.
Not the words “more samples”—contract-ready specs, QC, and license boundaries.
Labeling and dispute paths can be agreed; QC thresholds go into the data card and contract—not verbal promises.
Source authorization, de-id requirements, training use, and redistribution limits—procurement and legal can negotiate against materials.
When a private evaluation shows failure types, those findings can be written into the next data card or pilot scope. A public score is not a purchase gate, and buying data does not promise a higher score.
Luo Kun · GM / business contact. Contact us by phone, email, or WeChat.
You can browse first Public data-card structure sample. Scope of real data samples, de-identification, and NDA terms are confirmed per project.
Yes. Share the model task, modality, or target condition and we will scope samples, label fields, and acceptance criteria together.
Inquiries enter the LumeSage CRM and sync to the sales notification mailbox and DingTalk alerts so we can follow up within one business day. Not used for unrelated marketing.
This page is the Medical Expert Data entry: need datasets → data card; need pass/fail eval → Gate; find by anatomy/modality → Dataset catalog. All three paths land on the same inquiry channel.
Operating & contracting entity: Beijing Langhui Technology Co., Ltd. · brand LumeSage. Campus names in office addresses (incl. PKU Science Park), do not imply university endorsement. This site is not a medical-device promotion and makes no clinical efficacy claims. Scale and license are per data card and contract. Notice · Privacy · Compliance
Assess capability through task fit, expert involvement and delivery records. Agree protocols and acceptance before scaling.
Expert involvement → Biological data specification →