LumeSage / Company introduction
LumeSage is the medical and life sciences AI data services brand of Beijing Langhui Technology Co., Ltd. We organize task definition, source and permission verification, expert production, quality review and version evaluation around shared delivery criteria for research, business and procurement teams. Data availability, expert staffing and processing environments are verified and agreed per project.
LumeSage / Our mission
Verifiable specialist data, expert production and ongoing evaluation for medical and life sciences AI teams.
Turn specialist knowledge into trustworthy AI capabilities, with a sound basis for developing and continuously improving medical and life sciences AI.
Procure each service separately or connect them in stages, with agreed inputs, deliverables and acceptance criteria.
01 / Specialist data
Verify sources, strata, counting rules and permissions for imaging, clinical text and multimodal tasks before agreeing a data card and pilot.
Data card · File manifest · Quality and permission notes
Specialist data02 / Expert production
Scope annotation, review, preference judgments or evaluation design. Specialist fit, qualifications, effort and review methods are agreed per project.
Task rubric · Review records · Versioned outputs
Expert production03 / Ongoing evaluation
Medical Gate uses agreed private tasks and scoring rules. Define retest scope, cadence and independence arrangements in the project agreement.
Scoring rubric · Failure analysis · Version comparison
Ongoing evaluationAgree the use case, data conditions, outputs and acceptance method.
Check permissions and expert fit; agree a paid pilot and exit criteria.
Work to frozen specifications, with quality, rework and file verification records.
Retest as agreed. Translate failure categories into new task specifications.
Agree the content, access level and timing of these materials before delivery.
Use failure categories and new task specifications as feedback. Do not automatically return private holdout questions or answers to training. Where one provider performs production and evaluation, disclose roles and agree personnel, access and test-set separation, including independence limitations. Evaluation supports development decisions; it does not replace clinical validation or regulatory approval.
Share the objective, modality, data readiness, acceptance needs and timing. Do not submit patient information or raw medical data through public forms.
LumeSage is the medical and life sciences AI data services brand of Beijing Langhui Technology Co., Ltd. We organize task definition, source and permission verification, expert production, quality review and version evaluation around shared delivery criteria for research, business and procurement teams. Data availability, expert staffing and processing environments are verified and agreed per project.