Supply-side · Hospital & data groups

Hospital & data-org partnerships: clear control, reviewable, terminable

For hospital IT, medical affairs, ethics, legal, and data-group operations. The public page covers process and responsibility boundaries only; authorization packs, revenue share, and commercial terms exchange under NDA. Contracting entity: Beijing Langhui Technology Co., Ltd. (brand LumeSage).

Partnership flow (summary)

  1. Initial org call: intended modality / disease / residency preference
  2. Inventory: stock structure and eligible subset (summary-level)
  3. Authorization / ethics / security path confirmation
  4. On-prem or isolation plan (only when both sides confirm feasibility — never assumed)
  5. Small-batch acceptance: format, de-ID checks, sampling rules
  6. Use & access approval: who may view, train, or sublicense
  7. Phased delivery or controlled use
  8. Audit, incident notice, and termination

What hospitals care about most

  • Control: who approves access; who holds mapping keys
  • Residency: allowed or not; summary / features / de-ID objects
  • De-ID duty: on-site vs joint; how verification is recorded
  • Subcontracting: allowed or not; roster & confidentiality if yes
  • Audit & notice: hospital sampling; breach notice timelines

What data groups focus on

  • Authorization boundaries and downstream use limits
  • Multi-party revenue and metering (batch / license scope)
  • Audit pack list (summaries public; originals controlled)
  • No implication that “holding hospital data” equals full train/sublicense rights
  • No promised revenue or purchase volume

First call only needs this (no raw records)

Authorization status, ethics approvals, contracts, and identity proofs are follow-up materials — not first-submit requirements.

Compliance discipline

Not a medical-device promotion; no clinical efficacy claims. “Data stays on-prem” and isolation paths enter the contract only when both sides confirm feasibility. Cross-border transfer requires a separate written agreement.

Book a partnership call Get partnership checklist Compliance notes Data-card field sample

Operating & contracting entity: Beijing Langhui Technology Co., Ltd. (brand LumeSage). Business: date@lumesage.com · +86 15010400907

What makes a deliverable verifiable

Agree the content, access level and timing of these materials before delivery.

Task and counting
Define modality, inclusion rules, deduplication keys and units. Cases, studies, series, slices and annotations are distinct.
Source and permissions
Check provenance, lawful processing basis, training use, retention and redistribution. De-identification does not replace authorization.
Samples and distributions
Review samples, fields, strata and missingness. Sample approval is not batch acceptance.
Expertise and quality
Specify expert fit, review, sample denominators, disagreement resolution, rework and acceptance records.
Files and versions
Agree paths, checksums, versions, format checks and image–text pairing. Settle against accepted, deduplicated units.
Evaluation separation
Freeze tasks and rubrics; agree access, contamination checks, retest conditions and role disclosure.

BIOLOGICAL AI + MEDICAL AI

We discuss data projects with healthcare and research institutions, biotechnology companies and pharmaceutical R&D teams. Tasks, source permissions and expert fit precede processing, quality and acceptance agreements.

Biological AI →   Medical AI →