One-line definition
Medical Gate
Private evaluation for medical AI models.Evidence for development and release decisions.
Identify task-level model gaps, understand how findings would be scored, and discuss what a private set would need. A public score is not a purchase gate.
- What it is: private eval collaboration (item sets · scoring rules · blind-report skeleton)
- Who it’s for: foundation models / medical AI products / hospital algorithms · before release & retest
- How to buy: about 2 minutes on this page to leave needs; to pick sets go to /gate/
- Next step: receive an inquiry reference and a reply within one business day
Which need fits you? One click prefills the form
How does it split with /gate/? How professional buyers proceed
Both pages share one inquiry channel; the only difference is “understand the service first” vs “pick an SKU first.”
① Still unsure what to buy
Stay on this page and fill the form. We reply with Medical Gate scheduling notes or a recommended item set by scenario.
② Already know the set code
Go to /gate/ Click “Inquire this set” and the SKU prefills into the brief.
③ Need public-board alignment
From Benchmark map Go in, then return to inquire—public boards are a method map only.
Already know the set? Go inquire in the catalog
Six entry families—GB-Exam / Clin / Safety / Vision / Audit / MG-Loop—live at /gate/. Click inquire to fill the form.
What buyers actually pay for
Public boards solve “comparable”; contracts buy “decidable.”
Contract-ready
Item-set version, scoring rules, isolation, and anti-contamination can be frozen—not a leaderboard screenshot.
Same production line as our data
Failure types can be written into the next data specification. Evaluation does not lock an account, and buying data does not promise a higher score.
No unverifiable score theater
Public pages show no unverifiable scores; we deliver method, materials, and scheduling notes.
Fastest contact: phone / WeChat / form—pick one
Luo Kun · GM / business contact. Contact us by phone, email, or WeChat.
- +86 15010400907
- date@lumesage.com
- WeChat: langhuiai
FAQ
What is Medical Gate, exactly?
For medical modelsPrivate gate-eval collaboration: agree tasks and scoring, identify failure types, and ground the next training-data plan. Not a medical-device certification, and no promise that buying data will raise scores.
How do /eval/ and /gate/ differ?
/eval/= service overview + booking entry (this page)./gate/= eval dataset taxonomy and benchmark map—best when you already know the SKU. Both forms feed email · DingTalk · CRM.
How soon will someone follow up?
Within one business day: scheduling notes or an item-set briefing; SKU-named leads get priority scheduling.
Operating & contracting entity: Beijing Langhui Technology Co., Ltd. · brand LumeSage. Notice · Privacy · Compliance
From strategy to reviewable delivery
Assess capability through task fit, expert involvement and delivery records. Agree protocols and acceptance before scaling.
Expert involvement → Biological data specification →