Qvijin Insights → Qvijin Medical Insights · P.04.M
An analytical system for the medical center
Qvijin Insights adapted for medicine. Three loops in one system: market monitoring from open sources, investment analytics for medical equipment, and the center's own internal data — from patient flow to per-physician economics. Not a prototype — a working platform.
Open sources and the client's own data only — with consent. No personal data collected, no copyright violations: every part of the analysis is above board.
Stage
In production — a working platform
Technology
Python · FastAPI · PostgreSQL · AI · Embeddings · NLP · Docker
CAPEX
Medical equipment payback analysis
Not just prices — full investment analytics on equipment before you buy: how it lives, who services it, and when it pays back.
- Repairability and the real cost of ownership
- Vendors and service companies: who repairs it, and how
- Clinic experience and equipment reviews
- A complete financial model: payback timelines and utilization scenarios
What it does
- Monitoring competitor clinics' price lists — open sources only
- LLM normalization: thousands of service names resolve to canonical concepts
- Append-only price history — every market move stays visible
- Connection to the center's internal data: patients, utilization, physician economics
- Advertising analytics: channels, acquisition cost, return
- Forecasting module: where the numbers are heading — and what to do about it
How it rolls out
Collect
The market's open price lists and — with consent — the center's internal data.
Normalize
LLM, embeddings, and Russian morphology map services to canonical concepts; uncertain cases go to human review.
History
Every run takes a market snapshot; prices are stored append-only — history is never rewritten.
Analyze
License gaps, price comparison, and the economics of departments and physicians — with AI summaries.
Forecast
A forecasting module and recommendations: where to expand, what to revisit, what pays back.
Roadmap
A working platform, step by step
Qvijin Insights adapted for medicine — from open-market monitoring to forecasting, already in production.
- Jan 2026
Adapted for medicine
Three loops in one system: open-market signals, CAPEX, and the center's own data.
- Mar 2026
Price normalization
LLM, embeddings, and Russian morphology resolve thousands of service names.
- May 2026
CAPEX payback module
Full investment analytics on equipment before purchase — ownership and payback.
- Jun 2026
Forecasting & expansion
Forecasting and recommendations: where to expand and what pays back.
Who it's for
Medical networks and clinics that need one picture: the market outside, the economics inside, and grounded investment decisions.
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