Muscle Health → Screening → Assessment → Personalized Exercise

This is the flow from muscle-health screening and assessment to personalized exercise prescription. Internally, a five-stage CEP-Pipeline (Controlled Exercise Prescription Pipeline) implements this flow, with each stage grounded in related research and IP.

CEP-PIPELINE — Controlled Exercise Prescription Pipeline
01
Input
Collect fitness and health data
02
Screening
Pre-screen at-risk groups
03
AI Prescription
Generate LLM-based exercise prescriptions
04
Validation
Dual-guardrail safety validation
05
Delivery
Supplied to partners via API
VERIFICATION

Technical Validation

KINAI researches and validates exercise prescription, rule-guided decision, and muscle-health pre-screening technologies. Each is developed on the basis of related research findings and our IP portfolio.

Prescription Reliability Validation

Verifies whether safe prescriptions remain consistent across identical inputs, and whether the prescription pathway is properly controlled based on physical function level and individual imbalances.

Related IP: Patent 1 · Patent 3 · Patent 4

Rule-Guided AI Decision Validation

Measures AI decision errors in rule-intensive domains such as anti-doping, where incorrect judgments can have significant consequences, and investigates decision structures that incorporate explicit rules and safety constraints. Related research was submitted to a KADA (Korea Anti-Doping Agency) competition.

Related IP: Patent 2

Screening Accuracy Validation

Pre-screens individuals who may need additional muscle-health assessment using routine health-checkup data and connects them to follow-up assessment. Temporal validation was conducted using an independent 2024 dataset.

Related IP: Patent 6 · Patent 7