Analysis Methodology

Last Updated: February 4, 2026
⚠️ Important DisclaimerKodebody provides AI-based visual estimations for informational purposes only. Results are NOT medical diagnoses and should NOT be used to make health decisions. Always consult a qualified healthcare professional for medical advice.

1. How Our Analysis Works

Kodebody uses computer vision and machine learning to analyze full-body photographs and estimate body composition metrics.

  • AI Visual Estimation: Our proprietary AI model analyzes body proportions, contours, and visual features from your uploaded photo.
  • User-Provided Data: Height, weight, age, and gender are combined with visual analysis to refine estimates.
  • Estimation, Not Measurement: Unlike clinical devices (DEXA, BIA), our app provides estimates based on visual patterns, not direct physical measurements.

2. Reference Standards

The "normal ranges" displayed in our app are based on widely recognized health standards:

MetricReference SourceLink
BMI (Body Mass Index)World Health Organization (WHO)WHO Obesity and Overweight
Body Fat PercentageAmerican Council on Exercise (ACE)Medical News Today: Body Fat Charts
Skeletal Muscle MassBIA Device Reference RangesBioelectrical Impedance Analysis (NCBI Bookshelf)
Basal Metabolic Rate (BMR)Mifflin-St Jeor EquationPubMed: Mifflin et al. (1990)

3. Accuracy Limitations

Please be aware of the following limitations:

  • Visual Estimation: Results may vary based on photo quality, lighting, clothing, and posture.
  • Not Clinically Validated: Our AI model has not undergone clinical validation studies.
  • Individual Variation: Body composition varies significantly between individuals, and visual estimation cannot account for all factors.
  • Trend Tracking: The app is best used for tracking relative changes over time, rather than absolute measurements.

4. Intended Use

Kodebody is designed for:

  • ✅ General fitness tracking and motivation
  • ✅ Visualizing body composition trends over time
  • ✅ Educational purposes about body composition

Kodebody is NOT designed for:

  • ❌ Medical diagnosis or treatment decisions
  • ❌ Clinical body composition assessment
  • ❌ Replacing professional health evaluations

5. Consult a Professional

For accurate body composition analysis, please consult:

  • Your primary care physician
  • A registered dietitian or nutritionist
  • A certified personal trainer or sports medicine specialist
  • A facility offering DEXA scans or clinical BIA devices

6. Contact Us

If you have questions about our methodology or data sources:

Email: fortressofko@gmail.com

Analysis Methodology - Kodebody