CNF v1.2 · Independent denim-fit research
Rear-fit geometry,
measured not guessed.
A working model of how denim behaves across the seat: projection, curvature continuity, pocket deformation and interface strain — all six indices computed on a geodesic mesh, all labelled for what they are.
- 6indices tracked
- 5classification bands
- 1open method
From geometry to fit report in 60 seconds
No appointments. No specialized hardware. Just a phone camera and our calibrated pipeline.
Capture Geometry
Upload photos or enter your measurements securely. All data is encrypted in transit and stored per our privacy policy.
Engineer Fit
Our pipeline normalizes geometry, maps it to the master mold coordinate space, and computes shrink-to-fit projections.
Receive Report
Get a quantitative fit report with projection depths, shrinkage estimates, tension profiles, and a composite confidence score.
The wrong pair of jeans is expensive
Returns, alterations, and ill-fitting denim cost time and money. A precise fit prediction eliminates the guesswork.
For shoppers and brands
Whether you are buying your first pair of 501 STF or building a denim line, we provide the fit data you need.
Consumer Fit Analysis
Submit your geometry and receive a detailed Levi's 501 STF fit report. Know your projection depth, shrinkage estimate, and recommended size before you purchase.
Start analysis →Brand Consulting
Apparel teams can use our geometry standards to validate patterns, predict fit behavior across body types, and reduce return rates before production.
Inquire →Research & Data Licensing
Access anonymized geometry datasets, shrinkage curves, and fit model methodologies for academic or commercial research use.
Request access →Your data stays yours
Fit analysis requires body data, and we treat that responsibility seriously.
Encrypted In Transit
All uploads use TLS 1.3. Geometry data is never sent unencrypted.
Encrypted At Rest
Stored data is encrypted in the database. We do not sell or share personal data with third parties.
Anonymized By Default
Geometry records are anonymized unless you explicitly opt in to public attribution.
Data Deletion On Request
You can request deletion of your geometry data at any time. No questions asked.