The technology behind Framelo.
Framelo is an advanced proof of concept exploring how AI, computer vision, and digital manufacturing can enable personalized eyewear. The hard, differentiated parts are real and working; where a step is still manual or on the roadmap, it's labeled as such.
Computer-vision face reading
A vision model reads proportion and style cues from a photo and returns a strict, validated profile — qualitative buckets, never numeric measurements without a scale reference.
Transparent, deterministic recommender
Ranking is rule-based and explainable, not a black box. Every result carries the drivers behind its score, so a person can audit why a frame was matched.
Schema-enforced safety
A blocklist and strict schema strip sensitive attributes (age, ethnicity, gender, attractiveness) and measurement claims before anything is stored. Moderation runs before analysis.
Structured frame configuration
Frames are modeled with shape, material, dimensions, and fit attributes — a data-driven catalog rather than fixed images, which is what makes per-face personalization possible.
Manufacturability & compatibility rules
Fit, balance, lens compatibility, and producibility are validated against rules. In this proof of concept these checks are partly rule-based and partly manual review.
Human-in-the-loop review
A person reviews designs and flags before anything is produced. Nothing is auto-manufactured, and we say so plainly.
Built to extend toward smart eyewear.
The durable asset is the design, fit, validation, and manufacturing system — not a single material or printing method. The frame model and pipeline are structured so a future “hardware envelope” (audio temples, sensors, AR modules) can attach as optional modules without replacing the data model. None of that smart-hardware capability exists today; it is architectural direction.
Framelo does not currently provide automated CAD production, clinically accurate optical measurements, prescription validation, certified electronics, or completed smart-glasses hardware. Style and fit guidance only — not a medical device.