Well, Actually: 'Looking Closely' at Skin Is Quantitative Now
La Belle Vie Med Spa in Seattle employs AI models trained on millions of treatment outcomes to quantify collagen density, hydration levels, and sun damage. Clinicians use these measurements to construct individualized treatment protocols rather than relying on uniform procedure templates.
This demonstrates feature extraction at scale: human perception cannot reliably standardize assessments of collagen density or hydration, but models trained on sufficient outcome data can operationalize these variables. You should consider what subjective judgments in your own domain could be rendered measurable through structured observation.
La Belle Vie Med Spa in Seattle uses this technology; the specific AI vendor or accuracy metrics are not specified in the source material.
Step 1: Take well-lit photos of your own skin in consistent conditions (same time of day, same location, no filter) for seven consecutive days. Step 2: Upload one image to a free consumer tool such as SkinVision or Google Lens and note any automated observations about texture or tone; document your own subjective assessment in parallel. Step 3: Compare the tool's markers with your own notes to identify where systematic observation diverges from your intuition; this approximates the clinician-AI calibration process.