Photos upload directly to Cloudinary and are loaded from there automatically — no storage limits.

⚠️ Cloudinary credentials not set. Add CLOUDINARY_API_KEY and CLOUDINARY_API_SECRET to Netlify environment variables, then redeploy. Until then, the reference database will only show locally uploaded photos.

Winning references — photos of correct, competition-winning poses

Incorrect examples — photos showing common mistakes, wrong positioning, or poses that score poorly. The AI uses these to understand the contrast between good and bad.

The AI's current understanding of winning poses and common mistakes, built from your reference photos. Read, edit, and correct it directly — changes take effect immediately without redeploying.

💡 Tip: After reviewing what the AI found, you can directly edit the text above to correct mistakes, add nuance, or clarify body-type variations. Save changes and they will be used for all future client analyses immediately.

This is what the AI has learned from your reference photos. Review the winning patterns and mistake patterns, then add corrections directly here to refine the model without going through submissions.

Review submissions and save corrections — corrections immediately affect future AI analyses.