Ankur Ranapriya

Thanks so much, Steven! You nailed the core problem a failed scan on a physical print is a silent lost customer, which is why we built real-time luminance and pattern scoring directly into the editor before anyone hits export. Keeping that entire check 100% on-device was essential for us at Ranpariya Lab, especially when handling sensitive UPI payments, Wi-Fi keys, and vCards. Curious from your operator side with MockTools where do you see QR codes fail most often in the wild?