... live on PH Aug 22, so this thread's been good practice at saying it in one paragraph.) Comment from Demetrio Koro(@aktivist): siOsi upload one selfie and it reads your 12-season color type, undertone, gold vs silver, and which hair colors suit you, then grades the actual makeup in the photo (flash cast, oxidation, coverage), which most tools skip. Free, no signup. Built it because every beauty sub has a queue of "what season am I" posts waiting ... ... taking it seriously. Multi-tenant setup for agencies is also a really smart wedge. Agencies bring you into 20 client sites at once, way faster path to real usage than chasing individual small business owners one by one. Hugo the hippo