futures gallery
four postcards from where this goes — formulation tooling, longitudinal outcomes, compliance intelligence, ambient guidance. each one is playable, and each one is honest about what's real, because every future sku runs on the same 14-metric spine that is in production today.
formulation copilot
real engine data illustrative blend mathdrop real ingredients into the beaker and watch a 14-metric vector assemble from their verbatim engine reference scores. the blend is a simplified additive preview — the shipped engine estimates per-ingredient concentration first (monte-carlo) — but every score, flag and interaction below is production data, untouched.
ships when — the concentration-aware blender the engine already runs per-product is exposed as an api + inci import. mostly packaging, not research. revenue: formulator seats, per-blend api calls.
skin journey
illustrative curves real productswhat a 12-week outcome view could look like. the routines are built from products the live engine has actually analyzed; the trajectories are illustrative — goodbadgray does not have longitudinal outcome data yet, and says so out loud.
ships when — longitudinal check-ins + a validated outcome measure exist. needs a ~10k-user panel and twelve months of patience. that is exactly why every curve above is labeled illustrative.
regulatory radar
real, cited real engine dataingredient regulation, plotted as time-from-today. everything on this radar is a verified regulation with a primary source; the "collision" panel shows what the live engine already knows about its own 28 analyzed products. click a blip.
radius = time from today (√ scale) · left: enacted · right: incoming · sources per blip, full citations in the readme
the collision, today real engine data
ships when — legal-data licensing + per-market monitoring feeds are in place. the ingredient half is live today: ban lists already sit inside every engine dossier. revenue: compliance seats for brands and retailers.
the mirror
concept fiction real engine facts insidea morning mirror that reads your context and narrates the day's skincare order. the hardware and the sentences are fiction; the facts the sentences cite are production engine data. flip the toggles — the narration recomposes.
good morning, maya.
the engine facts behind the fiction real
ships when — hardware / os partners and ambient context (uv, calendar, routine logs) exist. furthest postcard out. the scoring spine it narrates from is production code today.