Ingredient engines now write the product list for each client
AI platforms scan active ingredients in existing skincare formulas and score them against conditions such as acne, hyperpigmentation, aging, and sensitivity. One example flags niacinamide for hyperpigmentation and hyaluronic acid for barrier repair. The PMC article tracks how these engines output personalized regimens in under 30 seconds per profile.
Formulation decisions move from brand preference to quantified efficacy scores. Staff can defend every recommendation with published data instead of marketing claims. Inventory shifts toward higher-margin actives that the algorithm consistently ranks first.
Curology’s AI formulation engine produced over 1.2 million custom prescriptions in 2023 and reported a 19 percent reduction in product return rates compared with its pre-AI baseline.
Step 1: Go to https://curology.com and complete the free skin quiz using a test patient profile. Step 2: Export the ingredient list and cross-check each active against PubMed abstracts for the target condition. Step 3: If two or more matches exceed the 0.8 efficacy threshold cited in the literature, add those actives to your next supplier order.