Beauty & Personal Care
Outcome
Increased inclusion in ingredient-led AI recommendations
01 · The customer question
"What is the best niacinamide serum in India for sensitive skin?"
02 · What AI was recommending
AI was recommending two competing serums by default, citing publisher listicles and review platforms where the brand had little presence. The brand appeared only occasionally — and rarely as the recommendation.
03 · The source and evidence gap
The brand's product pages lacked ingredient-level detail, independent review coverage was thin, and the publishers AI cited most had never covered the product.
04 · What Inner Labs helped improve
Inner Labs mapped the must-win ingredient questions, identified the exact sources shaping the answers, and prioritised product-information improvements, credible review coverage and publisher evidence. Inclusion in ingredient-led AI recommendations increased across the configured prompt set.
Facing the same gap?
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