All case studies

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.

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