
Human-first AI visibility
AI recommendations are downstream of human needs, experiences and evidence. We show which human signals matter, how AI interprets them, whether your digital shelf communicates them, and what needs to change.
Which needs, experiences and evidence actually matter to shoppers.
How AI assistants read those signals and who they recommend.
Whether your product pages communicate the proof AI looks for.
A ranked plan of fixes that move you into AI answers.

Explore the L'Oréal pilot: real AI answers, human signals and the digital shelf — in one live dashboard.
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