AI Display MVP (Frontend-Only)

Fake data only. No backend. All ads are clearly labeled as Sponsored.

Editorial Answer (placeholder)

Here's a concise, neutral overview for: "best running shoes under $120". In a full system, this would be your model's editorial answer.

No ad.

Safety: Always labeled Sponsored. No sensitive categories. No personalization/PII.