Ask How would you fix a native ads auction that rewards attention-grabbing but low-quality ads?

[Dean101]

Fixing a native ads auction that favors attention-grabbing but low-quality ads means shifting the system from pure clicks to real user value. Instead of rewarding predicted CTR alone, the auction should blend engagement with post-click outcomes like dwell time, conversions, and return visits. Logging signals such as fast bounces, hides, and negative feedback helps identify clickbait patterns. A quality score can down-rank misleading creatives, while long-term user satisfaction acts like a hidden layer of ranking feedback. You can also introduce budget penalties for repeated low-retention impressions and reward ads that maintain stable engagement across sessions.