Browsing: AI

CPM tells you nothing about UGC production efficiency. Here’s how to build a cost-per-usable-asset framework that actually informs budget decisions.

TikTok’s trust-based distribution algorithm now weighs engagement credibility over raw post volume, changing how brands must vet creators.

Affinity-scoring platforms beat follower-count filters on vetting accuracy, but the gap only matters if you audit the scoring logic.

AI creator vetting speeds up shortlisting, but human judgment still catches brand-fit and risk issues algorithms miss. Here’s the real division of labor.

FirstHive and DemandScience score buyer intent with different vertical ML approaches — here’s what B2B marketers should know before choosing.

FirstHive and DemandScience score buyer intent with different vertical ML approaches — here’s what it means for your B2B pipeline.

AI recommendation engines now match creator assets to channels automatically, cutting repurposing waste and boosting content ROI.

Google’s browser-based email verification cuts signup friction, but brands need new playbooks to keep first-party data clean and usable.

Cookie deprecation broke MTA, so brands are rebuilding marketing-mix modeling for cross-channel, privacy-safe budget decisions.

Generic CDP matching misses 30%+ of cross-device identity; vertical ML models built for creator data are replacing it in 2026.