Browsing: AI

Meta’s social-action attribution model can inflate ROI reports if misconfigured — here’s how to weight engagement events correctly.

Agentic browsers are quietly becoming shopping agents. Here’s how to audit ChatGPT Atlas and Perplexity Comet for feed discoverability now.

ChatGPT Shopping’s merchant verification requirements demand documentation, feed hygiene, and compliance review before a single product gets listed.

Identity-resolution platforms are rebuilding around engagement quality signals to separate real viewers from bot-inflated impressions on autoplay feeds.

RAG is cutting hallucinated sales-lift numbers in AI creator reports, giving brands verifiable ROI instead of confident guesses.

A practical 2026 vendor comparison for AI audience-authenticity scoring platforms, built to help brands vet creator rosters before spend.

A practical framework for evaluating AI-native CDPs that unify TikTok Shop, retail media, and CRM data into one incrementality model.

A governance framework for letting agentic AI media buyers react to spontaneous-purchase signals without blowing up brand safety or budgets.

Circana, NielsenIQ, and native retail media tools all claim to prove creator ROAS — but they measure different things. Here’s how to choose.

Small language models cut ad personalization costs by up to 90%, but frontier LLMs still win on nuance. Here’s the 2026 tradeoff.