Browsing: AI

Generic CDP matching is losing ground to vertical ML models that resolve creator and consumer identity with far less error.

AI-powered marketing mix modeling helps brands separate real nano-creator sales lift from holiday and seasonal demand noise.

45% of marketing leaders say AI agents underperform. The root cause isn’t the model — it’s broken data foundations. Here’s the diagnostic.

Small, efficiency-tuned language models are beating GPT-5 and Gemini at brief compliance review — faster, cheaper, and more auditable.

Nearly half of AI marketing programs underperform because of broken data foundations, not weak models — here’s how to diagnose the root cause.

AI marketing adoption nearly doubled, but ROI didn’t follow. Here’s why the gap exists and what fixes it.

A practical AI model deprecation playbook helps brands protect live creator campaigns when vendors retrain or retire the LLMs behind them.

On-device AI personalization cuts latency and privacy risk, giving retail marketers a compliant edge over server-side models.

Regulators now expect brands to document how black-box recommendation engines make decisions—here’s what your audit trail actually needs.

AI sentiment drift detection flags creator reputation risk early, giving brands time to act before backlash turns into a full-blown crisis.