Author: Ava Patterson

24% generative AI adoption hasn’t moved marketing performance scores. Here are the three organizational fixes brand leaders must implement before scaling automation further.

AI agents are silently reshaping purchase journeys before creators get credit. Here’s how to build multi-touch attribution models that capture both touchpoints.

Learn how to evaluate clipping network platforms on CPV economics, FTC compliance, authentic account standards, and paid amplification integration before committing budget.

CMOs deploying generative AI need governance guardrails that standardize data, control autonomous actions, and protect brand equity without sacrificing conversion performance.

AI agents are shortlisting vendors before humans ever search. Here’s how forward-thinking CMOs are embedding brand positioning inside persistent agents to win deals upstream.

AI agents are silently completing purchases outside traditional funnels. Here’s how to build a MarTech stack that resolves identity and attribution before the gap becomes a revenue blind spot.

AI adoption has doubled but performance has flatlined. Here’s how brand marketing leaders can diagnose whether the root cause is data quality, governance, or stack integration.

Brand teams evaluating Profound and AirOps for generative search visibility need a clear framework to quantify share of model before competitors lock in citation authority.

Google AI Mode’s background agents are consuming brand touchpoints without generating clicks. Here’s how to restructure CRM and GEO infrastructure to capture what attribution misses.

Learn how to evaluate NewGen’s three-mode UGC workflow—full-automation, hybrid, and human-led—to match campaign volume, quality control, and budget efficiency.