Author: Ava Patterson

Learn how to build a dual attribution stack that tracks generative engine referrals and social commerce conversions in parallel — without double-counting creator touchpoints.

Learn how to evaluate AI platforms that score creator content against the factual density, metadata, and authoritative claim structures LLMs need to surface accurate product recommendations.

Accenture Song’s acquisition of Whalar raises urgent questions for brand teams: does the new infrastructure sharpen campaign measurement, or create dangerous vendor concentration risk?

AI assistants are sending buyers to your site with no referral tag. Here’s how to resolve their identities, close the attribution gap, and tie generative discovery to real CRM revenue.

Learn how AI-assisted attribution uses Google Maps and Search signals to prove offline purchase intent from creator campaigns that never end in a digital checkout.

Learn how to configure Google Analytics AI assistant channel attribution to compare ChatGPT, Gemini, and Claude referral traffic against organic search and creator sessions.

NemoVideo’s product-link pipeline cuts creative editing time and CPA for DTC brands. Here’s how it stacks up against agency retainers on cost, speed, and multi-format output.

AI-generated UGC is delivering 40% engagement lifts for some brands — but knowing when to scale it versus test it is the decision that separates smart operators from early adopters.

AI-powered CRM platforms now combine creator audience signals, behavioral data, and purchase history to enable true one-to-one personalization in influencer campaigns. Here’s how to evaluate them.

Brands evaluating the Accenture Song Whalar acquisition must weigh its integrated data infrastructure against best-in-class attribution platforms before committing budget or contracts.