Bots as a New Buyer Class·
Technical SEO Checklist for AI Crawler Compatibility
AI bots ignore noindex; robots.txt is your only control lever.
Senior Correspondent
Seren Calloway
Seren Calloway spent a decade as a quantitative strategist at a mid-market media agency before moving to editorial, where she now dissects how algorithmic systems reshape buyer behavior and brand logic. Her work focuses on the structural mechanics of automated decision-making in commercial contexts.
Phantomstory as Infrastructure·
Content Infrastructure vs Content Management Systems
Bots as a New Buyer Class·
Pricing Transparency as a Bot Conversion Signal
Bots as a New Buyer Class·
How AI Shopping Agents Select Products Without Human Input
Bots as a New Buyer Class·
Bot Buyer Personas vs Human Buyer Personas
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Bots as a New Buyer Class·
Marketing Automation Best Practices for AI Shopping Agents
Brands must rebuild marketing systems for AI agents or become invisible to them.
Proof Over Persuasion·
Engagement Metrics for Long-Form Content vs Short-Form Content
Shares and bounce rate mislead marketers grading both formats equally.
Defining Computational Marketing·
Content Strategy Framework for Algorithm-Driven Distribution
Shift from follower reach to algorithmic fit to survive platform distribution.
Defining Computational Marketing·
Data-Driven Decision Making in Campaign Planning
How to stop justifying campaigns after launch and actually plan them on data first.
Defining Computational Marketing·
Marketing Mix Modeling for Digital-First Brands
Privacy collapse has made marketing mix modeling the only honest way to measure what actually works.