Blog1 post
2026

Thoughts on AI-native marketing, product narratives, and growth systems

Practical notes on building marketing that matches the pace of AI product development. Strategy, positioning, evaluation frameworks, and lessons from working in fast-moving teams.

2026-04-11 / 12 min read

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Using CrawlDoctor for Marketing: Tracking Human Users, AI Bots, and Conversion Signals

An essay on how marketing teams can use CrawlDoctor to understand AI crawler traffic, track buyer journeys, measure campaign performance, and improve conversion paths.

MarketingAnalyticsAttributionAISEOGrowth