In the Pit with Cody Schneider | Marketing | Growth | Startups

AI SEO Crash Course: Search Is Going to Answer Engines, You Need a Plan


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In this episode, I chat with James Cadwallader, co-founder of Profound, about the rise of AI search engines and their impact on traditional search methods. We discuss how tools like ChatGPT and Perplexity are changing user behavior and referral traffic patterns. James shares insights on which companies benefit most from this trend and offers strategies for enhancing brand visibility in AI search results. We explore the importance of tracking bot traffic, creating targeted content, and optimizing metadata to align with AI models' preferences, highlighting the need for brands to adapt to this new digital landscape.


🎧 What You’ll Learn

  • AI Answer Engine Dynamics
    • Distinction between AI chat (LLM-only) and AI answer engines (LLM + web retrieval)
    • Key inflection points like ChatGPT’s web-search launch (Oct 2024)
  • Who Benefits Most
    • Industries with long research cycles (auto, healthcare, consumer electronics)
    • Tech-savvy early adopters and B2B SaaS customers seeing 3–4Ă— month-over-month growth
  • Measuring AI Impact
    • Tracking bot-to-human conversions via crawler logs + GA4 or Amplitude
    • Understanding AI referrals as a first touch in your marketing funnel
  • Tactical SEO Levers
    • Comparative “X vs. Y” articles with optimized metadata
    • Category-specific source mining (Wikipedia, Reddit, publications)
    • Creating simple, highly structured (markdown-style) content for fast crawler reasoning
  • Emerging Best Practices
    • Implementing llms.txt and bot-first content feeds
    • Building a dedicated AI visibility team—your next marketing department

⏱️ Timestamps

  • 00:00 – Intro: The AI search revolution
  • 01:00 – AI chat vs. AI answer engines explained
  • 03:00 – Case study: ChatGPT mobile growth spike
  • 05:00 – Which verticals see the biggest AI referral lift
  • 07:00 – Bot crawling: measuring crawler visits + human actions
  • 10:15 – How Profound uses synthetic data to map AI sourcing
  • 14:30 – Tactical content strategies: from comparative posts to digital PR
  • 18:45 – The future of AI SEO: protocols, agents, and team structures
  • 22:10 – Action steps: What founders & marketers must do now

🎙️ Guest Profile

James Cadwallader
Co-founder of Profound, the “Ahrefs/SEMrush for AI answer engine visibility.” James leads R&D on mapping how LLMs retrieve and cite web content, helping enterprise brands optimize for this rapidly growing channel.

đź”— Resources & Links

Profound (AI Answer Engine Visibility Platform)
https://www.tryprofound.com/

James Cadwallader on X
https://x.com/thejamescad/

Sponsor: Talent Fiber
Hire offshore engineering talent at one-third the cost of U.S. equivalents:
https://talentfiber.com

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In the Pit with Cody Schneider | Marketing | Growth | StartupsBy Cody Schneider

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