What Makes Programmatic Pages Work

Matt Bowers — SEO and LLM consultant, formerly of Zapier and Zillow — joins Ross Hudgens for a deep dive into how AI is transforming programmatic SEO. They explore what’s working and what’s not for large-scale, AI-assisted content strategies — from full-AI “use-case” pages to hybrid human workflows. Matt breaks down examples of successful AI programmatic sites, the pitfalls of duplicate content, and the emerging “information gain” paradigm shaping rankings post-2024. They also discuss the limits of AI in UX-driven verticals, personalization opportunities, long-tail visibility in LLMs like ChatGPT, and how data-driven scaling can still give human SEOs a competitive edge. Plus: the rise and fall of Greg.app, the future of personalization, Zillow’s “Project Boggle,” and practical tools like Builder.io, Strapi, and AirOps that power modern programmatic builds. Show Notes 0:08 – Matt returns for round two: programmatic SEO meets AI 1:00 – Are “pure AI” sites actually winning? What’s working and what’s not 2:06 – Inside a million-visit-per-month AI programmatic play 3:15 – Structuring AI content around real use cases, not blog posts 4:22 – Why old GPT-3.5 copy can still rank — and the “don’t mess with success” mantra 5:03 – Dwell time as a differentiator: the “product as content” advantage 6:13 – How AI copy helps with indexing and duplicate-content differentiation 7:17 – Why Google probably isn’t detecting AI directly and what it does instead 8:11 – The “high-DR arbitrage” era of AI content — and why it’s fading 10:11 – Why most public AI case studies stay anonymous 11:16 – Case study: Greg.app — AI-generated plant care pages done right 12:03 – How prompt engineering + UX elevate AI content 13:13 – Prompting each paragraph individually vs. one giant prompt 15:21 – Two winning models: product-driven and UX-driven AI programmatic 16:15 – Why blog-style AI content still struggles and the “pizza” metaphor 20:05 – Greg.app’s traffic drop: lessons from a 75% decline 22:21 – AI’s scalability advantage — and its ROI trade-offs 25:24 – Zillow’s data advantage: proprietary enrichment and GIS precision 26:16 – When AI enables pages that “shouldn’t exist” by human economics 27:21 – Scaling what can’t be scaled: the real AI unlock 28:16 – Competing in local long-tail SERPs with AI vs. humans 28:31 – Traits of losing players: low information gain, weak differentiation 29:20 – Why “information gain” may be the new ranking factor 30:06 – Proprietary data as the ultimate SEO differentiator 31:00 – How real estate UX converged — and why speed and personalization win 33:00 – When non-AI programmatic still wins: data-only, high-usability pages 35:07 – Where AI doesn’t belong: when usability is more important than copy 35:37 – Personalization and the future of AI-driven recommendations 37:07 – The Perplexity vision: a world run by AI agents and voice search 39:06 – What AI agents mean for SEO and monetization 40:38 – Long-tail demand from LLMs and how Zapier used programmatic pages 42:29 – How LLMs discover your use cases and why it matters 43:20 – Using internal data to fuel new programmatic ideas Project Boggle 46:09 – Generating new landing pages from user search inputs 47:52 – Internal search data as a goldmine for programmatic expansion 48:30 – Tools of the trade: AirOps, Builder.io, Strapi, and hybrid stacks 49:43 – Why programmatic SEO still needs human PMs and engineers 50:08 – Where to find Matt online Show Links Matt Bowers on LinkedIn: https://www.linkedin.com/in/mpbow/ Matt’s Website: https://mattb.rs/ Greg.app AI plant care example: https://greg.app/plant-care/monstera Strapi CMS: https://strapi.io/ AirOps: https://www.airops.com/ Builder.io: https://www.builder.io/ Subscribe today for weekly tips: https://bit.ly/3dBM61f Listen on iTunes: https://podcasts.apple.com/us/podcast/content-and-conversation-seo-tips-from-siege-media/id1289467174 Listen on Spotify: https://open.spotify.com/show/1kiaFGXO5UcT2qXVRuXjsM Listen on Google: https://podcasts.google.com/feed/aHR0cHM6Ly9mZWVkcy5zaW1wbGVjYXN0LmNvbS9jT3NjUkdLeA Follow Siege on Twitter: http://twitter.com/siegemedia Follow Ross on Twitter: http://twitter.com/rosshudgens Directed by Cara Brown: https://twitter.com/cararbrown Email Ross: ross@siegemedia.com #seo | #contentmarketing