Pragmatic AI with Matt Stauffer

Relevance Engineering: How to Show Up in AI Search

38 min · 17. juni 2026
episode Relevance Engineering: How to Show Up in AI Search cover

Description

The Pragmatic AI Podcast is sponsored by Tighten.  T-I-G-H-T-E-N. We will take your AI ideas, prototypes or even vibe-coded apps, and we'll take them to production. Scalable and secure. Check us out at tighten.com. Matt Stauffer talks with Michael King, founder and CEO of iPullRank, about what he calls relevance engineering — the work of getting brands and people seen inside AI search engines like ChatGPT, Perplexity, and Google's AI Overviews. Mike explains why he reads patents and white papers instead of public docs, how he built his own retrieval-augmented generation prototype to understand how these systems actually work, and why visibility now comes from building "surface area" across your whole content ecosystem — Reddit, LinkedIn, digital PR — rather than from links alone. They get into the disappearing line between white hat and black hat, and why AI search has no rulebook yet. The conversation also turns personal: how Mike mandated his team get  faster with AI, how he empowers people from the bottom up instead of issuing ultimatums, and how AI frees him to spend more time on the creative work — including music — that he actually wants to do. * Matt Stauffer on X [https://x.com/mattstauffer] - https://x.com/mattstauffer [https://x.com/mattstauffer] * Tighten Website [https://tighten.com/] - https://tighten.com/ [https://tighten.com/] * Michael on X [https://x.com/VeryWellVersed] - https://x.com/VeryWellVersed [https://x.com/VeryWellVersed] * Michael on LinkedIn [https://www.linkedin.com/in/michaelkingphilly/] - https://www.linkedin.com/in/michaelkingphilly/ [https://www.linkedin.com/in/michaelkingphilly/] * iPullRank Website [https://ipullrank.com/] - https://ipullrank.com/ [https://ipullrank.com/] * iPullRank on LinkedIn [https://www.linkedin.com/company/ipullrank/] - https://www.linkedin.com/company/ipullrank/ [https://www.linkedin.com/company/ipullrank/] * iPullRank on X [https://x.com/iPullRank] - https://x.com/iPullRank [https://x.com/iPullRank] ----- Editing and transcription sponsored by Tighten [https://tighten.com/] - https://tighten.com/ [https://tighten.com/] Big thanks to the companies that support the show: Mailtrap [https://l.rw.rw/pragmaticai_2] - https://l.rw.rw/pragmaticai_2 [https://l.rw.rw/pragmaticai_2]

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20 episodes

episode Relevance Engineering: How to Show Up in AI Search artwork

Relevance Engineering: How to Show Up in AI Search

The Pragmatic AI Podcast is sponsored by Tighten.  T-I-G-H-T-E-N. We will take your AI ideas, prototypes or even vibe-coded apps, and we'll take them to production. Scalable and secure. Check us out at tighten.com. Matt Stauffer talks with Michael King, founder and CEO of iPullRank, about what he calls relevance engineering — the work of getting brands and people seen inside AI search engines like ChatGPT, Perplexity, and Google's AI Overviews. Mike explains why he reads patents and white papers instead of public docs, how he built his own retrieval-augmented generation prototype to understand how these systems actually work, and why visibility now comes from building "surface area" across your whole content ecosystem — Reddit, LinkedIn, digital PR — rather than from links alone. They get into the disappearing line between white hat and black hat, and why AI search has no rulebook yet. The conversation also turns personal: how Mike mandated his team get  faster with AI, how he empowers people from the bottom up instead of issuing ultimatums, and how AI frees him to spend more time on the creative work — including music — that he actually wants to do. * Matt Stauffer on X [https://x.com/mattstauffer] - https://x.com/mattstauffer [https://x.com/mattstauffer] * Tighten Website [https://tighten.com/] - https://tighten.com/ [https://tighten.com/] * Michael on X [https://x.com/VeryWellVersed] - https://x.com/VeryWellVersed [https://x.com/VeryWellVersed] * Michael on LinkedIn [https://www.linkedin.com/in/michaelkingphilly/] - https://www.linkedin.com/in/michaelkingphilly/ [https://www.linkedin.com/in/michaelkingphilly/] * iPullRank Website [https://ipullrank.com/] - https://ipullrank.com/ [https://ipullrank.com/] * iPullRank on LinkedIn [https://www.linkedin.com/company/ipullrank/] - https://www.linkedin.com/company/ipullrank/ [https://www.linkedin.com/company/ipullrank/] * iPullRank on X [https://x.com/iPullRank] - https://x.com/iPullRank [https://x.com/iPullRank] ----- Editing and transcription sponsored by Tighten [https://tighten.com/] - https://tighten.com/ [https://tighten.com/] Big thanks to the companies that support the show: Mailtrap [https://l.rw.rw/pragmaticai_2] - https://l.rw.rw/pragmaticai_2 [https://l.rw.rw/pragmaticai_2]

17. juni 202638 min
episode Building a Self-Directed PhD With Claude AI artwork

Building a Self-Directed PhD With Claude AI

The Pragmatic AI Podcast is sponsored by Tighten.  T-I-G-H-T-E-N. We will take your AI ideas, prototypes or even vibe-coded apps, and we'll take them to production. Scalable and secure. Check us out at tighten.com. In this episode, Matt Stauffer talks with software engineer and self-described "Renegade Historian" Dave Stanton, who has built an entire AI-driven workflow that lets him program — and write a 400-page history book — almost entirely by voice from his phone. They get into the nuts and bolts: an always-on Mac Mini running stacked Claude Code sessions in tmux, SSH access from anywhere, voice-to-text tools, and a self-designed "PhD" where Sonnet plays research assistant and Opus plays a hypercritical dissertation chair, with every critique tracked as a GitHub issue. Dave explains why the book itself was never really the goal. The conversation widens into the bigger questions — what gets lost when AI handles the rote work, whether to retain human connection on purpose, and Dave's honest 80/20 split between optimism and unease about where all of this is heading. * Matt Stauffer on X [https://x.com/mattstauffer]  * Dave Stanton’s Website [https://davestanton.com/book]  * Dave on X  [https://x.com/gotoplanb] * Tighten Website [https://tighten.com/]  * Blink for iOS [https://blink.sh/] * Superwhisper [https://superwhisper.com/]  * Geography as Destiny on GitHub [https://github.com/gotoplanb/geography-as-destiny]  * ngrok [https://ngrok.com/]  * Tailscale [https://tailscale.com/] * tmux [https://github.com/tmux/tmux/wiki] * Solo [https://soloterm.com/]  * Please Use AI by Sean Smucker [https://shawnsmucker.substack.com/p/please-use-ai]  ----- Editing and transcription sponsored by Tighten [https://tighten.com/]. Big thanks to the companies that support the show: Mailtrap [https://l.rw.rw/pragmaticai_1]

10. juni 20261 h 16 min
episode Human Marketing in an AI Search World artwork

Human Marketing in an AI Search World

The Pragmatic AI Podcast is sponsored by Tighten.  T-I-G-H-T-E-N. We will take your AI ideas, prototypes or even vibe-coded apps, and we'll take them to production. Scalable and secure. Check us out at tighten.com. In this episode, Matt Stauffer sits down with Meg Clarke, owner of Clapping Dog Media, to talk about how getting found online has shifted from gaming search engines to being discovered by AI tools like ChatGPT, Claude, and Gemini. They get practical fast: why keywords are giving way to 23-word prompts, why your About page suddenly matters, why LinkedIn beats Reddit as a source AI tools trust, and how Meg now runs tech audits and analysis through Claude skills and Cowork to cut payroll and take real vacations. The conversation also opens up into something bigger — how AI lowers the barrier to starting a business, why it changes the math differently for owners than for employees, and Meg's passion for helping more women step into entrepreneurship. * Matt Stauffer on X [https://x.com/mattstauffer]  * Tighten Website [https://tighten.com/]  * Meg Clarke on LinkedIn [https://www.linkedin.com/in/clappingdogmedia/] * Meg’s Website [https://clappingdogmedia.com/]  * Dan Martel Book [https://www.buybackyourtime.com/] * Allie K. Miller on YouTube [https://www.youtube.com/@AKMofficial] ----- Editing and transcription sponsored by Tighten [https://tighten.com/].

3. juni 202650 min
episode Using AI As a Thinking Partner, Not a Vending Machine artwork

Using AI As a Thinking Partner, Not a Vending Machine

The Pragmatic AI Podcast is sponsored by Tighten.  T-I-G-H-T-E-N. We will take your AI ideas, prototypes or even vibe-coded apps, and we'll take them to production. Scalable and secure. Check us out at tighten.com. In this episode, Matt Stauffer talks with Greg Storey — author of Creative Intelligence: Don’t Ask AI, Think With It — about why most people are using AI like a productivity vending machine instead of a true thinking partner. Greg shares how AI can become a creative and strategic collaborator, exploring design thinking, divergent vs. convergent thinking, and the three questions he asks every time he starts a conversation with AI. They also dive into the bigger picture: why AI maximalism misses the point, how to stay creative as the tools become more capable, and what it means to preserve human creativity and curiosity in a rapidly changing world. * Matt Stauffer on X [https://x.com/mattstauffer] - https://x.com/mattstauffer [https://x.com/mattstauffer] * Tighten Website [https://tighten.com/] - https://tighten.com/ [https://tighten.com/] * Greg’s Website [https://brilliantcrank.com/] - https://brilliantcrank.com [https://calendly.com/url?q=https%3A%2F%2Fbrilliantcrank.com&user_uuid=CHGHEBIIDHI72J6B&stage=1&hmac=1bf3e7f3a47213d3c13f97d5039882246cd66d741dad362facaf079d60fa72df] * Greg’s Book [https://brilliantcrank.com/creative-intelligence/] - https://brilliantcrank.com/creative-intelligence/ [https://brilliantcrank.com/creative-intelligence/] * Creative Intelligence Everyday Field Guides [https://brilliantcrank.com/creative-intelligence-field-guides/] - https://brilliantcrank.com/creative-intelligence-field-guides/ [https://brilliantcrank.com/creative-intelligence-field-guides/] ----- Editing and transcription sponsored by Tighten [https://tighten.com/] - https://tighten.com/ [https://tighten.com/]

27. maj 20261 h 8 min
episode AI Researcher Michelle Yi on Watson, World Models, and Why AI Should Be for Everyone artwork

AI Researcher Michelle Yi on Watson, World Models, and Why AI Should Be for Everyone

The Pragmatic AI Podcast is sponsored by Tighten.  T-I-G-H-T-E-N. We will take your AI ideas, prototypes or even vibe-coded apps, and we'll take them to production. Scalable and secure. Check us out at tighten.com. Matt Stauffer is joined by Michelle Yi — co-founder of Generationship, board member of Women in Data, and AI Researcher at Basis Research Institute — who shares her 20-year journey across AI research, industry, and startups. Michelle traces the evolution of AI from her early days working on IBM Watson through to modern language models, reflecting on what's changed, what's been lost, and what's finally becoming possible. She and Matt dig into the importance of democratizing AI and making it genuinely useful beyond big tech. The conversation closes on Michelle's vision for a more equitable and responsible AI future — one being built through initiatives like Generationship and Basis Research Institute, and powered by people who choose to engage with AI rather than sit it out. * Matt Stauffer on X [https://x.com/mattstauffer]  * Tighten Website [https://tighten.com/]  * Michelle on LinkedIn [https://www.linkedin.com/in/michelleyulleyi/]  * Basis Research Institute [https://www.basis.ai/] * NYC Rat Research in the News [https://nypost.com/2025/09/20/us-news/new-york-city-rats-are-social-beasts-even-have-unique-accent-study-finds/]  * Pyro.ai [http://pyro.ai/]  * Women in Data [https://www.womenindata.org/?gad_source=1&gad_campaignid=16687994330&gbraid=0AAAAACLu-q86DqcRWS3oSGa6GM9p8Lx5K&gclid=Cj0KCQjwk_bPBhDXARIsACiq8R2Zu6kQIUzE7NLGWTgaTmsD7JIu4KRqgLJ5a_K0wEde7uNSuj80DuQaAt1eEALw_wcB]  * Generationship [https://www.generationship.ai/]  * Decile Group [https://decilegroup.com/?]  * Bobiverse Series [https://www.amazon.com/Bobiverse/dp/B0753LBFQ7]  * Becky Chambers Book [https://www.amazon.com/Long-Small-Angry-Planet-Wayfarers/dp/0062444131]  * Andrej Karpathy YouTube [http://youtube.com/andrejkarpathy]  * Community Usage Tweet [https://x.com/CraigThirtyFour/status/2049900579342753814?s=20]  * Setlist FM [https://www.setlist.fm/]  ----- Editing and transcription sponsored by Tighten [https://tighten.com/].

20. maj 20261 h 6 min