The GEO Blueprint: AI Search
Traditional SEO is changing. In the AI-driven search era, users aren't just clicking blue links anymore—they're asking ChatGPT, Gemini, and Claude for direct answers. If your brand isn't showing up when AI recommends "the best" in your category, you're missing out on the fastest-growing channel in digital discovery. Chirag Kulkarni, founder of Taco.co, breaks down exactly how brands can turn AI search into a real revenue engine. ✅ Win AI visibility — try Semrush free for 14 days https://semrush.sjv.io/dyDJGk In this episode of The GEO Blueprint Podcast, we sit down with Chirag Kulkarni, founder of Taco.co, to unpack how AI decides which brands deserve authority, why "content made for agents" is mostly a trap, and how one healthcare client grew from $10-15K to $240K a month in search revenue. Chirag also opens up about landing his first SEO client from Neil Patel at 16 years old, and why the future of marketing belongs to humans who can direct AI, not replace themselves with it. Key Topics Covered: The "Most Popular Kid in School" Test: Why one person saying your brand is great doesn't move the needle with AI — and what actually signals authority to an LLM. Forward Deployed Marketing: The Palantir-inspired model Chirag is betting on, where marketers bring AI expertise directly into a company rather than selling generic agency work that AI is already commoditizing. Reverse-Engineering Prompts from Search Intent: Since there's no keyword volume data for prompts yet, Chirag's playbook for figuring out what to target anyway — and the H1/H2 fix any brand can make this week. Content for Agents Doesn't Work (Yet): Why microsites and content built purely to be scraped by bots tend to cannibalize your real site and quietly tank Google/Bing performance. The Expedia and Healthcare Case Studies: How search compounds like an investment — including a healthcare client's 20x revenue jump in under two years. Are We in an AI Bubble? Chirag's take, plus the story of a European coffee company whose sales are spiking because people are too scared of being replaced by AI to leave the office. Connect with Chirag: LinkedIn: https://www.linkedin.com/in/chiragkulkarni/ Website: https://taco.co/ The GEO Blueprint Podcast explores how brands can win visibility in the age of generative AI, LLM-powered search, and shifting digital ecosystems. Subscribe to Substack: https://georgevlasyev.substack.com/ 00:00 - Intro01:04 - Who is Chirag and the Taco.co story03:36 - GEO vs SEO — fundamentally the same or different?06:00 - The "most popular kid in school" analogy for AI visibility07:59 - How will AI change marketing over the next 3 years?09:46 - What is uniquely valuable about humans that AI can't replace?11:46 - Agents and forward deployed marketing — what's changing15:05 - What signals does AI use to decide who is an authority?16:45 - Will there be one dominant LLM or many?18:19 - Who wins in AI search — big brands or smaller specialists?20:19 - How do you attribute revenue to AI search?23:49 - Is prompt tracking even reliable, or just hype?27:28 - What's your take on ads in AI?31:04 - Are we in an AI bubble?34:33 - Coffee sales are up because people fear AI will replace them36:48 - Most successful client results — Expedia and 20x healthcare growth39:06 - The one thing every brand can fix this week for AI visibility41:29 - Content made for agents — does it actually exist?47:35 - What does work even look like in the future with AI doing more?49:51 - Middle of funnel content — where LLMs actually shine51:52 - How he got his first SEO retainer from Neil Patel at 1653:18 - Being 21 in a room full of executives twice his age57:31 - Reinventing yourself — adaptability over raw skill58:50 - What is the one thing AI cannot replace in marketing?59:41 - Is AI making us lazy?1:00:37 - Outro #GEO #AISearch #SEO #GenerativeEngineOptimization #Taco #AIVisibility #LLM #DigitalMarketing #ForwardDeployedMarketing #B2BMarketing #ArtificialIntelligence
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