Why Generic Content Can't Win AI Search  episode artwork

EPISODE · Jun 10, 2026 · 28 MIN

Why Generic Content Can't Win AI Search

from VISIBLE with Usama Khan · host Usama Khan

Generic content is invisible in AI search. The brands getting cited and recommended by ChatGPT, Perplexity, and Claude are the ones writing hyper-specific, positioning-first content that says something no one else does.In this episode of the VISIBLE podcast, I sit down with Kateryna Abrosymova, founder of Zmist & Copy, a B2B tech content agency that starts every engagement with positioning before a single word gets written. We get into why broad positioning kills your AI visibility, how to run expert interviews that pull out genuinely unique insights, and where AI actually helps in content production versus where it falls apart.If you run a B2B SaaS company or a content agency and you're trying to figure out how to show up in LLM answers, this one is for you.What we cover:00:00 Kateryna's journey from writer to agency founder01:18 Why Zmist & Copy does strategy, not pure SEO02:07 Why positioning comes before any content04:21 Positioning clarity as a direct input to LLM recommendations06:15 Designing interviews that pull unique insights from experts10:13 Story-driven content and naming your frameworks10:51 Sales call analysis and why ICP language wins in LLMs13:09 Citation vs recommendation: the difference that matters14:19 Where AI helps in production (context engineering, not prompts)19:30 How to find and train writers who produce differentiated content23:48 The new bar for content when volume is free25:51 Why you start at the bottom of the funnel28:14 WrapConnect with Kateryna:Zmist & Copy: https://www.zmistandcopy.comLinkedIn: https://www.linkedin.com/in/kateryna-abrosymova-3b524230/Connect with me:Website: https://www.usamaskhan.comLinkedIn: https://www.linkedin.com/in/usamashahzadkhan/Subscribe for more conversations on SEO, AI search, and B2B content strategy.

Episode metadata supplied by the publisher feed · Published Jun 10, 2026

Generic content is invisible in AI search. The brands getting cited and recommended by ChatGPT, Perplexity, and Claude are the ones writing hyper-specific, positioning-first content that says something no one else does.In this episode of the VISIBLE podcast, I sit down with Kateryna Abrosymova, founder of Zmist & Copy, a B2B tech content agency that starts every engagement with positioning before a single word gets written. We get into why broad positioning kills your AI visibility, how to run expert interviews that pull out genuinely unique insights, and where AI actually helps in content production versus where it falls apart.If you run a B2B SaaS company or a content agency and you're trying to figure out how to show up in LLM answers, this one is for you.What we cover:00:00 Kateryna's journey from writer to agency founder01:18 Why Zmist & Copy does strategy, not pure SEO02:07 Why positioning comes before any content04:21 Positioning clarity as a direct input to LLM recommendations06:15 Designing interviews that pull unique insights from experts10:13 Story-driven content and naming your frameworks10:51 Sales call analysis and why ICP language wins in LLMs13:09 Citation vs recommendation: the difference that matters14:19 Where AI helps in production (context engineering, not prompts)19:30 How to find and train writers who produce differentiated content23:48 The new bar for content when volume is free25:51 Why you start at the bottom of the funnel28:14 WrapConnect with Kateryna:Zmist & Copy: https://www.zmistandcopy.comLinkedIn: https://www.linkedin.com/in/kateryna-abrosymova-3b524230/Connect with me:Website: https://www.usamaskhan.comLinkedIn: https://www.linkedin.com/in/usamashahzadkhan/Subscribe for more conversations on SEO, AI search, and B2B content strategy.

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This episode was published on June 10, 2026.

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Generic content is invisible in AI search. The brands getting cited and recommended by ChatGPT, Perplexity, and Claude are the ones writing hyper-specific, positioning-first content that says something no one else does.In this episode of the VISIBLE...

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