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Voices of Search // A Search Engine Optimization (SEO) & Content Marketing Podcast

21 Oct 2026 · 2m · 2 chapters

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The most underrated piece in your AI tech stack

In short

Enterprise SEO teams using their own data to improve consumer understanding and search results, focusing on an “underrated” AI tech stack component.

Guest

Kata Hagadala, AI Product Manager for Search at AT&T.

Key claims

Teams often solve a problem and stop short of building the full system; classification and structured documentation are crucial. Documentation and process structure help AI agents classify and decide next steps. Notable examples/tools mentioned: Obsidian and Notion for structuring processing systems; Whisperflow for voice input to reduce repetitive work (faster than typing). Host: Tyson Stockton.

Written by AI. May contain mistakes.

Chapters

0:41

Exploring AI in SEO

Discussion on how enterprise SEO teams can leverage their data for better results.

“Here's today's host of the Voices of Search podcast, Tyson Stockton.”
2:53

Documentation and Tools for SEO

Insights on the importance of documentation and tools like Obsidian and Whisperflow.

“So I think kind of a documentation is going to be crucial.”
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Transcript

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0:00The Voices of Search podcast is a proud member of the I Hear Everything podcast network. Looking to launch or scale your podcast? I Hear Everything delivers podcast production, growth, and monetization solutions that transform your words into profit. Ready to give your brand a voice? Then visit IHearEverything.com. Welcome to the Voices of Search podcast and I Hear Everything production. In this podcast, we'll share the news, knowledge, and strategies you need to navigate the ever-changing world of SEO. Ready to expedite your company's organic growth efforts? Sit back, relax, and get ready for your daily dose of search engine optimization wisdom.

0:41Here's today's host of the Voices of Search podcast, Tyson Stockton. My name is Tyson, and joining me today has been Kata Hagadala, AI Product Manager for Search at AT &T. Today, we're going to be exploring how enterprise SEO teams can turn their own data into deeper understandings of consumer and better search results. What's the most underrated piece in your AI tech stack right now that you're doing for both like tool build out, research? What do you feel like kind of is overlooked? I think one, people often solve the problem and leave on table. But whenever you're solving a problem, example, the classification of everything I do, I solve a problem like a human and immediately build a system on that.

1:33Time for a one minute break to hear from our sponsor, Previsible. So you're looking for SEO help and you got a couple of options. You could start replying to spam from agencies that claim they can get you to rank number one on Google. You can pay an hourly rate for a consultant who will inevitably nickel and dime you with hourly charges. or you can work with a cookie cutter agency to quickly launch a strategy-less project with low success rate. None of those sound very good, now do they? Well, that's where Previsible's integrated consulting model comes in. Previsible draws from a collective 40 years of SEO and digital marketing experience to unlock your organic growth opportunities.

2:10They build custom solutions that combine strategy, technical expertise, content, and reporting to effectively operationalize SEO for your business. Prefizible's four-stage approach ensures that your SEO programs thrive by starting off with a strategy-first approach. Then they support you in your efforts to create quality content, help you identify technical issues, and most importantly, they'll work with your cross-functional teams to integrate your SEO strategies to make sure that your SEO budget actually drives results, not just your agency's bottom line. So join brands like Yelp, eBay, Canva, Atlassian, Square, all who rely on the SEO consultants at Previsible.

2:49For more information, go to previsible.io. That's previsible, P-R-E-V-I-S-I-B-L-E.io.

3:01So I think kind of a documentation is going to be crucial. So using some free tools like Obsidian and like Notion is a paid tool but anywhere you structure a processing system where AI agents should classify the next time and I think one really the tool which I really like is called Whisperflow like humans talk two times faster than typing but usually I talk with my computer so that's if you can save any kind of repetitive work with systems and processes like these it's going to be a massive win in the year

From the publisher

Teams solve classification problems manually, then repeat the same work. Venkata Pagadala, AI Product Manager for Search at AT&T, builds agentic AI systems for enterprise SEO. He covers documenting each solved problem in structured systems such as Obsidian or Notion, so AI agents can run the next classification. He also covers turning a manual solution into a repeatable system as soon as the problem is solved, and using voice input like Whisper Flow, since people speak about twice as fast as they type.

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