A big mistake companies make with AI-generated content - Voices of Search // A Search Engine Optimization (SEO) & Content Marketing Podcast

Summary2 min read

Episode Overview

Title: A big mistake companies make with AI-generated content
Podcast: Voices of Search
Host: Jordan Cooney
Guest: Carl Kleinschman, Founder at Data Marketing Group
Date: June 4, 2026

This episode delves into common pitfalls companies face when leveraging AI-generated content for SEO. Host Jordan Cooney and guest Carl Kleinschman, an SEO veteran specializing in local SEO, large-scale data systems, and LLM (Large Language Model) optimization, provide a candid discussion about why unique expertise and intent-based strategies are critical to lasting SEO success.

Key Discussion Points & Insights

1. The Real Requirement for Effective AI Content (00:22 - 01:18)

Fan Out Analysis and Local Rank Tracking:
Carl references methods such as fan out analysis and tracking local rankings, crucial for advanced SEO but notes the conversation’s focus is on a broader mistake companies make with AI content.
(00:22)
LLM Optimization is About Intent, Not Keywords:
- Carl emphasizes a paradigm shift:
  
  "LLM optimization is really about intent, not keywords."
  (00:22)
  This frames the discussion: Instead of focusing solely on keyword prompts, companies should prioritize understanding and addressing user intent.

2. Common Mistake: Over-Reliance on Prompt Engineering (00:50 - 01:18)

Belief in Perfect Prompts:
- Many companies believe their multi-step prompting systems are superior.
  
  "I see people say like I have this amazing content delivery system, it's eight stages long and I have perfected every single prompt."
  (00:50 – Carl Kleinschman)
- Carl cautions this mindset is shortsighted:
  
  "That might work for now and it might work for the next month. But people that write really good unique content with unique data, unique perspectives and unique expertise in the long run are going to beat you."
  (00:58 – Carl Kleinschman)
Enduring Value of Human Expertise:
The key to sustainable SEO isn’t mechanical prompt perfection, but the consistent delivery of unique, expert-driven, data-supported content.

Notable Quotes & Memorable Moments

On the illusion of prompt mastery:

"People that write really good unique content with unique data, unique perspectives and unique expertise in the long run are going to beat you."
(00:58 – Carl Kleinschman)
On the shift in LLM optimization:

"LLM optimization is really about intent, not keywords."
(00:22 – Carl Kleinschman)

Timestamps of Important Segments

[00:22] – Introduction of Carl Kleinschman & episode’s core topics: fan out analysis, local rank tracking, LLM optimization.
[00:50] – Carl discusses the main mistake: overestimating the power of prompt engineering.
[00:58] – Carl highlights why unique, expert content wins over time.

Recap: Actionable Takeaways

Don’t rely solely on elaborate prompt systems for AI-generated content.
Focus on producing content with:
- Unique data
- Original perspectives
- Demonstrated expertise
Remember: Modern LLM (AI content) optimization centers on understanding user intent, not stacking keywords.

For more resources and to connect with Carl Kleinschman, visit his LinkedIn (as linked in the episode) or his company website (Carlk AI). To keep learning about evolving SEO and content strategies, subscribe to the Voices of Search Podcast.

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Transcript5 lines

[00:00]
A
The 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 I'm Jordan Cooney and
[00:23]
B
joining me today is Carl Kleinschman, founder at Data Marketing Group, an 18 year SEO veteran focused on local SEO, large scale data systems and LLM optimization. Today we're talking about fan out analysis, local rank tracking and why LLM optimization is really about intent, not keywords. All right Carl, one mistake companies make with AI generated content thinking they're the
[00:51]
C
best prompters out there. I see people say like I have this amazing content delivery system, it's eight stages long and I have perfected every single prompt. That might work for now and it might work for the next month. But people that write really good unique content with unique data, unique perspectives and unique expertise in the long run are going to beat you.
[01:19]
D
Time for a one minute break to hear from our sponsor, Pre Visible. So you're looking for SEO help. Then 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 could pay an hourly rate for a consultant who will inevitably nickel and dime you with hourly charges. Or you could work with a cookie cutter agency to quickly launch a strategyless project with low success rate. None of those sound very good now do they? Well, that's where Pre Visible's integrated consulting model comes in. Pre Visible draws From a collective 40 years of SEO and digital marketing experience to unlock your organic growth opportunities. They build custom solutions that combine strategy, technical expertise, content and reporting to effectively operationalize SEO for your business. Pre Visible'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 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 Pre Visible. For more information go to Previsible IO. That's Pre Visible. P R E V I S I B L E I.
[02:47]
B
A huge thank you to Carl Kleinschmitt, Founder at Data Marketing Group for joining us. If you'd like to contact Carl, you can find a link to his LinkedIn profile in our show Notes or on the voicesofsearch.com you can also visit his company website Carlk AI. If you haven't subscribed yet and want a daily stream of SEO and content marketing knowledge in your podcast feed, hit the subscribe button in Podcast app or on YouTube and we'll be in your feed every week. Okay, that's all for today, but until next time, remember the answers are always in the data.