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AJ Kohn

@ajkohn

#SEO by trade but the kind that's interested in #IR, #NLP, #Linguistics, #ML and #AI. Analogy savant. Sci-Fi fan. Gen-Xer still using thumb emoji.

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Latest posts by AJ Kohn @ajkohn

Not feeling great (at the emergency veterinarian) but this was actually a bit of sarcasm and snark.

But I am glad since it leaves so much opportunity for the rest of us.

20.01.2026 19:32 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

I love seeing the industry hyper focus on AI and GEO. #seo #geo #AI

20.01.2026 18:59 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

If the content isn't really an article the odds it uses something like BERT or PaLM are low.

E-commerce product pages come to mind as potential BoW targets.

27.10.2025 21:40 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

I don't know who needs to hear this but Google still uses BoW models on a large number of queries because using more sophisticated models like BERT are both expensive and aren't a fit for content on those pages.

#seo #search #google

27.10.2025 20:33 πŸ‘ 7 πŸ” 1 πŸ’¬ 2 πŸ“Œ 0
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More about the ITEF.

30.09.2025 18:16 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
Crawler best practices This document describes best pratices for web crawlers.

In case you're interested in web crawlers.

www.ietf.org/archive/id/d...

30.09.2025 17:42 πŸ‘ 7 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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11.07.2025 20:14 πŸ‘ 5 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
Preview
Beware of the Google AI salesman and its cronies Exposing the overly salesy AI Overviews that will push you to buy bad products and exploring the system making it possible.

This is a great piece by @ichbingisele.bsky.social and if you haven't read it yet ... you should this weekend.

housefresh.com/beware-of-th...

#seo #google #search #AI

11.07.2025 20:10 πŸ‘ 9 πŸ” 3 πŸ’¬ 1 πŸ“Œ 0
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This was the easiest way for me to explain mix-shift issues to a client and why it's dangerous to use rank in Google Search Console for anything outside of a specific query.

#seo #googlesearchconsole #analytics

11.07.2025 20:07 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

I think they do realize it. That's why they reached out to Google ~10 months ago. Of course Google said no.

It's also why Gemini will likely win generative search. They are now using all of the search quality signals so they train on higher quality documents.

11.07.2025 20:03 πŸ‘ 7 πŸ” 0 πŸ’¬ 3 πŸ“Œ 0

"Sometimes SEOs come to us or like mention that they’ve added EEAT to their web pages. That’s not how it works. Sorry, you can’t sprinkle some experiences on your web pages. It’s like, that’s that doesn’t make any sense."

#seo #thankyou #noduh

01.04.2025 19:06 πŸ‘ 15 πŸ” 2 πŸ’¬ 3 πŸ“Œ 0

I'm a big fan of improving brand equity through top-of-funnel content. But that requires brand visibility.

I don't think that happens much with AIOs. People don't refer to AIOs as an answer from a brand/site but simply 'Google says ..."

Maybe it'll be different with AI Mode but ...

31.03.2025 14:53 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Strangely, my recommended SEO strategy already optimizes for AIOs.

But I've yet to find that AIO visibility translates into traffic.

One client in particular sees SOV spike when they are part of an AIO. The problem? Traffic remains flat.

30.03.2025 17:29 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

My problem is how people reference these results. "ChatGPT said [answer]" or "Perplexity says it's [answer]".

It's the reason I don't like Infographics either. "That infographic about coffee" is a common conversational pattern.

The brand essentially disappears in communication and citations.

30.03.2025 17:24 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

SAAS makes sense. How much more traffic from AI do you need until they surpass conversions from traditional search?

29.03.2025 18:39 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

I'm a believer in brand lift but I'm not sure the mentions from AI platforms are providing enough brand visibility to translate into higher brand equity.

I'm also unsure since users expect answers instead of sites/brands that could provide the answer.

29.03.2025 18:37 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

About what I expected. It's just interesting the mania around these platforms given the value they drive.

It'd be like going all in on Blekko back in the day.

29.03.2025 01:04 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Interesting. Mind me asking what vertical you're seeing high conversions?

29.03.2025 00:58 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

So far my best client would need to 10x the traffic from generative platforms to just match Bing traffic.

I'll be keen to hear what you find.

29.03.2025 00:40 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

I'm curious, what percent of your (or client) traffic comes from AI platforms like ChatGPT and Perplexity?

And how does that compare to the percentage that comes from second-tier search engines like Bing, Yahoo and DuckDuckGo?

#SEO #AI #Search

28.03.2025 23:59 πŸ‘ 8 πŸ” 1 πŸ’¬ 10 πŸ“Œ 0

"time-on-app, attention, and habit-hacking." Spot on!

21.03.2025 16:22 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

The conversation thing is overstated in my view. I see similar types of behavior but this seems more about natural language (no more boolean operator queries!) and treating it as an answer engine instead of a search engine.

Also, Google is not the start of many of those journeys for Gen Z & A.

21.03.2025 15:38 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

I think that is increasingly what they believe, particularly if it keeps them tapping on owned and operated properties.

20.03.2025 21:35 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

It occurs to me that Google no longer thinks of organic search results as the main content of a SERP.

And if you follow that thread of logic it would make the quality of that secondary content less important.

#seo #google #deepthoughts

20.03.2025 21:29 πŸ‘ 11 πŸ” 1 πŸ’¬ 2 πŸ“Œ 1

I hope more parents are taking this type of approach and interest.

12.03.2025 18:10 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Interesting quote from a teacher.

#google #search #seo

12.03.2025 15:45 πŸ‘ 13 πŸ” 1 πŸ’¬ 2 πŸ“Œ 0

There's a small (and petty) satisfaction when I look at a former client and see that the page type I helped them create is up solidly year over year but local search is down strongly after ignoring my recommended changes and ghosting me.

#seokarma

11.03.2025 15:35 πŸ‘ 6 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Saw a quote recently that is sticking with me that goes something like this.

"Generative AI gives companies the access to skills without having to pay for them and skilled workers the inability to benefit from their knowledge."

07.03.2025 17:16 πŸ‘ 7 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

I'm not sure I would know of a better way. It just set off a few flags for me.

06.03.2025 23:43 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Just getting around to this now. Why exactly would this extension need access to my browsing history?

06.03.2025 16:57 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0