Google Search Research Paper Says SEO Practices Tends To Be Very Low Quality

Jan 5, 2023 - 7:51 am 12 by
Filed Under Google

Google Black Eye

A Google research paper named Generative Models are Unsupervised Predictors of Page Quality paints a negative connotation of SEO practices. It has a section named "attempts at search engine optimization (SEO)" which says, "documents that attempt to perform SEO tend to be flagged as very low quality."

This paper was first highlighted by Roger Montti who asked if this research paper is what the helpful content update is all about. I do think Roger is right here, it does seem like, at least in part, this paper does describe a lot of what the helpful content update is about.

The section goes on to read, "This is intuitive since these texts tend to simply string a series of keywords together and are therefore incoherent. Furthermore, we found a moderate number of product pages and professional profiles that also attempt to perform some form of SEO. We observed that media-centric domains, such as image hosting domains, often contain incomprehensible embedded text, possibly for SEO."

Google Paper Seo Negative

Pedro Dias, former Google spam fighter, now SEO, noted this on Mastodon and said, "This is an unfortunate wording from Google on their research “Generative Models are Unsupervised Predictors of Page Quality” whitepaper. It clearly casts SEO widely as spam and a contributor to “low quality”."

Pedro isn't wrong, but John Mueller of Google tried to downplay it by saying, "I think one of the challenges is that "good SEO" is essentially invisible: it's a well-structured site, it has good content, people like it -- those are not attributes associated with SEO by the bigger web." "I feel it's a losing battle to frame it as "not all SEO is bad"," he later added. Keep in mind, Googler's like John Mueller and others have said SEO is important and something Google values but then you have this research paper...

It is sad to see this wording in a Google research paper but we do know how much of a black eye the SEO industry has in the outside world. If you don't know, just ask a layperson about SEO and see what they say. You would hope someone who works at Google on search would not shared those views but Google is a big company.

In any event, it might make sense to read through the research paper knowing that just because there is a patent document or research paper it doesn't mean Google uses it. But this one, very well might be aligned to the helpful content update.

Forum discussion at Mastodon.

 

Popular Categories

The Pulse of the search community

Search Video Recaps

 
Video Details More Videos Subscribe to Videos

Most Recent Articles

Search Forum Recap

Daily Search Forum Recap: January 16, 2026

Jan 16, 2026 - 10:00 am
Google Updates

Google Search Ranking Volatility Hits January 15-16

Jan 16, 2026 - 8:41 am
Search Video Recaps

Search News Buzz Video Recap: Google Personal Intelligence, Universal Commerce Protocol, Apple Picks Gemini & Ongoing Search Volatility

Jan 16, 2026 - 8:01 am
Google Search Engine Optimization

Google To Prioritize Removing Prediction News Content From Search & News

Jan 16, 2026 - 7:55 am
Google Maps

Google AI Overview Local Pack Leading To Huge Drops In Visibility

Jan 16, 2026 - 7:51 am
Bing Ads

Microsoft Advertising Adds Share Of Voice Metrics, Asset Group-Level URL Options, Customer Acquisition Goals...

Jan 16, 2026 - 7:41 am
 
Previous Story: Google Crawl Budget Help Document Adds If-Modified-Since Section