Generative AI has eliminated the barrier to publishing at scale. A model can produce 1000’s of pages in a day, and even be daring sufficient to name it programmatic website positioning. For a lot of manufacturers, it labored, bringing in huge search site visitors and natural income.
Administration groups additionally purchase in simply, as a result of time to market is brief and manufacturing prices are low.
Those self same two issues at the moment are what make it fail. Aggressive programmatic website positioning initiatives like these are collapsing or drawing handbook penalties, as a result of nobody asks whether or not these pages need to exist.
Google has been clear about this. On March 5, 2024, it strengthened its scaled content material abuse coverage to use whether or not automation, people, or a mixture produces the pages, and later reported 45% much less low-quality, unoriginal content material in outcomes.
On Sept. 7, 2026, John Mueller replied on Bluesky to a website that generated pages from each mixture of domains, applied sciences, and attributes. He wrote that programmatic website positioning of that sort typically results in a website that’s spam, borderline spam, or low high quality, and that pages already revealed might preserve shaping how Google judges the entire website.
I’ve been constructing programmatic website positioning programs since 2016, from static templates to pure language era engines similar to Rosae NLG to AI-assisted pipelines. Some compounded for years and have become true case research for me. Some failed pretty rapidly. I’ve taken that work to convention phases alongside the way in which, most not too long ago in a session on scaling pSEO on the Shenzhen website positioning Convention.
What we see in the present day is mass AI publishing disguised as programmatic website positioning. The actual factor begins with a dataset that provides each web page one thing a customer can use. This text attracts the road between the 2.
pSEO Is A Publishing Methodology, Not A Content material Kind
Programmatic website positioning is a approach of publishing, not a form of content material. It has three components: a repeatable search sample, a structured dataset that makes every web page distinctive and value-driven, and a template that solutions the question for each variation.
Take a foreign money converter. The sample is “convert X to Y,” the dataset is a reside fee for each foreign money pair, and the template turns every row right into a web page. No person writes 1000’s of pages by hand. The info makes every web page completely different. And also you publish solely as many pages as your knowledge can assist.
Lucia Lecesne, the Advertising and marketing Lead of Sensible, which runs precisely that form of program, says:
“At Sensible, we concentrate on real buyer utility: fixing an issue that customers face on their journey to grow to be prospects. Programmatic website positioning can then make that answer related and accessible throughout the numerous search queries and modifiers that share the identical drawback, in different phrases, tailoring it to every buyer’s particular search context. It ought to by no means be a shortcut to publishing giant volumes of low-quality pages.”
Mass AI publishing seems the identical from the surface, which is why the 2 get confused. It retains the template and the publishing system, however what makes every web page completely different comes from a immediate. Swap the town title, and you’ve got a brand new web page with nothing new on it.
Google’s insurance policies draw the identical line. The phrase “programmatic” doesn’t seem in its spam insurance policies. What does seem is scaled content material abuse: many pages generated primarily to control rankings relatively than assist customers, regardless of the way it’s created. Utilizing generative AI to generate many pages with out including worth is one in every of its named examples.
A template isn’t what will get penalized, and neither is automation. The core query value evaluating is whether or not every web page provides worth.
Here’s a fast take a look at. Image two pages for “value of residing in Lisbon,” constructed from the identical template and the identical search sample. The primary reveals lease ranges, transport passes, and grocery costs pulled from a maintained dataset, and it updates when the numbers change.
The second seems simply as full, with a lease determine, a month-to-month price range, and a assured abstract, however the numbers are the mannequin’s greatest guess. They carry no supply and no date, and the identical sentences seem on each different metropolis web page with solely the title modified. Solely the primary is programmatic website positioning. To inform them aside, ask the place every quantity on the web page got here from and when it was final up to date. The primary web page can reply. The second can’t.
See additionally: How Do You Repair Skinny Content material Throughout Comparable Ecommerce Product Pages? – Ask An website positioning
Good pSEO Vs Dangerous pSEO
Most groups can’t say whether or not their pages are programmatic website positioning or mass publishing, as a result of the output seems the identical from the surface. These six checks look beneath it.
None of those checks ask whether or not AI wrote the web page. A web page constructed on actual knowledge and drafted with AI can nonetheless carry out properly, whereas a hand-written web page with no actual knowledge behind it has no extra declare to rank. Deal with the comparability rubric as a diagnostic: if one of many rows fails, you will have a workflow drawback to repair. If a number of parameters fail, then you might be mass publishing, no matter you name it.
Eli Schwartz attracts the road in the identical place, and argues:
“Spinning up pages simply because you may isn’t website positioning; it’s programmatic spam. In case you create pages as a result of they profit many customers, that’s good website positioning, whether or not you create them programmatically or manually.”
Danny Sullivan, then Google’s Search Liaison, shared a method to take a look at this at a 2025 occasion. The query, in his phrases as Search Engine Journal reported, is whether or not the intent was “‘I’m going to get that site visitors’ and never ‘some person truly anticipated it’” in the event that they got here to your website immediately. Ask that of your individual pages: would a customer who arrived straight at your website ever land on this one on objective?
From Static Templates To AI Pipelines: What Modified
The pages I inbuilt 2016 and those I construct in the present day look very comparable. Delivery a foul one is the half that bought straightforward. I walked by means of that early scaling playbook at BrightonSEO in 2022.
The center period is the one I take into consideration most. A rule-based engine like Rosae NLG writes sentences from structured knowledge, and it solely says what the info and the template creator permit. It was sluggish to construct, and that slowness was doing helpful work.
Language fashions took that restrict away. A mannequin will write a fluent, assured paragraph a few row with nothing in it, and a reader can not inform. I coated the place AI belongs in a pSEO pipeline, and the place it doesn’t, at ISS Barcelona in 2024.
So the checks advanced. Individuals do the analysis and resolve every web page’s construction, the mannequin drafts the sections from that construction, and an issue knowledgeable critiques the details and model match earlier than something goes reside.
Language fashions didn’t make programmatic website positioning higher or worse. We was once stopped by the instruments. Now now we have to cease ourselves, and the guidelines under is how I do it.
The pSEO Guidelines I Use Earlier than Any Web page Ships
Earlier than The First Web page
- Discover a distinctive knowledge supply. In case you can not title it, you do not need a pSEO program.
- Outline the minimal knowledge completeness for a row to generate a web page, and implement it in code.
- Verify every template maps to a definite intent, not a key phrase variant.
- Write the metadata guidelines – titles, descriptions, schema – with the identical care as physique content material.
- Resolve your disclosure line: how these pages are constructed, how typically the info refreshes.
- Ask what you may add that no one else has, similar to your individual measurements or two datasets mixed into a brand new one.
At Launch
- Ship a take a look at batch of 25-50 pages, not the complete set. Publishing 10,000 pages earlier than you understand the index fee is the commonest failure on this self-discipline.
- Instrument indexation checks from day one – log-based, not Search Console alone.
- Pattern-review by hand. Ten pages learn finish to finish will inform you greater than any rating.
Ongoing
- Observe crawl hits per URL by template, month-to-month.
- Write the kill rule earlier than launch: If a set share of a web page set earns no impressions, together with in AI options, inside a set window, prune or merge it.
- Re-review every time the template modifications – a template edit modifications each web page without delay.
- Prune on a schedule, not after an replace. By the point a core replace forces it, the site-level belief drawback might already be in play.
In my expertise, the applications which have survived and thrived throughout a number of Google updates had a written rule for deleting pages earlier than they wanted one.
That’s near how Kevin Indig describes the failure mode in a direct message with me:
“Programmatic website positioning often goes mistaken when it’s ‘spray and pray: publishing loads of pages without delay with no experimentation, no refreshing, and no have a look at engagement.’ The repair is the one value underlining: deal with pSEO like its personal product, not like a content material batch.”
Constructing A pSEO Program For AI Search
Search is altering beneath these applications. Within the first 4 months of 2026, 68% of U.S. Google searches ended with out a click on, in line with SparkToro’s evaluation of Similarweb knowledge. That’s up from about 60% in 2024 and about 45% in 2016. SparkToro factors to AI Overviews, which it says now seem on greater than 20% of searches, and Ahrefs estimates they minimize clicks on the highest outcome by 58%.
For a programmatic web page, that modifications the purpose. Visitors can’t be the one take a look at of whether or not a web page earns its place, as a result of the press might by no means come. What stays is affect: Rand Fishkin notes that your content material nonetheless shapes AI solutions and Google’s different zero-click options at the same time as visits fall.
That leaves three habits:
- Construct fewer pages, every holding knowledge no one else has. If an AI reply wants a supply for Lisbon’s lease ranges, it will probably hyperlink the web page that holds them. It has no motive to hyperlink a web page that repeats what a dozen different pages already say.
- Resolve the question sample earlier than you construct the template. If the searcher solely needs one truth, Google will doubtless give it to them. If they should evaluate, calculate, guide, or discover a native enterprise, your web page can nonetheless be the place they find yourself. SparkToro says branded, native, and high-intent transactional searches nonetheless profit from website positioning.
- Measure by template, not simply by website. Search Console’s generative AI efficiency report reveals how typically hyperlinks to your pages seem in AI Overviews and AI Mode. Export the pages, group them by template, and set every group in opposition to its clicks within the common efficiency report. A template with loads of AI impressions and few clicks could also be incomes affect with out visits, whereas one with neither is a candidate in your kill rule.
Dominik Schwarz places the commerce plainly:
“pSEO doesn’t fail as a result of it’s programmatic; it fails when scale replaces substance. The laborious half isn’t the tech; it’s the self-discipline to by no means commerce high quality for quantity, as a result of pSEO makes that commerce tempting for each resolution maker.
The take a look at hasn’t modified. If a web page’s solely worth was that it ranked, zero-click search takes away its motive to exist. If the worth was the info, an AI reply nonetheless has to level to it. Earlier than you scale something, decide one web page and ask the place every quantity on it got here from.
Extra Sources:
Featured Picture: RoseRodionova/Shutterstock
