Cover everything, own nothing
Structure and markup refreshed for current answer engines; the original analysis is preserved.
At its Search On event this month, Google described how it now uses neural nets to understand the subtopics inside a broad interest — so a search for something general can return a spread of distinct facets rather than ten near-identical takes. The quiet consequence is for content that tries to cover a broad topic evenly: if you are generally about everything, you are distinctly the best at nothing — and a results page built to show variety has no slot for the generic.
the short answer
Google now uses neural nets to understand the subtopics inside a broad interest, so a broad search returns a spread of facets (budget, premium, small-space) rather than ten similar pages. The consequence: a page that covers everything evenly is the best on no single facet, so it wins none of the diversified slots. Breadth now hides you. The move is from one broad page to focused pages that each own a facet with real depth.
key takeaways
- At Search On this month, Google described using neural nets to understand the subtopics inside a broad interest — so a broad search can return a spread of distinct facets.
- Google’s own example: “home exercise equipment” now resolves into subtopics like budget, premium, and small-space, and the results show a range across them.
- A results page built to show variety has no slot for the generic: if you cover everything evenly, you are the best on no single facet, and win none of the diversified places.
- The breadth that once helped now hides you — you lose each slot to a page that went deep on exactly the facet it represents.
- The move is from one broad page to focused pages that each own a facet with real depth — not thin pages spun up on every facet, which earn nothing.
how a broad page splits
The diversified page is assembled from facet-winners. The page that spreads itself evenly across every facet is the redundancy that assembly is built to leave out.
The idea, in four parts
What Google described this month; what a broad results page is becoming; why generic coverage loses the room; and what to do about it. Open each part.
01 What Google described this month
At its Search On event this month, Google walked through a set of advances in how it understands language and content, and one of them quietly changes how you should think about broad topics. Google said it has applied neural networks to understand the subtopics within a broad interest, so that a broad search can surface a wider variety of content. The example it offered makes the idea concrete: a search for home exercise equipment can now be read as containing subtopics such as budget equipment, premium picks, or small-space ideas, and the results page can show a spread across those facets rather than ten pages all taking the same general angle. Google said it would begin rolling this out by the end of the year. It sat among other announcements at the same event — continued improvements in reading the content of pages, and the striking note that BERT, the language-understanding system used on a small slice of English queries when it launched a year earlier, is now used on almost all of them. The through-line across all of it is Google getting better at understanding meaning rather than matching words. But subtopics deserves singling out, because it does not just improve results quality in the abstract; it changes the shape of a broad results page, and with it the kind of page that can win a place there. The rest of this note is about that change and what it asks of you.
02 What a broad results page is becoming
To see why this matters, look at what diversification does to a broad query. The old model was a single ranking: for a broad search, Google returned a list of pages competing to be the best overall page about the topic, and a comprehensive page that covered the whole subject solidly could earn a strong position by being thorough. Subtopics replaces that with something closer to a curated set. When Google understands that a broad interest contains distinct facets, it can assemble a results page that deliberately covers the range — a strong page for the budget angle, another for premium, another for small spaces — rather than stacking ten pages that all say roughly the same general thing. The page stops being one competition and becomes several, one per facet, with Google actively seeking variety across them rather than redundancy. That is a meaningful structural change. It means the question a results page is asking has shifted. It used to ask, in effect, which pages are most about this topic. It increasingly asks which page is the best on each distinct part of this topic, and how do I show a range. Those are different questions, and they reward different pages. The first rewards comprehensiveness; the second rewards distinctiveness on a facet. A strategy tuned for the first — cover the whole topic, thoroughly, in one place — is tuned for a competition that is quietly being replaced.
03 Why generic coverage loses the room
Here is the uncomfortable consequence for a lot of broad content, and it is worth stating plainly. When a results page is assembled to show variety across subtopics, it has no reason to include a page that is merely adequate across all of them. Run the logic. Each diversified slot represents a facet, and each slot goes to the page that is most clearly the best on that facet. A page that covers every subtopic at moderate depth is, by its own design, not the best on any single facet — it cannot be, because its attention is spread across all of them while its competitors poured everything into one. So it loses the budget slot to the page that is genuinely the best on budget, the premium slot to the premium specialist, and so on down the line, winning none of them. The breadth that was an asset under the old single-ranking model becomes the precise reason the page is now invisible: it is structurally redundant on a page that is curated to avoid redundancy. This is not Google penalising broad content; there is no penalty here at all. It is just what happens to undifferentiated work when the surrounding results are chosen for range. The generic page is exactly the sameness the diversified page is built to exclude. And the lesson cuts to something the AC Group has argued for years: authority is earned on something specific. Being a passable voice on everything was always weaker than being the recognised best on something; subtopics simply makes the SERP enforce that truth. The distinct page earns its place; the general one is the duplication the page is designed to leave out.
04 What to do about it
The response is not to abandon broad topics but to change how you compete for them: stop trying to win a broad topic with one broad page, and start winning its subtopics with pages that each go genuinely deep. Treat the broad topic as a map of facets rather than a destination you rank for by being vaguely about it. Concretely, that means finding the real subtopics — and they are not hard to find, because Google and your audience already articulate them. Look at what the broad query returns, at the related searches and the questions people also ask, at the way results already cluster into angles like price tiers, use cases, skill levels, or constraints; those clusters are the subtopics, handed to you. Then cross them against where your genuine depth lies — the facets you can write about with specifics a generalist could not fake, where you have real experience or a defensible point of view — and choose those. Build a focused page for each chosen facet that is unmistakably the best answer to it, and let the broad topic become the structure linking them rather than a page competing on its own. The trap to avoid is reading subtopics as licence to mass-produce thin pages on every conceivable facet; that just spreads the same shallowness across more URLs and earns nothing, because the bar is depth and distinctiveness, not mechanical coverage. A few facets owned with real authority will beat a dozen touched lightly, every time the results page is built for variety. Mapping a broad topic into the subtopics you can authentically be the best at, and earning a place on each, is the discipline the AC Group has worked by for 27 years.
Why this is an authority point, not a keyword one
It would be easy to read subtopics as a keyword-targeting tweak — add some long-tail pages, sprinkle the facet terms, done. That misses what the change actually rewards. The diversified results page is not looking for pages that mention a facet; it is looking for the page that is the recognised best on that facet, the one a person sent there would feel they had landed in the right place. That is an authority question, not a phrasing one. You earn a diversified slot the same way you earn any standing: by genuinely being the best answer to a specific thing, with the depth and first-hand knowledge that makes you hard to substitute. Sprinkling facet keywords across a broad page, or spinning up thin pages per facet, fails for the same reason thin content always fails — there is no earned authority underneath it.
Seen that way, subtopics is less a new rule than an enforcement of an old one. Being distinctly the best on something has always beaten being vaguely present on everything; what changes is that the results page now actively arranges itself to reward the distinct and exclude the redundant, so the cost of generic breadth is no longer a weaker position but no position at all. The work this points to — choosing the facets you can authentically own and earning real authority on each — is exactly the work the AC Group has done for 27 years.
What to do with this
Audit your broad pages with one question: for each, is there a single facet on which this is unmistakably the best answer, or is it merely competent across several? The pages that are competent-across-several are the ones most exposed, and the fix is to decompose them. Find the real subtopics the way Google and your readers already frame them — the related searches, the people-also-ask questions, the clusters by price, use case, skill level, or constraint — and identify which of those facets you can genuinely go deepest on, with experience and specifics a generalist could not fake.
Then build focused pages that each own one facet with real depth, and let the broad page become the hub that connects them rather than the thing competing on its own. Resist the temptation to mass-produce a thin page per facet; that just relocates the shallowness and earns nothing, because depth is the whole bar. A few facets owned with genuine authority will outperform a dozen touched lightly, because the diversified results page has room for the distinctive and none for the redundant. Choosing where you can be the best and earning authority on each, rather than spreading yourself thin across everything, is the discipline the AC Group has worked by for 27 years.
Subtopics, plainly: quick answers
What did Google announce about subtopics?
At its Search On event this month, Google said it has applied neural networks to understand the subtopics within a broad interest, so that a broad search can return a wider variety of content. The example Google gave is telling: a search for home exercise equipment can now be understood to contain subtopics like budget equipment, premium picks, or small-space ideas, and the results page can show a range across those facets rather than ten pages all making the same general pass at the topic. Google said it would begin rolling this out by the end of the year. It arrived alongside other language-understanding advances Google shared at the same event — improvements to how it reads the content of pages, and the note that its BERT language system, used on a small fraction of English queries when it launched a year ago, is now used on almost all of them. But subtopics is the piece with the most direct consequence for how you should think about content, because it changes what a broad results page is. It is no longer a single ranking of pages competing to be about a topic; it is becoming a deliberately varied set, assembled to cover the topic’s distinct facets. That shift rewards a different kind of page than the one most broad-topic strategies were built to produce, and recognising the difference is the point of this note.
Why does this hurt broad, general content?
Because a page assembled to show variety has no reason to include a page that is merely average across everything. Think about what diversification does to the competition. Before, a broad query produced a ranking, and a reasonably comprehensive page covering the whole topic could place well by being solidly about all of it. When Google instead fills the results with a spread of subtopics — one strong page on budget options, one on premium, one on small spaces — the question for each slot is not who is most generally about the topic but who is most distinctly the best on this facet. A page that touches every subtopic shallowly is, by construction, not the best on any single one of them, so it wins none of the diversified slots. The breadth that used to be an asset becomes the reason you are invisible: you are competing against pages that went deep on exactly the facet a slot is meant to represent, and depth on a facet beats coverage across all of them every time the page is built for variety. This is not a penalty against broad content; it is simply what happens to undifferentiated work when the results page is curated to avoid redundancy. The generic page is the redundancy it is designed to avoid. Earning a place now means being the clear authority on something specific, not a passable voice on everything.
Should I stop writing about broad topics?
No — you should stop trying to win the broad topic with a single broad page, and start winning its subtopics with pages that each go genuinely deep. The broad topic still matters as a map; it just is not a destination you rank for by being vaguely about it. The shift in practice is from one comprehensive article to a set of focused ones, each of which is the best answer to a real facet of the interest. Take the home exercise equipment example: rather than one long page that mentions budget, premium, and small-space options in passing, you are better served by distinct pages that each own one of those angles with real depth — genuine experience, specific recommendations, the kind of detail that only comes from actually knowing that corner. Those focused pages are what a diversified results set is assembled from. The mistake would be to read subtopics as a cue to spin up thin pages on every conceivable facet; that produces the same shallow coverage spread across more URLs, which fools no one and earns nothing. The bar is depth and distinctiveness on each facet you choose, not mechanical coverage of all of them. Choosing the facets where you can genuinely be the best, and earning authority on each, is the strategy this change rewards — and the one the AC Group has worked by for 27 years.
How do I find the subtopics I should own?
Start from how Google and your audience already break the topic apart, then choose the facets where you have a real claim to depth rather than chasing all of them. Look at what the broad query actually returns and what the search features around it suggest — the related searches, the people-also-ask questions, the way results already cluster into angles like price tiers, use cases, skill levels, or constraints. Those clusters are the subtopics, articulated for you. Cross that against where your genuine expertise and experience lie: the corners you can write about with specifics no generalist could fake, the angles where you have first-hand knowledge or a defensible point of view. The intersection — facets that matter to searchers and that you can authentically own — is where to invest depth. Then build a focused page for each that is unmistakably the best answer to that facet, and let the broad topic be the structure that connects them rather than a page in its own right. Keep proportion: a few facets owned deeply will outperform a dozen covered thinly, because the diversified results page has room for the distinctive and none for the redundant. Mapping a broad topic into the subtopics you can authentically be the best at — and earning a place on each — is the discipline the AC Group has worked by for 27 years.
A note on sources and timing
This is written in October 2020, just after Google’s Search On event. The description of subtopics — neural nets understanding the facets within a broad interest, the home exercise equipment example, and the plan to roll it out by year’s end — follows Google’s own announcement, as does the note that BERT is now used on almost every English query. The reading offered here — that a results page built for variety rewards distinct depth on a facet and leaves no room for generic breadth — is our interpretation of what that change asks of content, grounded in a principle that predates it: authority is earned on something specific. That durable point outlasts this one announcement, and it is the discipline the AC Group has worked by for 27 years.