Ad group theming now that close variants blur match types
The old theming logic assumed a keyword was a promise about which queries would arrive. It has not been that for years, and the ad groups built on it are quietly mismatched.
Google matches an exact match keyword to close variants of it, and the reporting keeps those in separate categories from the literal match. That breaks theming built on exact strings, because two keywords in different ad groups can pull the same query and serve different ads. The replacement is to theme by the thing that is still under your control: the landing page and the intent it serves. Ad groups become message and destination units, and the keyword list becomes the coarse steering mechanism it now is.
The reporting already admits the gap
You do not have to take anybody's word for close variants existing. The platform reports them as distinct values.
Google's reference for the match type recorded against a search term lists NEAR_EXACT as exact match close variant and NEAR_PHRASE as phrase match close variant, alongside plain EXACT, PHRASE and BROAD. That is the platform saying, in its own schema, that the query which triggered your ad was not the keyword you wrote.
The keyword itself still only carries three settings. The reference for a keyword's own match type lists EXACT, PHRASE and BROAD, and nothing else. So there are three inputs and more categories of outcome, which is precisely the asymmetry that makes string-based theming unreliable.
The useful consequence is that this is measurable rather than a matter of opinion. Segment your search terms by that match type field and you can see how much of your exact match traffic was actually a close variant, per ad group, this month.
What theming used to assume, and what is left
| Old assumption | Still true? | What to use instead |
|---|---|---|
| A keyword predicts the query | No | Segment search terms to see what arrived |
| Exact match is a closed set | No | Treat it as a narrow neighbourhood |
| Splitting by string splits traffic | Rarely | Split by destination and intent |
| Match type is the theming axis | No | Landing page is the theming axis |
| More ad groups equals more control | No | More ad groups equals thinner data |
| Negatives fine-tune between ad groups | Partly | Still the only hard steering you have |
Row three is where the damage shows up. If two keywords in two ad groups can both be matched to the same query, then splitting them by string has not split the traffic, it has split the data. One query goes to whichever ad group the auction chose, and your two neatly themed ad groups are now reporting on overlapping populations.
Row four is the replacement rule and it is the whole argument. The landing page is a thing you control absolutely. The query is not. So the boundary that should define an ad group is the one where the destination changes, because that is the only boundary the platform cannot blur.
Row six is the honest caveat. Negative keywords remain a genuine hard control, and they are the mechanism that stops one ad group cannibalising another. Google's criteria reference confirms that at campaign level keywords can only be used to exclude, never to target, which is why campaign-level negatives are the right place for anything that should never reach any ad group in that campaign.
Theme by destination, then by intent stage
Start with the pages. List every landing page the campaign can legitimately send traffic to, and that list is your first draft of the ad group list. If two keyword ideas go to the same page and would get the same ad, they belong in the same ad group, whatever their surface wording.
Then split by intent stage where the message genuinely differs. Someone searching for a category and someone searching for a price are at different points and want different headlines, even if they land on the same page. That is a real ad group boundary, because the ad copy differs.
Then stop. The third split people reach for is by modifier: near me, best, cheap, twenty four hour. Those are almost never separate ad groups. They are either the same message, in which case they belong together, or they are a signal that the landing page is wrong, in which case fix the page.
The test to apply at every proposed boundary is whether the ads would actually be different. If you would write the same headline for both, you have created two ad groups that will need the same maintenance and will each carry half the data. That maintenance cost is the same argument as when single keyword ad groups pay and when they do not.
Keyword lists become coarse, and that is fine
Once the theming is by destination, the keyword list stops being a precision instrument and becomes a steering one. Its job is to get the campaign into the right neighbourhood of the auction, and the search terms report tells you where it actually landed.
Keep the list short enough that somebody could read it. A keyword can be up to 80 characters long, which Google records as a hard limit on the criterion, and long keyword strings are usually an attempt to do with a keyword what a negative should be doing.
Duplicate keywords across ad groups matter less than they used to and still matter for a specific reason: they make your own reporting ambiguous. If a term appears in three ad groups, no report you produce can attribute its performance to a theme, because the theme was never the deciding factor.
And the list should be reviewed against arrivals rather than against intentions. Reading the terms that actually triggered ads is the only feedback loop that closes here, which is why reading the search terms report properly is a weekly habit rather than an occasional exercise.
Where broad match changes the calculation again
If the campaign uses broad match with automated bidding, the theming discussion changes shape rather than going away.
Broad match widens the eligible query set deliberately, and the system is expected to find queries you did not list. In that mode, an ad group's keywords are closer to a description of a topic than a list of purchases, and the ad group boundary is doing even more of its work through the landing page and the ads.
That makes the destination-based theming argument stronger, not weaker. If the keywords are a hint and the ads are the differentiator, then organising by which ad you want to show is the only organisation that still means anything.
It also raises the stakes on exclusions, because a wider eligible set is a wider surface for irrelevant traffic. The interaction between that widening and automated bidding is covered in broad match with smart bidding, and the exclusion discipline in treating negatives as a system.
How to rebuild an inherited account's theming
Do not start by rewriting keyword lists. Start by listing which ad groups point at which landing pages, because that is usually where the incoherence is visible immediately. Ad groups sharing a destination with different ads, or one ad group pointing at four destinations, are both broken and both cheap to see.
Then pull the search terms with their match type segmentation and look at how much of the exact match traffic is arriving as close variants. A high proportion tells you the string-based theming was never doing what the previous builder thought it was.
Then consolidate before you split. Merging ad groups that share a destination and an ad is the change that improves data density immediately, and it is reversible. Splitting is the change that costs you data, so it should be second.
Then rewrite the ads per theme, because after a consolidation the ads are the only differentiator left and the inherited ones were written for a different arrangement.
Do it as one deliberate move rather than as a month of tidying, and expect a recalibration period after it. The relationship between ad and query relevance and what you pay per click has not changed with any of this, which is why Quality Score is still worth reading as a diagnostic once the dust settles.
If an inherited account has a long history of ad group splits nobody can explain, the useful next step is not another theming theory. It is an audit that looks at structure and tracking before tactics, because a theming rebuild on top of broken measurement produces confident nonsense.