Blog · 29 October 2026 · 9 min read
Relevance, Distance, Prominence: How the Map Pack Works
Google names three factors and refuses to weight them. In practice they are not equal, and knowing which one is binding on your business changes where the money goes.
Three factors, no published weights
Google says the local results are decided by relevance, distance and prominence. That much is public and has been for years.
What is not public is how they are weighted, and that is the part that decides what you should actually do.
After enough accounts you stop treating them as a list of three equal things. They behave very differently, and only one of them is usually the thing holding a particular business back.
Relevance: can you answer this query at all
Relevance is the eligibility question. Does this profile plausibly provide the thing being searched for?
It is driven mostly by your primary category, then service items, then the text on the profile and the site behind it.
The important property of relevance is that it is close to binary at the low end. If your category does not fit the query, you are not in the running, and no amount of reviews fixes that.
At the high end it flattens out. Once you clearly provide the service, being more obviously relevant adds very little. Ten mentions of the service on your profile does not beat three.
This is why relevance problems are cheap to fix and expensive to ignore. A wrong primary category can cost you an entire query set, and correcting it takes twenty minutes.
It is also why relevance is rarely where a competent account is stuck. If it is your constraint, you usually find out fast, because you are absent rather than merely low.
Distance: the factor you cannot argue with
Distance is measured from the searcher to your pin, or to your service area centroid if you run a hidden address.
It is the most powerful of the three for most queries, and it is the one businesses most want to believe they can overcome.
You cannot. There is no configuration that makes a business in one suburb rank as strongly in another suburb as a competitor who is physically there.
What you can do is change the shape of the curve. A strong profile holds its position further out before it drops away; a weak one falls off almost immediately past its own street.
That is the honest framing. Optimisation does not beat proximity, it extends your radius, and the extension is worth real money because it is the difference between one neighbourhood and four.
Distance is also why a second location outperforms any amount of work on a single pin when the catchment is genuinely large. Two pins cover ground that one pin never will.
Prominence: everything else, and the slowest to move
Prominence is Google's estimate of how well known and well regarded the business is, assembled from reviews, links, mentions, citations, and the authority of the website behind the profile.
It is the factor that behaves most like classic organic SEO, and it moves on the same timescale: months, not weeks.
Review count and review recency sit inside prominence, which is why a steady review habit is worth more than any single campaign.
So do links and mentions from local sources that have nothing to do with directories: a chamber of commerce page, a local news mention, a supplier listing you on their site.
Prominence is where most of the durable advantage lives, and it is the hardest to buy. That asymmetry is exactly why it works.
Which one is binding on you
The useful question is not which factor matters most in general. It is which one is currently stopping this business.
If you are absent even at your own address, that is almost always relevance. Check the category first.
If you rank well at your door and vanish within a kilometre or two, that is distance, and the answer is either a stronger profile to extend the radius, a service area configuration, or a second location.
If you rank across a decent area but consistently sit fourth or fifth behind the same competitors, that is prominence, and the answer is reviews, links and time.
Those three diagnoses lead to completely different budgets. Spending on reviews when your category is wrong wastes a quarter. Spending on categories when the problem is prominence wastes an afternoon and achieves nothing.
The factors nobody lists but everyone notices
Beyond the official three, a few things behave as though they matter, and it is worth being honest that these are observations rather than confirmed signals.
Profile completeness appears to act as a tiebreaker. Between two similar listings, the one with hours, services, attributes and photographs filled in tends to win.
Engagement appears to matter. Profiles that get clicks, direction requests and calls seem to hold their positions better than ones that do not.
Consistency of the record across the web is the foundation under prominence rather than a factor of its own, which is why citation work pays indirectly rather than directly.
None of these is a lever you can pull on its own. They are the reason that doing the ordinary things properly compounds while doing one clever thing does not.
What this means for how you spend
Diagnose before you buy. A geo-grid across your real service area tells you within a day whether you are facing a relevance, distance or prominence problem.
Fix relevance first because it is nearly free. Then decide whether the distance problem justifies a second location or a wider radius strategy.
Then settle into prominence, which is the long game and the one that keeps paying after you stop paying anyone.
Anyone selling you a single tactic without telling you which of the three they think is binding is guessing, and you are funding the guess.
How the three factors interact in a real search
Take a search for an emergency plumber at nine in the evening, typed from a flat in a dense part of the city.
Relevance filters first. Every business whose category and services do not describe emergency plumbing is gone before anything else is considered.
Distance then sorts what remains, because at this hour the searcher wants someone close rather than someone famous.
Prominence decides the order of the handful left standing, and this is where reviews, corroboration and the website do their work.
Change one detail and the whole thing reorders. The same search typed at nine in the morning from a car on a motorway produces a different set entirely, because the distance input moved.
Why two people searching the same words see different results
This is the part owners find hardest to accept, and it is also the reason most ranking arguments are unresolvable.
Your position is not a single number. It is a different number at every point on the map, because distance is an input and the searcher supplies it.
So when a client tells me they are second and their competitor tells their own client the same thing, both can be telling the truth.
The practical consequence is that you cannot manage this with a rank checker that reports one figure. You need readings taken from many points across the area you serve.
I take those readings before any work starts and again thirty days later. Without a before, there is no honest way to attribute a change to anything you did.
What this means for where you spend money
If relevance is your binding constraint, the fix is cheap and fast: the primary category, the services list, and the page that backs them up.
If distance is binding, no amount of profile work solves it. The honest options are a second location, a different service area, or accepting a smaller radius.
If prominence is binding, which it usually is in competitive markets, the work is slow and unglamorous: reviews earned steadily, consistent records elsewhere, and a site that corroborates what the profile claims.
Most wasted local SEO budget comes from treating a distance problem as a prominence problem, and paying monthly for work that could never have changed the outcome.
Written by Waseem Abbas. More about how I work, or see client results with the screenshots.
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