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Why Your Local Pack Rankings Don't Tell the Full Story

Noah Owsiany

Noah Owsiany

Local SEO Data

2026-06-075 min read

Key takeaways

  • 01For the same search, 28.5% of Local Pack businesses don't appear in AI Mode at all.
  • 02Compare only the top 3 from each source and overlap drops to 48%. A top Local Pack ranking does not guarantee you appear in AI Mode.
  • 03The gap is widest outside small markets: 78.9% overlap in small metros vs 68.9% to 71.0% in larger ones.
  • 04If you report Local Pack rank alone, you're describing one of two channels and calling it the whole.

Your rank tracker measures one channel

You check your rank tracker, see your business at #2 in the Local Pack for "dentist Houston," and move on. The ranking is real. The problem is what it leaves out.

The Local Pack and Google AI Mode are different systems that surface different businesses for the same query. A clean Local Pack ranking tells you nothing about whether you appear in AI Mode, a channel Google is actively expanding.

We ran 1,120 local searches across 7 verticals and 13 US cities, comparing AI Mode results against the Local Pack side by side. For the same search, 28.5% of Local Pack businesses don't appear in AI Mode.

That means roughly 71.5% of Pack businesses also show in AI Mode (95% CI: 69.2%-73.8%, bootstrap, 10,000 resamples), and nearly three in ten do not. Your rank tracker reports the first number. It is silent on the second.

Overall Business Overlap

71.5%
28.5%
OverlapGap

A #1 Pack ranking doesn't guarantee you appear in AI Mode

You'd assume a top Local Pack ranking protects you, and that the businesses missing from AI Mode are the weak ones at the bottom of the Pack. The data says otherwise: a top ranking is no protection.

Compare only the top 3 Local Pack businesses against the top 3 AI Mode businesses and overlap drops to just 48%. Restricting both sides to their top 3 controls for AI Mode's larger slot count (it shows around 5 results to the Pack's fixed 3), and even then only 48% overlap. In 57% of searches, at least one of the top 3 Local Pack businesses does not appear anywhere in AI Mode. Strong Pack placement is no guarantee of an AI Mode appearance.

A few more numbers from the same dataset, because they reframe what "ranking well" means:

MetricValue
LP businesses also in AI Mode71.5%
Searches where all 3 LP businesses appear in AI Mode42.7%
Searches with zero overlap6.2%

In only 42.7% of searches do all three of your Local Pack competitors also show up in AI Mode. In 6.2% of searches there is zero overlap between the two channels at all. If you're only tracking Local Pack rankings, you're missing nearly 30% of the picture.

48%

Compare only the top 3 from each source and overlap drops to 48%. The businesses you rank against in the Local Pack are not the same field AI Mode shows.

The gap depends on your market

The size of the blind spot is not constant. It depends on how crowded your market is.

Small metros showed 78.9% overlap. Mid-size and large metros clustered lower, around 68.9% to 71.0%:

Market sizeCitiesMatched pairsLP-AI overlap
Small metrosSyracuse, Boise, Chattanooga19778.9%
Mid-size metrosDenver, Nashville, Charlotte, Austin25768.9%
Large metrosHouston, Chicago, Phoenix, LA, Seattle, Boston26871.0%

Fewer businesses compete for each keyword in smaller markets, so both systems draw from a smaller pool and agree more often. Outside small metros, in the mid-size and large markets where you probably compete, overlap drops into the high-60s to low-70s, and a Pack-only report misleads you more.

LP-AI Overlap by Market Size

Small metros78.9%
Large metros71.0%
Mid-size metros68.9%

What this means for your reporting

Report Local Pack rank by itself and you're measuring one channel while a second one runs in parallel. The fix is not complicated: pull AI Mode results for your top 5 to 10 keywords alongside your existing Pack tracking, and check whether you actually appear.

The gap runs in both directions, and each direction has its own brief.

Looking outward, AI Mode surfaces a whole field of competitors your rank tracker never reports. We cover that reciprocal blind spot, and how big it is, in 60% of Your AI Mode Competitors Are Invisible to Your Rank Tracker.

There's also a phrasing wrinkle that complicates any single check: the same business can be visible or invisible in AI Mode depending on how the query is worded. We break that down in How Query Wording Controls Whether You Show Up in AI Mode.

When you're ready to look for yourself, How to Check If You Appear in AI Mode walks through a 10-minute manual check with no tools.

One caution before you read a single snapshot as gospel. AI Mode is an evolving system, so a one-time pull is one draw from a shifting pool, not a fixed ranking. The structural patterns here held across all three days of collection, but which specific businesses appear can move day to day. Track consistently rather than checking once.

The Local Pack hasn't stopped mattering. But if you're not tracking AI Mode alongside it, your reporting is missing businesses your competitors can see, and possibly missing that you're invisible in a channel that keeps expanding.

Frequently asked questions

Should I stop tracking Local Pack rankings?+
No. The Local Pack is still the primary local result for most searches. But tracking it alone misses the 28.5% of your Local Pack businesses that don't appear in AI Mode, and at the top-3 level overlap drops to just 48%. Add AI Mode tracking alongside it rather than replacing anything.
I rank #1 in the Local Pack. Doesn't that mean I'm in AI Mode?+
Not necessarily. Comparing only the top 3 of each source, overlap drops to 48%, and in 57% of searches at least one top-3 Local Pack business is absent from AI Mode. Strong Pack placement does not guarantee an AI Mode appearance.
Why is the gap bigger in larger cities?+
Small metros showed 78.9% overlap versus 68.9% to 71.0% in mid-size and large metros. Fewer businesses compete per keyword in smaller markets, so both systems draw from a smaller pool and agree more often.
Does this mean AI Mode is replacing the Local Pack?+
No. The two systems coexist and surface different businesses for the same query. The Local Pack still appears in standard search. You need visibility in both.
How do I check whether I appear in AI Mode?+
You can do a 10-minute manual check with no tools, walked through in [How to Check If You Appear in AI Mode](/briefs/how-to-check-ai-mode-visibility). For ongoing tracking, pull AI Mode results for your top 5 to 10 keywords alongside your Local Pack tracking.

Run this analysis for your business

Pull AI Mode and Local Pack results for any keyword and city with the Local SEO Data API. See where your business actually appears.

Try the AI Mode API