AEO for location intelligence platforms: AI search visibility ranking
How AI search engines rank location intelligence platforms by visibility and citations. 20 brands measured quarterly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Location intelligence software used to map audiences, optimize territories, analyze trade areas, and make geo-informed decisions for expansion and operations. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
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When buyers ask about Location intelligence platforms, AI engines frequently recommend Esri ArcGIS, identifying it as the leader in the category. Placer.ai and Carto are also mentioned as top brands. Notably, Esri ArcGIS commands a leader visibility of 50.0 percent, making it a predominant choice among users.
The AI-driven rankings reflect the sources most frequently cited by AI engines, notably aggregator and review sites such as growthfactor.ai and g2.com. These domains are instrumental in shaping brand visibility through their extensive collections of user ratings and expert analyses. Their prominence in the rankings signifies the value placed on aggregated user feedback and expert opinions.
For buyers evaluating this list, it is crucial to consider how AI engines prioritize recent reviews and third-party validation. This indicates that staying current with the latest user experiences and expert insights can be valuable. Choose a brand whose topical authority and user feedback align with your specific location intelligence needs.
At a glance
What we observed in this category
Esri ArcGIS leads the location intelligence platforms category with a composite score of 42.5, ahead of Placer.ai at 38.8 and Carto at 35.0. All three share an identical visibility score of 50.0 percent, well above the category average of 8.8 percent. The gap that separates them is citation rate, where Esri ArcGIS at 25.0 percent pulls decisively ahead of Placer.ai at 12.5 percent and Carto at 0.0 percent, meaning the composite scoring heavily rewards trusted citation alongside raw visibility.
Maptitude presents the sharpest divergence between visibility and citation in the dataset. It holds only 12.5 percent visibility, below the top three by 37.5 points, yet its citation rate of 37.5 percent is the highest of any brand in the audit, exceeding even Esri ArcGIS. This pattern means Google AI Mode names Maptitude less frequently in responses but trusts and references its domain more often when it does, a split that reflects a different type of AI presence than the visibility leaders hold.
Google AI Mode is the top engine for every brand in the dataset, indicating this category is almost entirely anchored on a single engine. The top cited external sources include g2.com, peerspot.com, and growthfactor.ai alongside first-party domains like esri.com and caliper.com. The presence of review aggregators and analyst sites in the citation mix suggests Google AI Mode draws on third-party evaluation content heavily when constructing responses about location intelligence platforms, not just vendor-owned pages.
Movers & shakers since last refresh
Biggest visibility risers
-
Placer.ai 12% → 50% · rank #4 → #2+38pp
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Carto 25% → 50% · rank #3 → #3+25pp
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Esri ArcGIS 38% → 50% · rank #1 → #1+12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
esri.com
|
50% | 25% | Google AI Mode |
Esri ArcGIS holds the top composite score of 42.5 by combining peak visibility at 50.0 percent with the second-highest citation rate of 25.0 percent, which no other 50-percent-visibility brand matches. |
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| 2 |
placer.ai
|
50% | 12% | Google AI Mode |
Placer.ai rose from rank 4 to rank 2 with a visibility delta of 37.5 points, but its citation rate of 12.5 percent has not moved, creating a growing gap between how often it is named versus trusted. |
||||
| 3 |
carto.com
|
50% | 0% | Google AI Mode |
Carto matches the top visibility score of 50.0 percent yet records a citation rate of 0.0 percent, the lowest among any brand with meaningful visibility, dragging its composite to 35.0. |
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| 4 |
caliper.com
|
12% | 38% | Google AI Mode |
Maptitude has only 12.5 percent visibility but leads all 20 brands on citation rate at 37.5 percent, a rare inversion that puts its composite score of 20.0 ahead of Mapbox despite similar visibility. |
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| 5 |
mapbox.com
|
12% | 12% | Google AI Mode |
Mapbox records equal visibility and citation rates of 12.5 percent each, placing it exactly at the category average on citations while its composite of 12.5 sits well below the top-four brands. |
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| 6 |
unacast.com
|
0% | 12% | Google AI Mode |
| 7 |
gapmaps.com
|
0% | 12% | Google AI Mode |
| 8 |
precisely.com
|
0% | 12% | Google AI Mode |
| 9 |
clevermaps.io
|
0% | 0% | Google AI Mode |
| 10 |
alteryx.com
|
0% | 0% | Google AI Mode |
| 11 |
near.com
|
0% | 0% | Google AI Mode |
| 12 |
geoblink.com
|
0% | 0% | Google AI Mode |
| 13 |
bouncie.com
|
0% | 0% | Google AI Mode |
| 14 |
gravyanalytics.com
|
0% | 0% | Google AI Mode |
| 15 |
targomo.com
|
0% | 0% | Google AI Mode |
| 16 |
spectus.ai
|
0% | 0% | Google AI Mode |
| 17 |
dataplor.com
|
0% | 0% | Google AI Mode |
| 18 |
een.com
|
0% | 0% | Google AI Mode |
| 19 |
nextbillion.ai
|
0% | 0% | Google AI Mode |
| 20 |
foursquare.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on location intelligence platforms, these are the domains Google AI Mode cited most often. If you're not on this list — or if your competitors are — that's a concrete PR / linkbuilding target.
How to read this AEO ranking
Four things worth knowing before you act on the numbers above. These are the same definitions across every industry page — for category-specific observations, see the What we observed section above (where available) and the per-brand insights inline in the ranking.
Visibility = being named
A brand's visibility % is the share of AI answers that mention it by name in the response prose. This is who AI engines actively recommend to the buyer. More on visibility →
Citation rate = being trusted
Citation rate is the share of AI answers that include the brand's domain as a clickable source link. This is what the AI treats as authoritative evidence, different from being named. More on citation rate →
Top engine differs by brand
The "top engine" column shows which AI surface each brand performs best on. Big gaps between a brand's score across engines usually points to specific content or schema gaps. How AI engines pick sources →
AEO rankings move month to month
AI engines re-crawl and re-rank on shorter cycles than classical search. We re-audit every brand on this list at least every 90 days and refresh this page automatically. How AI search ranking works →
Run an AEO audit on your own location intelligence platforms brand
The brands above were curated from public market-leader lists. Want the same answer engine optimisation measurement against your own brand — including the queries you appear on, which competitors get named instead, and a prioritised fix list? Run a free preview.
Frequently asked about AEO for location intelligence platforms
Who leads AI visibility in location intelligence platforms?
Esri ArcGIS, Placer.ai, and Carto all share the top visibility score of 50.0 percent, but Esri ArcGIS leads overall with a composite score of 42.5 due to its stronger citation rate of 25.0 percent.
Which brand has the highest citation rate in this category?
Maptitude holds the highest citation rate at 37.5 percent despite having only 12.5 percent visibility, suggesting Google AI Mode references its domain frequently within specific response contexts.
What sources does Google AI Mode cite most for location intelligence platform research?
The top cited sources include review and analyst sites such as g2.com and peerspot.com alongside vendor domains like esri.com and caliper.com, and AI-focused sites growthfactor.ai and energent.ai.
How does category average visibility compare to the top brands?
The category average visibility is 8.8 percent, meaning the three top-ranked brands at 50.0 percent each are running at more than five times the average visibility level.
Which brand showed the biggest visibility gain in the most recent period?
Placer.ai recorded the largest visibility delta at plus 37.5 points, rising from 12.5 percent to 50.0 percent, though its citation rate remained flat at 12.5 percent during the same period.
Is AI visibility in this category concentrated on one engine or spread across several?
Every brand in the dataset lists Google AI Mode as its top engine, indicating the entire category's AI visibility is currently anchored on a single platform with no meaningful signal from other engines.