AEO for in-app messaging software: AI search visibility ranking
How AI search engines rank in-app messaging software 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. Platforms used to deliver targeted in-app messages, onboarding prompts, nudges, announcements, and lifecycle campaigns inside products. 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 inquire about In-app messaging software, AI engines consistently point to Userpilot as the top brand. With a visibility score of 25.0 percent, Userpilot leads the pack. Other notable mentions include Appcues and Braze, which are recognized for their robust features and market reputation.
The rankings are influenced by sources frequently cited by AI engines, such as gleap.io and guideflow.com. These sources, primarily aggregator and review sites, provide comprehensive overviews and user feedback, shaping the visibility of brands. This reflects a reliance on platforms that compile user experiences and expert reviews.
For buyers, understanding what AI engines value can guide their decision. Recent reviews and third-party validation from authoritative sources are crucial. When choosing from this list, consider how these factors, especially topical authority on specific subcategories, impact the brand's evaluation and relevance in the market.
At a glance
What we observed in this category
Userpilot holds the top position with a composite score of 25.0, matching both its visibility and citation rates exactly. Appcues and Braze share the same 25.0 visibility figure but trail on citation, producing composite scores of 21.2 and 17.5 respectively. The gap between rank 1 and rank 4 (Pendo at 12.5 composite) is meaningful because the category average visibility sits at just 6.9 percent, meaning the top three brands capture attention at more than three times the typical brand rate.
A clear divergence exists between being named and being cited. Braze appears in 25.0 percent of responses but carries a 0.0 citation rate, suggesting AI describes it without linking to its domain. The same pattern applies to OneSignal, Intercom, CleverTap, and MoEngage, all at 12.5 percent visibility with zero citations. Pushwoosh presents the inverse case: 0.0 visibility but a 12.5 percent citation rate, meaning AI references its domain as a source even when not naming it as a product recommendation.
Every brand in the top 10 lists Google AI Mode as its top engine, indicating this category's AI visibility landscape is entirely shaped by a single engine. The top cited sources include third-party review and content sites such as learn.g2.com and businessofapps.com alongside smaller specialist domains like gleap.io, guideflow.com, and knock.app. Userpilot.com is the only brand domain appearing directly in the cited sources list, reinforcing its dual strength in both visibility and citation at 25.0 percent each.
Movers & shakers since last refresh
Biggest visibility risers
-
Appcues 12% → 25% · rank #6 → #2+12pp
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Braze 12% → 25% · rank #5 → #3+12pp
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Pendo 0% → 12% · rank #13 → #4+12pp
Biggest visibility fallers
-
OneSignal 38% → 12% · rank #2 → #5-25pp
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Userpilot 38% → 25% · rank #1 → #1-12pp
-
Pushwoosh 12% → 0% · rank #3 → #9-12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
userpilot.com
|
25% | 25% | Google AI Mode |
Userpilot is the only brand where visibility and citation both sit at 25.0 percent, giving it a composite score 3.6 times the category average visibility of 6.9 percent. |
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| 2 |
appcues.com
|
25% | 12% | Google AI Mode |
Appcues matches Userpilot on visibility at 25.0 percent but its citation rate of 12.5 percent trails Userpilot by half, producing a composite score of 21.2 versus 25.0. |
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| 3 |
braze.com
|
25% | 0% | Google AI Mode |
Braze holds 25.0 percent visibility, equal to the top two brands, but its 0.0 citation rate is the sharpest visibility-to-citation gap among any brand in the top five. |
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| 4 |
pendo.io
|
12% | 12% | Google AI Mode |
Pendo rose nine rank positions from 13th to 4th, gaining 12.5 points of both visibility and citation, making it the biggest overall mover in the audit period. |
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| 5 |
onesignal.com
|
12% | 0% | Google AI Mode |
OneSignal fell from rank 2 to rank 5, losing 25.0 visibility points and 12.5 citation points, the steepest absolute visibility decline recorded among all fallers in this audit. |
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| 6 |
intercom.com
|
12% | 0% | Google AI Mode |
| 7 |
clevertap.com
|
12% | 0% | Google AI Mode |
| 8 |
moengage.com
|
12% | 0% | Google AI Mode |
| 9 |
pushwoosh.com
|
0% | 12% | Google AI Mode |
| 10 |
webengage.com
|
0% | 0% | Google AI Mode |
| 11 |
batch.com
|
0% | 0% | Google AI Mode |
| 12 |
wonderpush.com
|
0% | 0% | Google AI Mode |
| 13 |
hubspot.com
|
0% | 0% | Google AI Mode |
| 14 |
salesforce.com
|
0% | 0% | Google AI Mode |
| 15 |
useinsider.com
|
0% | 0% | Google AI Mode |
| 16 |
leanplum.com
|
0% | 0% | Google AI Mode |
| 17 |
sendbird.com
|
0% | 0% | Google AI Mode |
| 18 |
customer.io
|
0% | 0% | Google AI Mode |
| 19 |
iterable.com
|
0% | 0% | Google AI Mode |
| 20 |
airship.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on in-app messaging software, 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 in-app messaging software 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 in-app messaging software
Who leads AI visibility in in-app messaging software?
Userpilot leads with a composite score of 25.0, the only brand where visibility and citation rates are equal at 25.0 percent each. Appcues and Braze share the same 25.0 percent visibility but score lower due to weaker citation rates.
Which brands are named by AI but not cited as sources in this category?
Braze, OneSignal, Intercom, CleverTap, and MoEngage all register visibility between 12.5 and 25.0 percent but carry a 0.0 citation rate, meaning AI describes them without linking to their domains.
What sources does AI cite most for in-app messaging software research?
The top cited sources include gleap.io, guideflow.com, businessofapps.com, learn.g2.com, and knock.app, with userpilot.com as the only brand domain appearing directly in that cited sources list.
Which engine drives AI visibility in this category?
Google AI Mode is the top engine for every brand in the top 10, meaning the entire category's AI visibility landscape is currently determined by a single engine.
Which brand showed the biggest positive movement in this audit period?
Pendo jumped nine rank positions from 13th to 4th, gaining 12.5 percentage points in both visibility and citation, the largest combined improvement recorded among all brands tracked.
How does the category average compare to the top brands' visibility scores?
The category average visibility is 6.9 percent, while the top three brands (Userpilot, Appcues, Braze) each sit at 25.0 percent, more than three times the average rate.