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AEO Rankings · Infrastructure

AEO for digital experience monitoring software: AI search visibility ranking

How AI search engines rank digital experience monitoring software by visibility and citations. 20 brands measured monthly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Digital experience monitoring software used to measure real user performance, detect user-facing issues, and improve application experience across browsers, devices, and regions. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →

14%
Avg visibility across category
12%
Avg citation rate
20/20
Brands successfully audited
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When buyers inquire about Digital experience monitoring software, AI engines frequently recognize Dynatrace as the industry leader, with New Relic and Nexthink also receiving notable mentions. Dynatrace stands out with a visibility percentage of 75.0, underscoring its prominence in AI-generated discussions and recommendations regarding this software category.

The current rankings are shaped largely by the sources AI engines draw from most often, including gartner.com, dynatrace.com, and newrelic.com. These platforms, often aggregators or review sites, provide comprehensive evaluations that bolster the visibility and authority of brands like Dynatrace and New Relic within the AI engine responses.

For buyers assessing which brand to choose, it is crucial to note that AI engines place significant weight on sources offering recent reviews and third-party validations. This means prioritizing vendors that consistently receive high praise in reviews and have a strong presence on authoritative domains can lead to more informed decision-making.

At a glance

Category leader Dynatrace 75% visibility · named in 6 of 8 AI answers
Most cited brand Dynatrace 88% citation rate · the AI's most-trusted source brand in digital experience monitoring software
Top cited domain gartner.com Referenced by AI across the digital experience monitoring software query set — the highest-leverage PR target in this category
Visibility spread 75pp Gap between top and bottom of the ranking · 11 brands at 0% (invisible to the AI)

What we observed in this category

Dynatrace dominates this category with a visibility score of 75.0% and a composite score of 78.8, compared to a category average visibility of 14.4%. The nearest competitor, New Relic, sits at 50.0% visibility but scores only 42.5 composite. That 36.3-point composite gap between first and second place is unusually large for a 20-brand field, and it means the majority of AI-generated answers about digital experience monitoring software are shaped almost entirely by one vendor's presence.

A striking divergence between visibility and citation appears at ranks 3 and 4. Nexthink holds 50.0% visibility but 0.0% citation, and Datadog sits at 37.5% visibility with 0.0% citation. Both brands are named in AI responses but are not being cited as sources. LogicMonitor shows the reverse pattern: 0.0% visibility paired with a 37.5% citation rate, meaning it supplies source material that the AI uses without surfacing the brand by name in answers.

Every brand in the top 10 lists Google AI Mode as its top engine, confirming that this category's AI visibility landscape is effectively a single-engine contest. Among the top cited sources, gartner.com and dynatrace.com appear alongside niche outlets such as eginnovations.com, thectoclub.com, peerspot.com, and lakesidesoftware.com. The presence of those smaller review and analyst sites alongside YouTube suggests the AI is drawing on a broad mix of third-party review content, not just official vendor documentation.

Movers & shakers since last refresh

Biggest visibility risers

  • Dynatrace 12% → 75% · rank #1 → #1
    +62pp
  • New Relic 0% → 50% · rank #2 → #2
    +50pp
  • Nexthink 12% → 50% · rank #4 → #3
    +38pp

The AEO ranking

# Brand Visibility Citation Top engine
1
dynatrace.com
75% 88% Google AI Mode

Dynatrace leads with 75.0% visibility and 87.5% citation, both the highest in the category and more than 5x the category average visibility of 14.4%.

2
newrelic.com
50% 25% Google AI Mode

New Relic matches Nexthink on visibility at 50.0% but its citation rate of 25.0% is 25 points higher, giving it a composite score of 42.5 versus Nexthink's 35.0.

3
nexthink.com
50% 0% Google AI Mode

Nexthink appears in 50.0% of AI responses, well above the 14.4% average, yet its 0.0% citation rate means the AI names it without treating its own content as a source.

4
datadoghq.com
38% 0% Google AI Mode

Datadog's 37.5% visibility is nearly 3x the category average, but a 0.0% citation rate limits its composite score to 26.2, suggesting low trust as a direct source.

5
thousandeyes.com
25% 12% Google AI Mode

ThousandEyes has 25.0% visibility and a 12.5% citation rate, placing it close to the category averages and well behind the top three in composite score at 21.2.

6
catchpoint.com
12% 25% Google AI Mode
7
thousandeyes.com
12% 12% Google AI Mode
8
splunk.com
12% 12% Google AI Mode
9
logicmonitor.com
0% 38% Google AI Mode
10
controlup.com
12% 0% Google AI Mode
11
riverbed.com
0% 12% Google AI Mode
12
logrocket.com
0% 12% Google AI Mode
13
cisco.com
0% 0% Google AI Mode
14
akamai.com
0% 0% Google AI Mode
15
elastic.co
0% 0% Google AI Mode
16
grafana.com
0% 0% Google AI Mode
17
honeycomb.io
0% 0% Google AI Mode
18
raygun.com
0% 0% Google AI Mode
19
sentry.io
0% 0% Google AI Mode
20
fullstory.com
0% 0% Google AI Mode

Sources AI engines trust in this category

Across the 8 buyer-intent queries we ran on digital experience monitoring 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.

gartner.comdynatrace.comeginnovations.comthectoclub.comnewrelic.compeerspot.comyoutube.comlakesidesoftware.com

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 30 days and refresh this page automatically. How AI search ranking works →

Run an AEO audit on your own digital experience monitoring 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.

Audit your digital experience monitoring software brand → Browse all AEO rankings Methodology →

Frequently asked about AEO for digital experience monitoring software

Who leads AI visibility in digital experience monitoring software?

Dynatrace leads with 75.0% visibility and a composite score of 78.8, far ahead of second-ranked New Relic at 50.0% visibility and a 42.5 composite score.

Which brands appear frequently in AI answers but are not cited as sources?

Nexthink and Datadog both have 0.0% citation rates despite visibility scores of 50.0% and 37.5% respectively, meaning the AI names them but does not reference their content.

Are there any brands cited by AI that it does not visibly name in answers?

LogicMonitor has a 37.5% citation rate but 0.0% visibility, indicating its content is used as background source material without the brand appearing in AI-generated answers.

What sources does AI cite most for digital experience monitoring research?

The top cited sources include gartner.com, dynatrace.com, eginnovations.com, thectoclub.com, peerspot.com, and lakesidesoftware.com, reflecting a mix of analyst, vendor, and review-site content.

Which AI engine drives visibility in this category?

Every brand in the top 10 lists Google AI Mode as its top engine, making this category entirely dependent on a single engine for AI-driven brand exposure.

How concentrated is AI visibility across the 20 brands in this category?

The category average visibility is only 14.4%, while Dynatrace alone sits at 75.0%, indicating that AI attention is heavily concentrated at the top of the ranking.