Top 20 application performance monitoring software by AI search visibility (2026)
Application performance monitoring software used to trace transactions, diagnose latency, surface runtime errors, and improve application reliability across cloud systems. Ranked by a composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Refreshed Jun 07, 2026At a glance
What we observed in this categoryauto-generated
New Relic holds the clear leadership position in AI visibility for APM software, scoring a composite of 40.0 against a category average visibility of just 3.1%. Its 25% visibility combined with a 75% citation rate creates a compounding advantage — it is both named frequently and trusted as a source. Datadog matches New Relic on visibility at 25% but holds a 0% citation rate, meaning the gap in composite score (40.0 vs 17.5) reflects fundamentally different roles in AI-generated responses across this category.
The visibility-citation divergence is the defining structural pattern in this category. Atatus (rank 3) and Sematext (rank 4) each hold 0% visibility yet earn 50% and 37.5% citation rates respectively, indicating AI surfaces their content as reference material without naming them as recommended vendors. Conversely, Datadog and Dynatrace are named in AI responses but cited zero times, suggesting they appear in AI-generated lists but their domains are not being pulled as authoritative sources underpinning those answers.
Google AI Mode is the dominant — and apparently sole — engine driving visibility across all 20 brands in this audit, with every brand's top engine recorded as Google AI Mode. The top cited sources reveal the AI anchors heavily on third-party review and editorial content: thectoclub.com, learn.g2.com, buzzclan.com, and blazemeter.com all appear alongside newrelic.com itself. Vendor-owned domains outside New Relic are largely absent from the cited sources list, indicating AI responses in this category are shaped primarily by aggregator and comparison content.
Movers & shakers since last refresh
Biggest visibility risers
-
New Relic 0% → 25% · rank #0 → #1+25pp
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Datadog 0% → 25% · rank #0 → #2+25pp
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Dynatrace 0% → 12% · rank #0 → #6+12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
newrelic.com
|
25% | 75% | Google AI Mode |
New Relic leads with a composite score of 40.0, the only brand combining above-average visibility (25%) with a category-high citation rate of 75%. |
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| 2 |
datadoghq.com
|
25% | 0% | Google AI Mode |
Datadog matches New Relic's 25% visibility but earns a 0% citation rate, cutting its composite score to 17.5 and signalling AI mentions without source trust. |
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| 3 |
atatus.com
|
0% | 50% | Google AI Mode |
Atatus achieves a 50% citation rate despite 0% visibility, ranking third overall — its content is referenced by AI but the brand is not named as a vendor. |
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| 4 |
sematext.com
|
0% | 38% | Google AI Mode |
Sematext ties ManageEngine at composite 11.2, both earning 37.5% citation rates with zero visibility, indicating citation-only presence in AI-generated APM responses. |
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| 5 |
manageengine.com
|
0% | 38% | Google AI Mode |
ManageEngine mirrors Sematext exactly — 0% visibility, 37.5% citations, composite 11.2 — despite being a far larger enterprise brand than several higher-cited peers. |
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| 6 |
dynatrace.com
|
12% | 0% | Google AI Mode |
| 7 |
scoutapm.com
|
0% | 25% | Google AI Mode |
| 8 |
middleware.io
|
0% | 25% | Google AI Mode |
| 9 |
splunk.com
|
0% | 25% | Google AI Mode |
| 10 |
uptrace.dev
|
0% | 12% | Google AI Mode |
| 11 |
solarwinds.com
|
0% | 12% | Google AI Mode |
| 12 |
raygun.com
|
0% | 0% | Google AI Mode |
| 13 |
stackify.com
|
0% | 0% | Google AI Mode |
| 14 |
appdynamics.com
|
0% | 0% | Google AI Mode |
| 15 |
elastic.co
|
0% | 0% | Google AI Mode |
| 16 |
sentry.io
|
0% | 0% | Google AI Mode |
| 17 |
honeycomb.io
|
0% | 0% | Google AI Mode |
| 18 |
grafana.com
|
0% | 0% | Google AI Mode |
| 19 |
instana.com
|
0% | 0% | Google AI Mode |
| 20 |
logicmonitor.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on application performance 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.
How to read this 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.
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.
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.
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.
Get your own application performance monitoring software brand audited
The brands above were curated from public market-leader lists. Want the same 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 application performance monitoring software AI visibility
Who leads AI visibility in application performance monitoring software?
New Relic leads with a composite score of 40.0, driven by 25% visibility and a 75% citation rate — far ahead of second-ranked Datadog at 17.5.
Which APM brands are cited by AI but not named as vendors?
Atatus (50% citation, 0% visibility) and Sematext (37.5% citation, 0% visibility) are the clearest examples of brands referenced as sources without being surfaced as recommended tools.
Which APM brands appear in AI responses but are not cited as sources?
Datadog and Dynatrace both hold above-zero visibility (25% and 12.5% respectively) yet have 0% citation rates, meaning AI names them without pulling their domains as reference sources.
What sources does AI cite most for APM software research?
The top cited sources include newrelic.com, thectoclub.com, learn.g2.com, buzzclan.com, and blazemeter.com — dominated by third-party editorial and review sites rather than vendor domains.
How does the category average compare to the leading brand in APM AI visibility?
The category average visibility is just 3.1%, while New Relic sits at 25% — more than eight times the average — illustrating a highly concentrated visibility landscape.
Which AI engine is driving visibility for APM software brands?
Google AI Mode is the top engine for every brand in the audit, indicating no meaningful visibility is being captured from other AI answer engines in this category.