App monitoring software: AI search visibility ranking (2026)
How AI search engines rank app 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. App monitoring software used to track application health, surface crashes and errors, measure performance, and improve user experience across software products. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Refreshed Jun 17, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
New Relic holds the top composite score at 11.2, driven entirely by a 37.5% citation rate rather than any visibility score, which sits at zero. Datadog and AppDynamics share an identical composite score of 8.8 and both register 12.5% visibility with zero citations. The gap between New Relic and the rest of the field is meaningful because it reflects a fundamentally different type of AI presence, one built on being referenced rather than appearing in generated descriptions.
The divergence between visibility and citation is sharp across this category. New Relic is cited nearly 38% of the time yet has no measured visibility, meaning Google AI Mode treats it as a trusted source rather than a named subject of answers. Datadog and AppDynamics show the opposite pattern, appearing in generated content at 12.5% each but receiving zero citations. Dynatrace, Splunk, Sentry, and six other ranked brands score zero on both metrics, leaving the category extremely thin in terms of active AI representation.
Google AI Mode is the only engine recorded across all 20 brands in this audit. Among the top cited sources, newrelic.com appears directly alongside third-party review and media properties including g2.com, pcmag.com, dnsstuff.com, and youtube.com. The presence of allaboutcookies.org and hud.io in the top cited sources list is unusual and suggests the AI is drawing from a broad and inconsistent source pool when constructing answers in this category.
Movers & shakers since last refresh
Biggest visibility risers
-
AppDynamics 0% → 12% · rank #5 → #3+12pp
Biggest visibility fallers
-
New Relic 25% → 0% · rank #1 → #1-25pp
-
Datadog 25% → 12% · rank #2 → #2-12pp
-
Splunk 12% → 0% · rank #3 → #5-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
newrelic.com
|
0% | 38% | Google AI Mode |
New Relic leads with a composite score of 11.2, driven by a 37.5% citation rate, but its visibility has dropped 25 percentage points from the previous period to zero. |
||||
| 2 |
datadoghq.com
|
12% | 0% | Google AI Mode |
Datadog shares an 8.8 composite score with AppDynamics, holds 12.5% visibility, but has zero citation rate and has lost 12.5 visibility points since the prior period. |
||||
| 3 |
appdynamics.com
|
12% | 0% | Google AI Mode |
AppDynamics is the only brand recording a visibility gain this period, rising 12.5 points from zero, though it still records no citations and ranks joint second on composite score. |
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| 4 |
dynatrace.com
|
0% | 0% | Google AI Mode |
Dynatrace holds rank four despite a composite score of zero, recording no visibility and no citations, placing it among a large group of brands with no active AI presence. |
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| 5 |
splunk.com
|
0% | 0% | Google AI Mode |
Splunk has fallen two rank positions and lost 12.5 visibility points this period, dropping to zero on both visibility and citation, making it one of three recorded visibility fallers. |
||||
| 6 |
sentry.io
|
0% | 0% | Google AI Mode |
| 7 |
raygun.com
|
0% | 0% | Google AI Mode |
| 8 |
instabug.com
|
0% | 0% | Google AI Mode |
| 9 |
embrace.io
|
0% | 0% | Google AI Mode |
| 10 |
bugsnag.com
|
0% | 0% | Google AI Mode |
| 11 |
honeybadger.io
|
0% | 0% | Google AI Mode |
| 12 |
rollbar.com
|
0% | 0% | Google AI Mode |
| 13 |
logicmonitor.com
|
0% | 0% | Google AI Mode |
| 14 |
grafana.com
|
0% | 0% | Google AI Mode |
| 15 |
manageengine.com
|
0% | 0% | Google AI Mode |
| 16 |
site24x7.com
|
0% | 0% | Google AI Mode |
| 17 |
appsignal.com
|
0% | 0% | Google AI Mode |
| 18 |
betterstack.com
|
0% | 0% | Google AI Mode |
| 19 |
sematext.com
|
0% | 0% | Google AI Mode |
| 20 |
firebase.google.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on app 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 app 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 app monitoring software AI visibility
Who leads AI visibility in app monitoring software?
New Relic leads with a composite score of 11.2, though its lead is built on citation rate (37.5%) rather than visibility, which currently sits at zero percent.
Which brands actually appear in Google AI Mode answers for app monitoring?
Only Datadog and AppDynamics register any visibility, both at 12.5%. The remaining 18 brands in the audit, including Dynatrace and Splunk, show zero visibility.
What sources does Google AI Mode cite most for app monitoring software research?
The top cited sources include youtube.com, newrelic.com, pcmag.com, g2.com, and dnsstuff.com, alongside less expected properties like allaboutcookies.org and hud.io.
Is there a brand gaining AI visibility momentum in this category?
AppDynamics is the only brand recording a visibility gain, rising from zero to 12.5% this period, making it the sole riser among the top brands tracked.
How does the category average compare to the top brands?
The category average visibility is 1.2% and average citation rate is 1.9%, both well below New Relic's 37.5% citation rate and the 12.5% visibility held by Datadog and AppDynamics.
Are any major app monitoring brands losing ground in AI visibility?
Yes. New Relic lost 25 visibility points, Datadog lost 12.5 points, and Splunk lost 12.5 points and dropped two rank positions, making them the three recorded visibility fallers this period.