Error monitoring software: AI search visibility ranking (2026)
How AI search engines rank error 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. Error monitoring software used by engineering teams to capture exceptions, trace issues, and resolve production bugs faster across web and mobile applications. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Refreshed Jun 18, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
Sentry leads the error monitoring software category with 50% visibility, well above the 8.1% category average, but its composite score of 42.5 is only marginally ahead of Rollbar at 41.2. That narrow gap at the top is notable because Sentry has fallen from 75% visibility in the prior period, a 25-point decline, while Rollbar has held its position. The shrinking lead suggests Sentry's dominance in AI-generated responses is eroding rather than consolidating.
Rollbar presents the clearest example of visibility and citation diverging: it holds 37.5% visibility but a 50% citation rate, the highest citation rate in the dataset. Sentry shows the inverse pattern, with 50% visibility but only 25% citation. Bugsnag and Datadog both sit at 25% visibility yet record 0% citations, meaning the AI mentions them without anchoring to their owned content. Raygun sits at rank 3 with a citation rate of 37.5% despite only 12.5% visibility, reinforcing that being named and being cited are distinct outcomes.
Every brand in the top 10 records Google AI Mode as its top engine, confirming this category is almost entirely shaped by a single engine's behaviour. The top cited sources list includes rollbar.com, sentry.io, and raygun.com alongside third-party domains such as reddit.com, saucelabs.com, and vmblog.com. The presence of reddit.com and non-vendor domains in that cited source list suggests Google AI Mode is pulling from community and review content, not only vendor sites, when constructing answers about error monitoring tools.
Movers & shakers since last refresh
Biggest visibility risers
-
TrackJS 0% → 12% · rank #11 → #6+12pp
Biggest visibility fallers
-
Sentry 75% → 50% · rank #1 → #1-25pp
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Datadog 50% → 25% · rank #3 → #5-25pp
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New Relic 25% → 0% · rank #6 → #9-25pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
sentry.io
|
50% | 25% | Google AI Mode |
Sentry leads visibility at 50%, more than six times the 8.1% category average, but its citation rate of 25% is half that of second-ranked Rollbar. |
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| 2 |
rollbar.com
|
38% | 50% | Google AI Mode |
Rollbar holds the highest citation rate in the dataset at 50%, outpacing its 37.5% visibility score and ranking first among cited sources in the category. |
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| 3 |
raygun.com
|
12% | 38% | Google AI Mode |
Raygun's citation rate of 37.5% is three times its visibility rate of 12.5%, indicating the AI references its content more often than it names the brand unprompted. |
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| 4 |
bugsnag.com
|
25% | 0% | Google AI Mode |
Bugsnag achieves 25% visibility, above the category average, but records 0% citations, meaning AI responses mention it without drawing on any of its owned content. |
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| 5 |
datadoghq.com
|
25% | 0% | Google AI Mode |
Datadog matches Bugsnag at 25% visibility and 0% citations but has fallen two ranks and lost 25 visibility points since the prior period, the joint-largest decline recorded. |
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| 6 |
trackjs.com
|
12% | 0% | Google AI Mode |
| 7 |
logrocket.com
|
0% | 12% | Google AI Mode |
| 8 |
scoutapm.com
|
0% | 12% | Google AI Mode |
| 9 |
newrelic.com
|
0% | 0% | Google AI Mode |
| 10 |
dynatrace.com
|
0% | 0% | Google AI Mode |
| 11 |
catchjs.com
|
0% | 0% | Google AI Mode |
| 12 |
atatus.com
|
0% | 0% | Google AI Mode |
| 13 |
baresquare.com
|
0% | 0% | Google AI Mode |
| 14 |
honeybadger.io
|
0% | 0% | Google AI Mode |
| 15 |
airbrake.io
|
0% | 0% | Google AI Mode |
| 16 |
appsignal.com
|
0% | 0% | Google AI Mode |
| 17 |
betterstack.com
|
0% | 0% | Google AI Mode |
| 18 |
embrace.io
|
0% | 0% | Google AI Mode |
| 19 |
instabug.com
|
0% | 0% | Google AI Mode |
| 20 |
splunk.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on error 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 error 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 error monitoring software AI visibility
Who leads AI visibility in error monitoring software?
Sentry leads with 50% visibility and a composite score of 42.5, but its visibility has dropped 25 points from the prior period, narrowing its lead over Rollbar.
Which brand is cited most often by AI in this category?
Rollbar has the highest citation rate at 50%, and rollbar.com appears first in the top cited sources list, ahead of sentry.io and raygun.com.
What sources does AI cite most for error monitoring software research?
The top cited sources include rollbar.com, sentry.io, and raygun.com alongside third-party domains such as reddit.com, saucelabs.com, and vmblog.com, showing reliance on community and review content as well as vendor sites.
Which brands have high visibility but no citations in this category?
Bugsnag and Datadog both hold 25% visibility but record 0% citation rates, meaning AI responses name them without referencing their owned content.
Which brand has seen the biggest improvement in AI visibility recently?
TrackJS is the only recorded riser, climbing five places from rank 11 to rank 6 with a visibility increase of 12.5 points, though its citation rate remains at 0%.
Which engine drives AI visibility across error monitoring software brands?
Google AI Mode is listed as the top engine for every brand in the top 10, making it the sole engine shaping AI-generated responses in this category.