Frontend monitoring tools: AI search visibility ranking (2026)
How AI search engines rank frontend monitoring tools 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. Frontend monitoring tools used to capture browser errors, user sessions, performance signals, and real-user experience across web 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 frontend monitoring tools category with a visibility score of 37.5%, against a category average of just 3.1%. That gap is substantial: Sentry appears in AI-generated responses roughly 12 times more often than the average brand across the 20 tracked. Datadog and Highlight both sit at 12.5% visibility, meaning the top three brands account for all meaningful AI presence in this category. Every other tracked brand, including LogRocket, New Relic, and Raygun, registers 0.0% visibility.
Highlight presents the clearest divergence between visibility and citation. It holds 12.5% visibility but a 0.0% citation rate, meaning Google AI Mode names it in responses without linking to its domain as a source. Datadog, by contrast, matches its 12.5% visibility with a 12.5% citation rate, making it the only brand outside Sentry where AI naming and AI sourcing are aligned. Sentry itself has a 37.5% visibility score but only a 12.5% citation rate, suggesting it is named far more often than it is directly linked.
The top cited sources in this category are dominated by community and third-party domains: reddit.com, dev.to, youtube.com, debugbear.com, dotcom-monitor.com, and checklyhq.com all appear before most brand-owned domains. Sentry.io and datadoghq.com are the only brand domains present in the cited sources list. This pattern indicates Google AI Mode is anchoring its frontend monitoring answers on practitioner-generated content rather than vendor documentation, which may explain why brands with strong community footprints outperform others in AI citation.
Movers & shakers since last refresh
Biggest visibility fallers
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LogRocket 38% → 0% · rank #2 → #5-38pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
sentry.io
|
38% | 12% | Google AI Mode |
Sentry dominates with 37.5% visibility, more than triple the next closest brand, though its 12.5% citation rate suggests it is named far more often than it is directly sourced. |
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| 2 |
datadoghq.com
|
12% | 12% | Google AI Mode |
Datadog is the only brand where visibility and citation are equal at 12.5% each, indicating a balanced presence where AI mentions and direct source links occur at the same rate. |
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| 3 |
highlight.io
|
12% | 0% | Google AI Mode |
Highlight matches Datadog on visibility at 12.5% but holds a 0.0% citation rate, meaning Google AI Mode references it by name without treating its domain as a trusted source. |
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| 4 |
openreplay.com
|
0% | 0% | Google AI Mode |
OpenReplay scores 0.0% on both visibility and citation despite holding rank 4, suggesting its position reflects non-AI signals rather than any presence in Google AI Mode responses. |
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| 5 |
logrocket.com
|
0% | 0% | Google AI Mode |
LogRocket is the category's biggest faller, dropping from rank 2 with 37.5% visibility to rank 5 with 0.0% visibility, a delta of negative 37.5 percentage points in this audit period. |
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| 6 |
raygun.com
|
0% | 0% | Google AI Mode |
| 7 |
newrelic.com
|
0% | 0% | Google AI Mode |
| 8 |
elastic.co
|
0% | 0% | Google AI Mode |
| 9 |
embrace.io
|
0% | 0% | Google AI Mode |
| 10 |
catchpoint.com
|
0% | 0% | Google AI Mode |
| 11 |
akamai.com
|
0% | 0% | Google AI Mode |
| 12 |
airbrake.io
|
0% | 0% | Google AI Mode |
| 13 |
trackjs.com
|
0% | 0% | Google AI Mode |
| 14 |
fullstory.com
|
0% | 0% | Google AI Mode |
| 15 |
dynatrace.com
|
0% | 0% | Google AI Mode |
| 16 |
appdynamics.com
|
0% | 0% | Google AI Mode |
| 17 |
bugsnag.com
|
0% | 0% | Google AI Mode |
| 18 |
honeycomb.io
|
0% | 0% | Google AI Mode |
| 19 |
grafana.com
|
0% | 0% | Google AI Mode |
| 20 |
instana.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on frontend monitoring tools, 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 frontend monitoring tools 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 frontend monitoring tools AI visibility
Who leads AI visibility in frontend monitoring tools?
Sentry leads with 37.5% visibility, more than 12 times the category average of 3.1%. Datadog and Highlight both follow at 12.5%, and all other tracked brands show 0.0%.
Which frontend monitoring brand has the strongest citation rate in Google AI Mode?
Datadog and Sentry both hold a 12.5% citation rate, but Datadog's citation rate equals its visibility rate, making it proportionally the most cited brand in the category.
What sources does Google AI Mode cite most for frontend monitoring research?
Community and third-party domains dominate: reddit.com, dev.to, youtube.com, debugbear.com, dotcom-monitor.com, and checklyhq.com all appear before most vendor-owned domains in the cited sources list.
Which brand has seen the biggest AI visibility drop in this category?
LogRocket fell from rank 2 with 37.5% visibility to rank 5 with 0.0% visibility, a negative delta of 37.5 percentage points, making it the category's largest recorded faller.
Is there a gap between being named by AI and being cited as a source in this category?
Yes. Highlight is named in 12.5% of responses but has a 0.0% citation rate, while Sentry is named in 37.5% of responses but cited in only 12.5%, showing consistent gaps between AI mentions and direct source links.
How concentrated is AI visibility in the frontend monitoring tools category?
Highly concentrated: only three of the 20 tracked brands register any visibility at all, and Sentry alone accounts for the majority share at 37.5% against a category average of 3.1%.