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AI Visibility Rankings · Infrastructure

Mobile crash reporting tools: AI search visibility ranking (2026)

How AI search engines rank mobile crash reporting 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. Mobile crash reporting tools used by app teams to detect failures, debug production issues, and improve release quality across iOS and Android. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →

Refreshed Jun 18, 2026
11%
Avg visibility across category
5%
Avg citation rate
20/20
Brands successfully audited
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At a glance

Category leader Firebase Crashlytics 62% visibility · named in 5 of 8 AI answers
Most cited brand Embrace 88% citation rate · the AI's most-trusted source brand in mobile crash reporting tools
Top cited domain embrace.io Referenced by AI across the mobile crash reporting tools query set — the highest-leverage PR target in this category
Visibility spread 62pp Gap between top and bottom of the ranking · 15 brands at 0% (invisible to the AI)

What we observed in this categoryauto-generated

Embrace leads the category with a composite score of 61.2, despite its visibility of 50.0% sitting below Firebase Crashlytics at 62.5%. The gap matters because Embrace's citation rate of 87.5% is the only high citation figure in the entire dataset, meaning Google AI Mode not only mentions Embrace but actively links to it as a source. Firebase Crashlytics, by contrast, holds the highest visibility yet a citation rate of just 12.5%, suggesting AI surfaces it by name while rarely anchoring its answers to the domain.

The divergence between being named and being trusted as a source is sharp across this category. Sentry appears in 50.0% of responses but carries a 0.0% citation rate, matching Bugsnag at 37.5% visibility and 0.0% citations, and Instabug at 25.0% visibility and 0.0% citations. This pattern indicates Google AI Mode treats these brands as contextual references rather than authoritative sources worth linking. Only Embrace and Firebase Crashlytics cross the citation threshold at all, and only Embrace does so at scale.

Google AI Mode is the dominant engine across every brand in this audit. The top cited sources beyond brand domains include saucelabs.com, businessofapps.com, reddit.com, g2.com, and youtube.com, indicating that AI answers in this category pull from review aggregators, community forums, and video content rather than vendor documentation alone. Embrace.io and firebase.google.com are the only brand-owned domains appearing in the top cited sources list, reinforcing the two-tier structure visible in the citation data.

Movers & shakers since last refresh

Biggest visibility risers

  • Bugsnag 12% → 38% · rank #5 → #4
    +25pp

The ranking

# Brand Visibility Citation Top engine
1
embrace.io
50% 88% Google AI Mode

Embrace holds a composite score of 61.2 and a citation rate of 87.5%, far above the category average of 5.0%, making it the only brand Google AI Mode consistently links as a source.

2
firebase.google.com
62% 12% Google AI Mode

Firebase Crashlytics leads on raw visibility at 62.5% but converts that into citations at just 12.5%, a rate 7.5 points above average yet far below Embrace's 87.5%.

3
sentry.io
50% 0% Google AI Mode

Sentry matches Embrace's 50.0% visibility but earns zero citations, placing it 5.0 points below the category average citation rate and 87.5 points behind the category leader.

4
bugsnag.com
38% 0% Google AI Mode

Bugsnag is the biggest visibility riser, jumping from 12.5% to 37.5% visibility, yet its citation rate remains at 0.0%, suggesting growing name recognition without source authority.

5
instabug.com
25% 0% Google AI Mode

Instabug appears in 25.0% of responses, above the 11.2% category average for visibility, but records no citations and holds the lowest composite score of the five ranked brands at 17.5.

6
airbrake.io
0% 0% Google AI Mode
7
microsoft.com
0% 0% Google AI Mode
8
newrelic.com
0% 0% Google AI Mode
9
datadoghq.com
0% 0% Google AI Mode
10
bugfender.com
0% 0% Google AI Mode
11
backtrace.io
0% 0% Google AI Mode
12
count.ly
0% 0% Google AI Mode
13
appsignal.com
0% 0% Google AI Mode
14
splunk.com
0% 0% Google AI Mode
15
dynatrace.com
0% 0% Google AI Mode
16
manageengine.com
0% 0% Google AI Mode
17
ibm.com
0% 0% Google AI Mode
18
raygun.com
0% 0% Google AI Mode
19
rollbar.com
0% 0% Google AI Mode
20
honeybadger.io
0% 0% Google AI Mode

Sources AI engines trust in this category

Across the 8 buyer-intent queries we ran on mobile crash reporting 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.

embrace.iosaucelabs.comdrizz.devbusinessofapps.comreddit.comg2.comyoutube.comfirebase.google.com

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 mobile crash reporting 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.

Audit your mobile crash reporting tools brand → Browse all rankings Methodology →

Frequently asked about mobile crash reporting tools AI visibility

Who leads AI visibility in mobile crash reporting tools?

Embrace leads on composite score at 61.2, driven by its 87.5% citation rate. Firebase Crashlytics leads on raw visibility at 62.5% but scores 47.5 composite due to a much lower citation rate.

Which brand is most cited as a source by Google AI Mode in this category?

Embrace is cited in 87.5% of responses where it appears, making it the only brand Google AI Mode consistently links as a source. Firebase Crashlytics is the only other brand with any citations, at 12.5%.

What sources does AI cite most for mobile crash reporting research?

The top cited sources include embrace.io, saucelabs.com, businessofapps.com, reddit.com, g2.com, and youtube.com. Only embrace.io and firebase.google.com from brand-owned domains appear in this top cited list.

Which brands appear in AI responses but never get cited as sources?

Sentry at 50.0% visibility, Bugsnag at 37.5%, and Instabug at 25.0% all appear frequently in AI responses but record a 0.0% citation rate, meaning AI references them without linking to their domains.

How concentrated is AI visibility in this category?

The category average visibility is just 11.2%, while the top five brands range from 25.0% to 62.5%. Ten of the twenty brands in the audit, including New Relic and Datadog, record 0.0% visibility.

Which brand showed the biggest visibility improvement in the most recent period?

Bugsnag recorded the largest visibility gain, rising from 12.5% to 37.5%, a delta of 25.0 percentage points. Its citation rate remained at 0.0% despite this increase in AI name mentions.