AEO Rankings · Security

AEO for browser security software: AI search visibility ranking

By monitoraeo Last updated August 06, 2026 Refreshed every 90 days

How AI search engines rank browser security software by visibility and citations. 20 brands measured quarterly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Browser security software used to isolate risky sessions, secure managed and unmanaged endpoints, protect web access, and reduce phishing and data leakage risk inside the browser. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →

Avg visibility across category

Avg citation rate

20/20

Brands successfully audited

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When buyers ask AI engines about Browser security software, Menlo Security emerges as the leader. It stands out with a visibility rate of 25.0%. Other notable brands often mentioned include Island and Microsoft Edge for Business. These brands are frequently recognized for their robust solutions and reliable performance in securing users' browsing activities.

The rankings are shaped heavily by insights from top-cited sources like youtube.com, gartner.com, and pcmag.com. These are often aggregator or review sites, providing comprehensive evaluations and user feedback. Such sources are pivotal because they aggregate diverse viewpoints and expert reviews, positioning them as authorities that AI engines trust for up-to-date and reliable information.

For buyers, understanding these rankings means focusing on AI engines valuing recent, diversified reviews and third-party validations. When selecting a brand from the list, consider those with strong topical authority across diverse sources. This indicates ongoing innovation and reliability, suggesting the brand's commitment to securing browser activities effectively and adapting to new threats.

At a glance

Category leader Menlo Security 25% visibility · named in 2 of 8 AI answers

Most cited brand Seraphic Security 38% citation rate · the AI's most-trusted source brand in browser security software

Top cited domain youtube.com Referenced by AI across the browser security software query set — the highest-leverage PR target in this category

Visibility spread 25pp Gap between top and bottom of the ranking · 16 brands at 0% (invisible to the AI)

What we observed in this category

Menlo Security holds the top rank with a visibility score of 25.0%, more than double the 12.5% shared by Island, Microsoft Edge for Business, and Google Chrome Enterprise. That gap is significant because the category average visibility sits at just 3.1%, meaning Menlo Security is appearing in AI responses at roughly eight times the category norm. No other brand in the top 10 comes close to its visibility lead, making it the dominant named presence in Google AI Mode for this category.

A striking divergence exists between being named and being cited. Seraphic Security carries a 0.0% visibility score yet holds the highest citation rate in the top five at 37.5%, suggesting the AI trusts its content as a source without surfacing the brand by name. Island shows the inverse pattern more balanced, with 12.5% visibility and 25.0% citation. Menlo Security and Google Chrome Enterprise both have zero citation despite meaningful visibility scores, indicating they are mentioned but their domains are not being linked as references.

The top cited sources list reveals that Google AI Mode is anchoring on third-party authority sites including youtube.com, gartner.com, and pcmag.com alongside vendor domains. Gartner appearing as a top source suggests analyst-category framing influences which brands get surfaced. Two vendor domains, island.io and seraphicsecurity.com, appear directly in the cited sources list, which aligns with their above-average citation rates of 25.0% and 37.5% respectively. All top brands share Google AI Mode as their leading engine, confirming this is a single-engine-dominated category at present.

Movers & shakers since last refresh

Biggest visibility risers

Menlo Security 12% → 25% · rank #2 → #1
+12pp
Microsoft Edge for Business 0% → 12% · rank #6 → #3
+12pp
Google Chrome Enterprise 0% → 12% · rank #5 → #5
+12pp

The AEO ranking

#	Brand	Visibility	Citation	Top engine
1	Menlo Security menlosecurity.com	25%	0%	Google AI Mode
Menlo Security leads with 25.0% visibility, eight times the 3.1% category average, but holds a 0.0% citation rate, meaning it is named without its domain being linked.
2	Island island.io	12%	25%	Google AI Mode
Island is the only top-five brand with both above-average visibility (12.5%) and a strong citation rate (25.0%), and its domain appears directly in the top cited sources list.
3	Microsoft Edge for Business microsoft.com	12%	12%	Google AI Mode
Microsoft Edge for Business rose three ranks after moving from 0.0% to 12.5% visibility and from 0.0% to 12.5% citation, making it the most improved brand across both metrics this period.
4	Seraphic Security seraphicsecurity.com	0%	38%	Google AI Mode
Seraphic Security holds the highest citation rate in the top five at 37.5% despite 0.0% visibility, its domain appears in the cited sources list but the AI does not name it in responses.
5	Google Chrome Enterprise chromeenterprise.google	12%	0%	Google AI Mode
Google Chrome Enterprise gained 12.5 percentage points in visibility this period but holds a 0.0% citation rate, matching Menlo Security's pattern of presence without source attribution.
6	Palo Alto Networks Prisma Access Browser paloaltonetworks.com	0%	25%	Google AI Mode
7	Talon Cyber Security talon-sec.com	0%	0%	Google AI Mode
8	Citrix Secure Private Access citrix.com	0%	0%	Google AI Mode
9	Ericom ericom.com	0%	0%	Google AI Mode
10	Authentic8 authentic8.com	0%	0%	Google AI Mode
11	Perception Point perception-point.io	0%	0%	Google AI Mode
12	Mammoth Cyber mammothcyber.com	0%	0%	Google AI Mode
13	Netskope netskope.com	0%	0%	Google AI Mode
14	Zscaler zscaler.com	0%	0%	Google AI Mode
15	Cisco Duo duo.com	0%	0%	Google AI Mode
16	Symantec Web Isolation broadcom.com	0%	0%	Google AI Mode
17	Akamai Enterprise Application Access akamai.com	0%	0%	Google AI Mode
18	Keeper Connection Manager keepersecurity.com	0%	0%	Google AI Mode
19	Brave for Business brave.com	0%	0%	Google AI Mode
20	Cloudflare Browser Isolation cloudflare.com	0%	0%	Google AI Mode

Sources AI engines trust in this category

Across the 8 buyer-intent queries we ran on browser security 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.

youtube.comgartner.compcmag.comcloudsek.compaloaltonetworks.comnordlayer.comisland.ioseraphicsecurity.com

How to read this AEO 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. More on visibility →

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. More on citation rate →

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. How AI engines pick sources →

AEO 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 90 days and refresh this page automatically. How AI search ranking works →

Run an AEO audit on your own browser security software brand

The brands above were curated from public market-leader lists. Want the same answer engine optimisation 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 browser security software brand → Browse all AEO rankings Methodology →

Frequently asked about AEO for browser security software

Who leads AI visibility in browser security software?

Menlo Security leads with a visibility score of 25.0%, which is roughly eight times the category average of 3.1%. It moved up from rank 2 and doubled its visibility in the most recent period.

Which browser security brand is cited most often by Google AI Mode?

Seraphic Security holds the highest citation rate among the top five brands at 37.5%, despite having zero visibility, meaning its content is used as a reference without the brand being named in AI responses.

What sources does AI cite most for browser security software research?

The top cited sources include youtube.com, gartner.com, and pcmag.com alongside vendor domains island.io and seraphicsecurity.com, suggesting a mix of analyst authority and vendor content drives sourcing decisions.

Is there a gap between being named and being cited in this category?

Yes, Menlo Security and Google Chrome Enterprise both have 0.0% citation rates despite 12.5% or higher visibility, while Seraphic Security and Palo Alto Networks are cited at 37.5% and 25.0% respectively with zero visibility.

Which brands are rising fastest in AI visibility for browser security software?

Microsoft Edge for Business gained the most ground overall, improving three rank positions and growing both visibility and citation from 0.0% to 12.5% each. Menlo Security also added 12.5 percentage points in visibility.

How concentrated is AI visibility in the browser security software category?

Visibility is highly concentrated, with the top brand at 25.0% while the category average is just 3.1%, and six of the ten tracked brands hold a composite score of 0.0%.