Cybersecurity Services AI Visibility Ranking Trends - November 2026

Answer capsule

The November 2026 Cybersecurity Services benchmark compares 10 companies across 423 AI answers that met its inclusion rules. CrowdStrike Falcon leads with 118 recommendations (27.90% of answers). At least one tracked company was recommended in 149 answers; some answers recommended several companies.

The rankings distinguish being mentioned from receiving an affirmative recommendation, then examine placement and the wording used about each company. Earlier monthly results show how counts and rates changed, with each month using its own answer total. These results describe the answers reviewed, not product quality or customer satisfaction. Differences between monthly samples limit comparisons and do not establish why a result changed.

For the strategic interpretation of this benchmark, read CiteWorks Studio's analysis of How AI Search Is Recommending Cybersecurity Services

Industry leaderboard

Questions This Section Answers

• How do Cybersecurity Services rank by recorded AI recommendations in November 2026?

The leaderboard orders companies by recommendation count, so it reflects how often each was affirmatively endorsed in the reviewed AI answers, not how often it appeared. A company can be mentioned frequently yet recommended rarely, and the two measures answer different questions.

Ties in recommendation counts share a rank position; equal counts do not establish a unique winner. Placement results are nested inside recommendations, so first-place and shortlist counts are subsets rather than separate wins. Reading mentions, recommendations and placements separately keeps each measure in its own frame.

Key findings

Tracked-company answer coverage

Questions This Section Answers

• How often did the November 2026 Cybersecurity Services answer sample recommend any tracked company?

149 distinct answers recommended at least one tracked company. Counting each company recommendation separately gives 337, because an answer can recommend several companies. Answers with no tracked recommendation may still have recommended companies outside this comparison.

Every qualified answer mentioned at least one tracked company, but only about a third recommended one. That gap shows that appearing in an answer and being endorsed are distinct outcomes, and most answers stopped at appearance.

A quarter of answers recommended more than one tracked company, so company-level totals exceed the number of answers carrying a recommendation. Overlapping coverage is not market dominance: an answer can name several companies, and answers without a tracked recommendation may still have named companies outside this comparison.

Reach and affirmative recommendation

CrowdStrike Falcon ranks 1 by recommendation count. Mentions: 342 (80.85%); recommendations: 118 (27.90%). Top 3 placements: 88 (20.80%); first-place placements: 73 (17.26%).

Wording about the company: 152 positive, 190 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 34.5%. The net framing score was 0.44 (defined in Methodology).

224 mentions had no recorded recommendation. Of recorded recommendations, 74.58% were Top 3 and 61.86% were first-place.

CrowdStrike Falcon leads on recommendation count, but its mentions far outnumber its recommendations. Roughly a third of its mentions also carried an endorsement, and many mentions recorded no recommendation at all. Reach and affirmative recommendation therefore describe different things in the same answers.

Wording was mostly neutral, with the remainder positive and none negative. Neutral wording is not a negative signal, and the mix does not explain why recommendations were or were not recorded.

Recommendation order and placement

Placement counts sit inside recommendations: a first-place result is also a shortlist result, and both are subsets of the recommendation total. They should not be added together or read as extra wins.

Among recorded recommendations, most of CrowdStrike Falcon's were shortlisted and many were first. Other companies show lower placement shares, and some recorded no first-place result at all. These are positions within the recorded answers, not customer conversion or sales outcomes.

Classified framing in context

Framing describes the wording used about a company in the selected answers. Positive and neutral mentions dominate, and no negative mentions were recorded for any tracked company. That pattern is a description of wording, not evidence of reputation, customer sentiment or company quality.

A neutral mention can still accompany a recommendation, and positive wording does not establish why an endorsement occurred. The framing mix should be read alongside mention and recommendation counts rather than as a standalone verdict.

Company results in detail

CrowdStrike Falcon

Questions This Section Answers

• What do the November 2026 AI answer results show about CrowdStrike Falcon mentions, recommendations and placement?

CrowdStrike Falcon ranks 1 by recommendation count. Mentions: 342 (80.85%); recommendations: 118 (27.90%). Top 3 placements: 88 (20.80%); first-place placements: 73 (17.26%).

Wording about the company: 152 positive, 190 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 34.5%. The net framing score was 0.44 (defined in Methodology).

224 mentions had no recorded recommendation. Of recorded recommendations, 74.58% were Top 3 and 61.86% were first-place.

From October 2026 to November 2026, CrowdStrike Falcon's mention count fell from 353 to 342, while its recommendation count fell from 280 to 118. The recommendation rate was 70.35% and 27.90% respectively.

CrowdStrike Falcon ranks first by recommendation count and appears in most reviewed answers, giving it the widest reach in this set. Its recommendations are a smaller share of its mentions, so much of its presence is appearance without endorsement.

Most of its recorded recommendations were shortlisted, and a majority of those were first-place. Wording was positive or neutral with none negative. From the previous month, both its mention and recommendation counts fell, and the recommendation rate was lower; the separate samples do not establish why.

Sophos Intercept X

Questions This Section Answers

• What do the November 2026 AI answer results show about Sophos Intercept X mentions, recommendations and placement?

Sophos Intercept X ranks 2 by recommendation count. Mentions: 189 (44.68%); recommendations: 69 (16.31%). Top 3 placements: 25 (5.91%); first-place placements: 7 (1.65%).

Wording about the company: 87 positive, 102 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 36.5%. The net framing score was 0.46 (defined in Methodology).

120 mentions had no recorded recommendation. Of recorded recommendations, 36.23% were Top 3 and 10.14% were first-place.

From October 2026 to November 2026, Sophos Intercept X's mention count rose from 186 to 189, while its recommendation count fell from 151 to 69. The recommendation rate was 37.94% and 16.31% respectively.

Sophos Intercept X holds second place by recommendation count, with mentions well below the leader's but a recommendation share of its mentions slightly higher. Its endorsements are a modest portion of its appearances.

Shortlist placements are a minority of its recommendations, and first-place results are fewer still. Wording was positive or neutral, none negative. Its mention count rose slightly from the previous month while its recommendation count fell, and the recommendation rate was lower; the changed samples do not explain the shift.

Palo Alto Cortex XDR

Questions This Section Answers

• What do the November 2026 AI answer results show about Palo Alto Cortex XDR mentions, recommendations and placement?

Palo Alto Cortex XDR ranks 3 by recommendation count. Mentions: 168 (39.72%); recommendations: 55 (13.00%). Top 3 placements: 25 (5.91%); first-place placements: 6 (1.42%).

Wording about the company: 70 positive, 98 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 32.7%. The net framing score was 0.42 (defined in Methodology).

113 mentions had no recorded recommendation. Of recorded recommendations, 45.45% were Top 3 and 10.91% were first-place.

From October 2026 to November 2026, Palo Alto Cortex XDR's mention count fell from 183 to 168, while its recommendation count fell from 134 to 55. The recommendation rate was 33.67% and 13.00% respectively.

Palo Alto Cortex XDR ranks third by recommendation count. Its mentions are fewer than Sophos Intercept X's, and roughly a third of them carried an endorsement, leaving most appearances without a recommendation.

Shortlist placements account for a substantial share of its recommendations, with first-place results less common. Wording was positive or neutral, none negative. Both its mention and recommendation counts fell from the previous month, and its recommendation rate was lower; the separate samples do not establish a cause.

Arctic Wolf

Questions This Section Answers

• What do the November 2026 AI answer results show about Arctic Wolf mentions, recommendations and placement?

Arctic Wolf ranks 4 by recommendation count. Mentions: 120 (28.37%); recommendations: 41 (9.69%). Top 3 placements: 25 (5.91%); first-place placements: 9 (2.13%).

Wording about the company: 55 positive, 65 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 34.2%. The net framing score was 0.46 (defined in Methodology).

79 mentions had no recorded recommendation. Of recorded recommendations, 60.98% were Top 3 and 21.95% were first-place.

From October 2026 to November 2026, Arctic Wolf's mention count rose from 115 to 120, while its recommendation count fell from 97 to 41. The recommendation rate was 24.37% and 9.69% respectively.

Arctic Wolf ranks fourth by recommendation count, with mentions and endorsements below the three companies above it. About a third of its mentions included a recommendation, so most appearances were not endorsements.

Its shortlist placements form a majority of its recommendations, and first-place results are a smaller subset. Wording was positive or neutral, none negative. Its mention count rose from the previous month while its recommendation count fell, and the recommendation rate was lower; the samples differ and do not explain the change.

Rapid7 InsightIDR

Questions This Section Answers

• What do the November 2026 AI answer results show about Rapid7 InsightIDR mentions, recommendations and placement?

Rapid7 InsightIDR ranks 5 by recommendation count. Mentions: 73 (17.26%); recommendations: 18 (4.26%). Top 3 placements: 6 (1.42%); first-place placements: 5 (1.18%).

Wording about the company: 29 positive, 44 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 24.7%. The net framing score was 0.40 (defined in Methodology).

55 mentions had no recorded recommendation. Of recorded recommendations, 33.33% were Top 3 and 27.78% were first-place.

From October 2026 to November 2026, Rapid7 InsightIDR's mention count fell from 85 to 73, while its recommendation count fell from 68 to 18. The recommendation rate was 17.09% and 4.26% respectively.

Rapid7 InsightIDR ranks fifth by recommendation count, with a smaller presence than the four leaders. Its recommendation-to-mention ratio is lower than theirs, meaning endorsements were a smaller share of its appearances.

Shortlist placements are a minority of its recommendations, and first-place results are fewer. Wording was positive or neutral, none negative. Both its mention and recommendation counts fell from the previous month, and its recommendation rate was lower; the separate samples do not establish why.

Google Chronicle

Questions This Section Answers

• What do the November 2026 AI answer results show about Google Chronicle mentions, recommendations and placement?

Google Chronicle ranks 6 by recommendation count. Mentions: 351 (82.98%); recommendations: 11 (2.60%). Top 3 placements: 9 (2.13%); first-place placements: 4 (0.95%).

Wording about the company: 17 positive, 334 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 3.1%. The net framing score was 0.05 (defined in Methodology).

340 mentions had no recorded recommendation. Of recorded recommendations, 81.82% were Top 3 and 36.36% were first-place.

From October 2026 to November 2026, Google Chronicle's mention count rose from 24 to 351, while its recommendation count fell from 17 to 11. The recommendation rate was 4.27% and 2.60% respectively.

Google Chronicle ranks sixth by recommendation count despite appearing in most reviewed answers, giving it reach comparable to the leader but a much smaller endorsement share. Its recommendation-to-mention ratio is the lowest in the set, so nearly all of its appearances were mentions without endorsement.

Most of its few recommendations were shortlisted, and some were first-place. Wording was overwhelmingly neutral. Its mention count rose sharply from the previous month while its recommendation count fell; the samples differ and do not explain the pattern.

Optiv

Questions This Section Answers

• What do the November 2026 AI answer results show about Optiv mentions, recommendations and placement?

Optiv ranks 7 by recommendation count. Mentions: 40 (9.46%); recommendations: 9 (2.13%). Top 3 placements: 2 (0.47%); first-place placements: 1 (0.24%).

Wording about the company: 13 positive, 27 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 22.5%. The net framing score was 0.33 (defined in Methodology).

31 mentions had no recorded recommendation. Of recorded recommendations, 22.22% were Top 3 and 11.11% were first-place.

From October 2026 to November 2026, Optiv's mention count rose from 28 to 40, while its recommendation count fell from 21 to 9. The recommendation rate was 5.28% and 2.13% respectively.

Optiv ranks seventh by recommendation count, with a modest presence in the reviewed answers. Roughly a fifth of its mentions carried an endorsement, leaving most appearances without a recommendation.

Shortlist placements are a small portion of its recommendations, and first-place results are fewer. Wording was positive or neutral, none negative. Its mention count rose from the previous month while its recommendation count fell, and its recommendation rate was lower; the separate samples do not establish a cause.

Secureworks Taegis

Questions This Section Answers

• What do the November 2026 AI answer results show about Secureworks Taegis mentions, recommendations and placement?

Secureworks Taegis ranks 8 by recommendation count. Mentions: 49 (11.58%); recommendations: 7 (1.65%). Top 3 placements: 4 (0.95%); first-place placements: 1 (0.24%).

Wording about the company: 14 positive, 35 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 14.3%. The net framing score was 0.29 (defined in Methodology).

42 mentions had no recorded recommendation. Of recorded recommendations, 57.14% were Top 3 and 14.29% were first-place.

From October 2026 to November 2026, Secureworks Taegis' mention count rose from 32 to 49, while its recommendation count fell from 24 to 7. The recommendation rate was 6.03% and 1.65% respectively.

Secureworks Taegis ranks eighth by recommendation count. Its mentions are modest, and a small share of them carried an endorsement, so most appearances were mentions only.

Shortlist placements form a majority of its recommendations, with first-place results rare. Wording was positive or neutral, none negative. Its mention count rose from the previous month while its recommendation count fell, and its recommendation rate was lower; the changed samples do not explain the shift.

Trustwave

Questions This Section Answers

• What do the November 2026 AI answer results show about Trustwave mentions, recommendations and placement?

Trustwave ranks 9 by recommendation count. Mentions: 44 (10.40%); recommendations: 6 (1.42%). Top 3 placements: 2 (0.47%); first-place placements: 0 (0.00%).

Wording about the company: 7 positive, 37 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 13.6%. The net framing score was 0.16 (defined in Methodology).

38 mentions had no recorded recommendation. Of recorded recommendations, 33.33% were Top 3 and 0.00% were first-place.

From October 2026 to November 2026, Trustwave's mention count rose from 25 to 44, while its recommendation count fell from 17 to 6. The recommendation rate was 4.27% and 1.42% respectively.

Trustwave ranks ninth by recommendation count, with a small presence in the reviewed answers. A modest share of its mentions carried an endorsement, and most appearances were mentions without a recommendation.

Its shortlist placements are few, and no first-place result was recorded, which is a measured outcome rather than a missing observation. Wording was positive or neutral, none negative. Its mention count rose from the previous month while its recommendation count fell; the separate samples do not establish why.

Deepwatch

Questions This Section Answers

• What do the November 2026 AI answer results show about Deepwatch mentions, recommendations and placement?

Deepwatch ranks 10 by recommendation count. Mentions: 24 (5.67%); recommendations: 3 (0.71%). Top 3 placements: 2 (0.47%); first-place placements: 1 (0.24%).

Wording about the company: 5 positive, 19 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 12.5%. The net framing score was 0.21 (defined in Methodology).

21 mentions had no recorded recommendation. Of recorded recommendations, 66.67% were Top 3 and 33.33% were first-place.

From October 2026 to November 2026, Deepwatch's mention count rose from 10 to 24, while its recommendation count fell from 6 to 3. The recommendation rate was 1.51% and 0.71% respectively.

Deepwatch ranks tenth by recommendation count, with the smallest presence in the reviewed answers. A small share of its mentions carried an endorsement, and most appearances were mentions only.

Its shortlist placements are few, and first-place results are rarer still. Wording was positive or neutral, none negative. Its mention count rose from the previous month while its recommendation count fell, and its recommendation rate was lower; the samples differ and do not explain the change.

Earlier ranking snapshot context

Questions This Section Answers

• How do the available Cybersecurity Services snapshots from July 2026 to November 2026 differ in recommendation coverage and measurement scope?

Only months with verified results are shown. Monthly sample coverage is listed in Methodology.

The monthly snapshots are separate samples of AI answers, each with its own answer total and coverage. Counts and rates should be read together: a rate depends on the answer base, and a count depends on how many answers were included.

Rank positions in earlier months are shown for context only. A changed count or rate between months does not demonstrate improvement, loss of standing or a stable ranking, and the samples do not establish why results moved.

What the November Rankings Show

The November results show that reach, recommendation, placement and framing answer different questions. A company can appear in most answers yet be endorsed in few, as Google Chronicle illustrates, while CrowdStrike Falcon combines broad reach with the largest endorsement count.

Placement results refine recommendations rather than adding to them, and framing describes wording rather than sentiment or quality. Read together, these measures describe the reviewed answers, not customers, sales or company merit.

Methodology

Questions This Section Answers

• How were the November 2026 Cybersecurity Services AI visibility measures counted, and what do they not establish?

This benchmark has partial coverage: 2 of 3 planned question categories contributed usable observations; 1 contributed none. This describes question-category coverage, not demonstrated platform outages. Findings apply to the available answer set.

The month in the title is the reporting period. The exact dates when the original AI answers were collected have not been verified.

Each company is counted at most once in each answer that meets the benchmark rules. A recommendation requires both an affirmative endorsement and positive wording. Mention, recommendation, Top 3 and first-place rates use the full benchmark answer total. Top 3 and first-place results are included within recommendations, not added to them.

The recommendation-to-mention ratio divides recommendations by mentions. It describes AI answer wording, not customer conversion. Net framing is positive minus negative mentions, divided by all mentions, on a scale from -1 to +1. It does not measure customer satisfaction or company quality.

Market: US; 10 tracked companies. AI services represented: ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity.

Research screening totals (answer observations can include repeated questions):

The source does not provide a reader-facing definition of “reserved”; that screening label is reported without inferring a reason for exclusion. Only the included benchmark answers form the rate denominator.

One answer can mention or recommend several companies. Adding company totals would therefore count some answers more than once. The results describe the AI answers reviewed, not independently verified facts about the companies or their products.

Monthly sample coverage:

August 2026 measured a different set of companies, so it is excluded from this comparison.

The answer samples differ between months. These comparisons show how the recorded results changed; they do not establish why they changed.

This benchmark covers a partial set of question categories, and findings apply only to the answers reviewed. The reporting month is a label; exact collection dates were not verified, and the answer samples differ between months.

Each company is counted at most once per answer, and a recommendation requires both affirmative endorsement and positive wording. Rates use the full benchmark answer total, and placement results are nested within recommendations. The recommendation-to-mention ratio and net framing describe answer wording, not customer conversion, satisfaction or company quality. One answer can name several companies, so company totals overlap and should not be summed.