Antivirus Software in AI Search: The Biggest AI Visibility Problems and How We'd Fix Them

Companies covered: AVG, ESET, Avast, McAfee, Norton, Webroot, Kaspersky, Trend Micro, Malwarebytes, Bitdefender GravityZone

Answer Capsule

The November 2026 Antivirus Software benchmark compares 10 companies across 482 AI answers that met its inclusion rules. Bitdefender GravityZone recorded 422 mentions and 286 recommendations (59.34% of the answers). Being mentioned means appearing in an answer; being recommended means receiving an affirmative endorsement.

We examine each company, compare the available monthly results, and set out a five-step plan for improving the information AI systems can draw on. The work starts with measuring visibility and checking conflicting claims, then moves to company pages, relevant publishers and buyer questions. The cited pages need review before any correction request, and the research does not establish what caused recommendation differences or promise future gains.

Executive industry diagnosis

Questions This Section Answers

• What does the Antivirus Software benchmark show about mentions, recommendations and placement?

The peer set splits into a leading tier and a long tail. Bitdefender GravityZone, Norton and Avast pair wide mention coverage with strong recommendation rates, while Malwarebytes is mentioned nearly as often but is endorsed less frequently. The distance between being named and being recommended is the central pattern, and it widens further down the table.

Placement narrows sharply below the leaders. Several companies appear in many answers yet rarely land in the top three or at first place, which points to presence without preference. Kaspersky and Webroot show the widest distance between mentions and recommendations, and Trend Micro appears in far fewer answers overall. For the agency, the useful work is a scorecard that tracks mentions, recommendations and placement separately, plus page briefs and buyer-question content that give publishers a reason to endorse rather than merely name a product.

What changed since last month

Questions This Section Answers

• What changed across the usable monthly Antivirus Software snapshots?

Across the selected monthly samples, every company's recorded mention and recommendation counts were lower in the latest month than in the prior one. The latest sample also included fewer answers, so the two months are not like-for-like and the movement should be read with that limit in mind.

The earlier months show a fairly stable ordering, with the same names generally occupying the top positions. That consistency is more informative than any single month's swing. We would treat each month as its own snapshot and avoid reading a trend into one comparison.

A traceable scorecard, with the sample size and inclusion rules recorded alongside each result, would let future months be compared on a documented basis rather than inferred after the fact.

Company-by-company findings

AVG

Questions This Section Answers

• What measured visibility pattern and review priority does AVG have in Antivirus Software?

AVG recorded 289 mentions (59.96%) and 130 recommendations (26.97%) across 482 answers included in the benchmark. Top 3 placements numbered 48; first-place recommendations numbered 12. Framing among its mentions was 148 positive, 140 neutral and 1 negative.

From October 2026 to November 2026, AVG's mention count fell from 360 to 289, while its recommendation count fell from 262 to 130. The recommendation rate was 40.68% and 26.97% respectively.

AI answers contained 0 conflicting claims about AVG: 0 critical, 0 high, 0 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

No results are available for this part of the analysis.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://avg.com/en-us/free-antivirus-download.

Selected third-party review candidate: https://pcmag.com/picks/the-best-antivirus-protection.

AVG is named often and recommended reasonably often, but top-three and first-place placements are comparatively rare. That pattern points to a brand buyers recognize without a strong reason to prefer it. A page brief for the free-antivirus page, checked against current primary sources, would test whether the offer and differentiators are stated clearly enough to support a preference.

ESET

Questions This Section Answers

• What measured visibility pattern and review priority does ESET have in Antivirus Software?

ESET recorded 292 mentions (60.58%) and 131 recommendations (27.18%) across 482 answers included in the benchmark. Top 3 placements numbered 54; first-place recommendations numbered 13. Framing among its mentions was 152 positive, 140 neutral and 0 negative.

From October 2026 to November 2026, ESET's mention count fell from 383 to 292, while its recommendation count fell from 311 to 131. The recommendation rate was 48.29% and 27.18% respectively.

AI answers contained 1 conflicting claim about ESET: 0 critical, 0 high, 1 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://eset.com/us/home/online-scanner/.

Selected third-party review candidate: https://avast.com/en-us/free-mobile-security.

ESET's reach is solid and its framing is almost entirely positive, yet first-place placements are few. The recorded conflict over annual pricing is the kind of detail that can undercut a recommendation even when sentiment is warm. We would verify current pricing from primary sources before any correction, and prepare a page brief for the online-scanner page.

Avast

Questions This Section Answers

• What measured visibility pattern and review priority does Avast have in Antivirus Software?

Avast recorded 400 mentions (82.99%) and 207 recommendations (42.95%) across 482 answers included in the benchmark. Top 3 placements numbered 87; first-place recommendations numbered 23. Framing among its mentions was 241 positive, 158 neutral and 1 negative.

From October 2026 to November 2026, Avast's mention count fell from 475 to 400, while its recommendation count fell from 338 to 207. The recommendation rate was 52.48% and 42.95% respectively.

AI answers contained 1 conflicting claim about Avast: 0 critical, 0 high, 1 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://avast.com/c-virus-removal-tool.

Selected third-party review candidate: https://en.wikipedia.org/wiki/Avast.

Avast combines high reach with a healthy recommendation rate, so its position is stronger than the raw placement counts alone suggest. The recorded disagreement about the Gen Digital acquisition date is a factual question, not a performance one. We would confirm the correct date from primary sources and only then consider a publisher request, alongside a brief for the virus-removal page.

McAfee

Questions This Section Answers

• What measured visibility pattern and review priority does McAfee have in Antivirus Software?

McAfee recorded 262 mentions (54.36%) and 111 recommendations (23.03%) across 482 answers included in the benchmark. Top 3 placements numbered 42; first-place recommendations numbered 8. Framing among its mentions was 133 positive, 127 neutral and 2 negative.

From October 2026 to November 2026, McAfee's mention count fell from 354 to 262, while its recommendation count fell from 209 to 111. The recommendation rate was 32.45% and 23.03% respectively.

AI answers contained 0 conflicting claims about McAfee: 0 critical, 0 high, 0 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

No results are available for this part of the analysis.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://mcafee.com/en-us/antivirus/free.html.

Selected third-party review candidate: https://amazon.com/McAfee-Security-Antivirus-Monitoring-Subscription/dp/B0BZ2RTH87?psc=1&ref_=bing_fplfs&source=ps-sl-shoppingads-lpcontext.

McAfee is mentioned in roughly half the answers but recommended in far fewer, and top placements are limited. The gap suggests the brand is familiar without being a first choice. No conflicting claims were recorded, so the useful work is a page brief for the free-antivirus page, verified against current sources, focused on what would give a buyer a reason to prefer it.

Norton

Questions This Section Answers

• What measured visibility pattern and review priority does Norton have in Antivirus Software?

Norton recorded 382 mentions (79.25%) and 222 recommendations (46.06%) across 482 answers included in the benchmark. Top 3 placements numbered 177; first-place recommendations numbered 61. Framing among its mentions was 247 positive, 133 neutral and 2 negative.

From October 2026 to November 2026, Norton's mention count fell from 525 to 382, while its recommendation count fell from 423 to 222. The recommendation rate was 65.68% and 46.06% respectively.

AI answers contained 4 conflicting claims about Norton: 0 critical, 1 high, 3 medium, 0 low. Of these, 1 was rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://us.norton.com/blog/malware/free-antivirus.

Selected third-party review candidate: https://pcmag.com/picks/the-best-android-antivirus-apps.

Norton has strong reach and a solid recommendation rate, with meaningful top-three presence. Its recorded conflicts are the most consequential in the set, including a high-severity disagreement over free-trial length. We would verify the current trial terms and mobile pricing from primary sources before proposing any correction, and prepare a brief for the free-antivirus blog page.

Webroot

Questions This Section Answers

• What measured visibility pattern and review priority does Webroot have in Antivirus Software?

Webroot recorded 45 mentions (9.34%) and 16 recommendations (3.32%) across 482 answers included in the benchmark. Top 3 placements numbered 2; first-place recommendations numbered 1. Framing among its mentions was 18 positive, 25 neutral and 2 negative.

From October 2026 to November 2026, Webroot's mention count fell from 90 to 45, while its recommendation count fell from 48 to 16. The recommendation rate was 7.45% and 3.32% respectively.

AI answers contained 1 conflicting claim about Webroot: 0 critical, 0 high, 1 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://webroot.com/products/trials/.

Selected third-party review candidate: https://cloudwards.net/webroot-secureanywhere-review/.

Webroot's reach is modest and its recommendations fewer still, with framing leaning neutral. The recorded disagreement over phishing protection quality is a substantive claim that should be checked against independent test evidence before anything is proposed. Given the small base, we would keep expectations modest and start with a fact-check and a brief for the trials page.

Kaspersky

Questions This Section Answers

• What measured visibility pattern and review priority does Kaspersky have in Antivirus Software?

Kaspersky recorded 215 mentions (44.61%) and 66 recommendations (13.69%) across 482 answers included in the benchmark. Top 3 placements numbered 33; first-place recommendations numbered 6. Framing among its mentions was 78 positive, 123 neutral and 14 negative.

From October 2026 to November 2026, Kaspersky's mention count fell from 235 to 215, while its recommendation count fell from 154 to 66. The recommendation rate was 23.91% and 13.69% respectively.

AI answers contained 0 conflicting claims about Kaspersky: 0 critical, 0 high, 0 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

No results are available for this part of the analysis.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://kaspersky.com/downloads/free-virus-removal-tool.

Selected third-party review candidate: https://kaspersky.co.in/downloads/standard-free-trial.

Kaspersky is mentioned in a good share of answers but recommended in relatively few, and its framing includes more negative mentions than most peers. That combination suggests hesitancy rather than unfamiliarity. No conflicting claims were recorded, so the first step is a page brief for the free virus-removal page, verified against current sources, rather than a correction request.

Trend Micro

Questions This Section Answers

• What measured visibility pattern and review priority does Trend Micro have in Antivirus Software?

Trend Micro recorded 99 mentions (20.54%) and 48 recommendations (9.96%) across 482 answers included in the benchmark. Top 3 placements numbered 9; first-place recommendations numbered 4. Framing among its mentions was 51 positive, 48 neutral and 0 negative.

From October 2026 to November 2026, Trend Micro's mention count fell from 115 to 99, while its recommendation count fell from 88 to 48. The recommendation rate was 13.66% and 9.96% respectively.

AI answers contained 0 conflicting claims about Trend Micro: 0 critical, 0 high, 0 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

No results are available for this part of the analysis.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://trendmicro.com/en_ae/forHome/products/housecall.html.

Selected third-party review candidate: https://support.microsoft.com/en-us/defender/how-to-start-a-scan-for-viruses-or-malware-in-microsoft-defender.

Trend Micro appears in a smaller share of answers and is recommended less often again, with almost no top placements. Its framing is neutral to positive, so the constraint looks like limited presence rather than poor perception. We would prepare a brief for the Housecall page and treat any publisher outreach as lower priority given the thin evidence base.

Malwarebytes

Questions This Section Answers

• What measured visibility pattern and review priority does Malwarebytes have in Antivirus Software?

Malwarebytes recorded 335 mentions (69.50%) and 174 recommendations (36.10%) across 482 answers included in the benchmark. Top 3 placements numbered 84; first-place recommendations numbered 45. Framing among its mentions was 202 positive, 132 neutral and 1 negative.

From October 2026 to November 2026, Malwarebytes' mention count fell from 455 to 335, while its recommendation count fell from 381 to 174. The recommendation rate was 59.16% and 36.10% respectively.

AI answers contained 0 conflicting claims about Malwarebytes: 0 critical, 0 high, 0 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

No results are available for this part of the analysis.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://malwarebytes.com/mwb-download.

Selected third-party review candidate: https://amazon.com/Malwarebytes-Amazon-Exclusive-Devices-Android/dp/B084L8X5VV?psc=1&ref_=bing_fplfs&source=ps-sl-shoppingads-lpcontext.

Malwarebytes has strong reach and a respectable recommendation rate, with more first-place placements than most peers below the top tier. That makes it the most credible challenger in the set. No conflicting claims were recorded, so the work is a page brief for the download page, verified against current sources, aimed at converting recognition into preference.

Bitdefender GravityZone

Questions This Section Answers

• What measured visibility pattern and review priority does Bitdefender GravityZone have in Antivirus Software?

Bitdefender GravityZone recorded 422 mentions (87.55%) and 286 recommendations (59.34%) across 482 answers included in the benchmark. Top 3 placements numbered 259; first-place recommendations numbered 202. Framing among its mentions was 316 positive, 105 neutral and 1 negative.

From October 2026 to November 2026, Bitdefender GravityZone's mention count fell from 500 to 422, while its recommendation count fell from 450 to 286. The recommendation rate was 69.88% and 59.34% respectively.

AI answers contained 3 conflicting claims about Bitdefender GravityZone: 0 critical, 0 high, 2 medium, 1 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://bitdefender.com/en-us/consumer/free-antivirus.

Selected third-party review candidate: https://malwarebytes.com/mwb-download.

Bitdefender GravityZone leads on reach, recommendations and top placements, and its framing is overwhelmingly positive. The recorded conflicts concern free-tier platform support and mobile pricing, both medium or low severity. We would verify those details from primary sources before any correction, and use a page brief for the free-antivirus page to keep the offer clearly stated.

The CiteWorks five-step improvement plan

Step 1. Establish the baseline

Questions This Section Answers

• What should the agency deliver when it works to establish the baseline for Antivirus Software?

Build a scorecard that records each company's mentions, recommendations and placements alongside the sample size and inclusion rules for the month. The point is to make future comparisons traceable rather than reconstructed. Each record should carry an owner and a review status so the baseline can be audited later.

Step 2. Verify disputed facts

Questions This Section Answers

• What should the agency deliver when it works to verify disputed facts for Antivirus Software?

AI answers contained 10 conflicting claims across 5 companies. Another 0 possible conflicts were excluded because their company matches were uncertain. The conflicting claims need fact-checking before any corrections are proposed.

Work through the recorded conflicts company by company, resolving the entity, date and source before deciding whether anything is wrong. Where the match is uncertain, the item stays out of the correction queue. Only claims confirmed against current primary sources should move forward as proposed corrections.

Step 3. Review owned pages

Questions This Section Answers

• What should the agency deliver when it works to review owned pages for Antivirus Software?

Turn the supplied page candidates into briefs that state what each page should establish and which facts need verification first. Briefs are proposals, not findings about what a page currently says. Each brief should name the evidence required before any edit is recommended.

Step 4. Review third-party sources

Questions This Section Answers

• What should the agency deliver when it works to review third-party sources for Antivirus Software?

For the third-party pages, prepare review packages that set out the specific claim in question and the evidence needed to assess it. A citation in an answer does not show that the source influenced it, so requests should rest on the page's own content, verified at the time of review.

Step 5. Address buyer questions and measure again

Questions This Section Answers

• What should the agency deliver when it works to address buyer questions and measure again for Antivirus Software?

Draft content briefs from the buyer questions observed in the research, treating them as recorded answer observations rather than proof of demand. Then measure again on a documented basis, reporting completed work separately from any change in answer outcomes.

Third-party authority and citation opportunities

Questions This Section Answers

• Which cited publisher pages support targeted source review in Antivirus Software?

These pages are candidates for review, not confirmed errors. Citation appearances are counted across the captured answers and are not added again for each company.

The publisher list mixes high-citation technology review sites with company-owned pages and support documentation. Citation appearances show how often a page was referenced across captured answers, not that it shaped any recommendation. We would verify each page's current contents before deciding whether a review request is warranted.

The highest-citation pages are the natural starting point for review, but priority should also reflect whether the page actually discusses the company in question. Some listed pages are owned by competitors, which changes how a request should be framed. Each candidate needs its own evidence check.

What we'd prioritize first

Start with the baseline scorecard and a scoped fact-review register, because several company sections depend on resolving recorded conflicts before anything else can be proposed. The high-severity trial-length question and the pricing disagreements should be verified first, since they affect multiple companies.

Next come the page briefs and any justified publisher requests, kept separate from confirmed edits and no-change decisions. Buyer-question content briefs and a fresh scorecard follow, with completed work reported apart from measured answer outcomes.

Methodology and conclusion

Questions This Section Answers

• What do the Antivirus Software sample and source-review limits allow us to conclude?

This report covers 2026-11. The exact dates when the original AI answers were collected have not been verified. The visibility rates use 482 answers that met the benchmark's inclusion rules. A company is recommended only when the answer both endorses it and uses positive wording. Top 3 and first-place counts are part of those recommendations, not extra recommendations.

An answer can mention or recommend several companies, so company counts cannot be added to find the number of distinct answers. The net sentiment score is positive minus negative mentions, divided by all company mentions; it describes answer wording, not customer satisfaction.

The wider citation analysis covers 800 captured answers and 5404 appearances of cited URLs. Citation appearances across all captured answers differ from the number of benchmark answers citing a page and the number that also recommend a company. The current contents of cited pages and disputed company claims still need independent verification.

Monthly sample coverage:

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

This report describes recorded AI answer behavior for the selected month, not verified company facts or customer satisfaction. Recommendation requires both endorsement and positive wording, and placements sit inside recommendations rather than adding to them. Companies can appear in the same answer, so counts are not additive.

The monthly samples differ, so comparisons show how recorded results moved without establishing why. The citation analysis covers a wider set of captured answers than the benchmark sample, and cited pages still need independent verification.

The proposed work is a starting sequence: document the baseline, verify disputed facts against primary sources, brief the selected pages, review publisher sources, and address observed buyer questions before measuring again. No outcome is guaranteed.