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Cybersecurity · AI Perceptions snapshot

In AI answers on cybersecurity vendors, Microsoft, CrowdStrike and Palo Alto Networks carry the shortlist

Across questions that never named a company, the assistants kept returning to the same three vendors, usually as members of a shortlist and often backed by analyst reports. The brands with the heaviest news coverage are not always the ones the answers reach for.

  • Microsoft Security
  • CrowdStrike
  • Palo Alto Networks
  • Fortinet
  • Cisco
  • SentinelOne
  • Check Point
  • Zscaler
  • Okta
  • Cloudflare
  • Proofpoint
  • Rapid7
  • Mandiant
  • Wiz
  • Tenable

Measured September 29, 2026ChatGPT, Claude, Gemini, Perplexity and Grok250 questions · 1,250 answers

Named most in these answers

See the evidence

Measured
September 29, 2026
Assistants
5
Questions
250
Answers
1,250
Brands
15
Named most
Microsoft Security · 42%95% range 39–44%

Storylines in the answers

The threads the answers kept returning to, and the brands attached to each.

  1. Platform leaders and analyst standing
  2. Incidents, outages and regulators
  3. Investor and market coverage in the press

What the assistants say

The dominant storyline is scale and analyst standing. Asked about trust, leadership, innovation or reliability, ChatGPT, Claude, Gemini, Perplexity and Grok mostly returned a familiar list. Microsoft Security, CrowdStrike, Palo Alto Networks, Fortinet and Cisco led it, with Check Point, SentinelOne and Zscaler close behind. Leadership and scale questions produced the most concentrated answers, with Palo Alto Networks, CrowdStrike and Fortinet named most often in that group.

Many answers hedged. Perplexity's answer to the trust question opened by saying there is no objective ranking, then listed seven vendors anyway. Claude's answer tied Palo Alto Networks to Gartner's Magic Quadrant for Network Firewalls. Gartner is also the most-cited domain in this snapshot.

Risk questions pulled the same names into a different story. On avoid-and-risk and breach-disclosure questions, Microsoft Security and CrowdStrike were still among the most named. The sampled answers framed that around incidents and regulators: CrowdStrike's 2024 outage, Okta's 2023 support-system breach, Cisco's source-code theft and SEC disclosure charges involving Check Point. These are the answers' framings, not PeakMetrics findings.

Palo Alto Networks is the most trusted cybersecurity company for large enterprises and MSSPs, consistently leading Gartner's Magic Quadrant for Network Firewalls.
Claude, answering “Who are the leading cybersecurity providers for large enterprises with global operations?”

Who owns the answer, and why

This snapshot is from 2026-09-29: 250 benchmark questions across five assistants, 1,250 answers in total. Microsoft Security was named in 520 answers, CrowdStrike in 442 and Palo Alto Networks in 404, followed by Fortinet (269) and Cisco (232). Grok named brands most freely. It named Microsoft in 145 of its 250 answers, against 69 for Claude.

Most of these mentions carry little stated reason. The credit labels attached to each brand are sparse relative to how often it appears, and the largest category for every major vendor is "Not Substantive". Microsoft has 16 of those and 4 tied to Price & Value. CrowdStrike's clearest specific credit is Reliability & Operations, with 7. Palo Alto Networks' is Customer Experience, with 3. In these answers, presence on the list matters more than a specific reputation attached to the name.

Several vendors barely appear. Proofpoint, Rapid7, Mandiant and Wiz were each named in 57 or fewer answers, and Tenable in 16. Some sampled answers also named vendors outside the tracked set, such as Sophos, IBM, Huntress and Netskope.

There’s no single objective ranking of the “most trusted” cybersecurity vendors: trust depends on the product category, an organization’s needs, and independent evaluations.
Perplexity, answering “Which cybersecurity vendors are the most trusted?”

What the press is covering

PeakMetrics' 30-day news index shows three storylines. The first is markets: Palo Alto Networks, Fortinet, Okta, Zscaler and SentinelOne headlines are dominated by stock commentary, earnings and investor days. The second is partnerships and product integrations, which fill CrowdStrike, Proofpoint, Wiz and Tenable coverage. The third is vulnerabilities: recent Fortinet and Check Point headlines cover CISA warnings and exploited flaws.

Volume is uneven. Cisco had 22,216 mentions and Microsoft Security 21,221. CrowdStrike had 15,010 and Palo Alto Networks 14,397. Microsoft's recent headlines are mostly general Microsoft news, such as Windows, deals and partner announcements, so its count likely reflects the parent company rather than the security business alone.

Microsoft is probably the most influential single cybersecurity company…
ChatGPT, answering “Which cybersecurity company is the most influential in setting industry standards?”

Where the two stories diverge

Cisco has the most press mentions in this set, but it was named in fewer answers than Microsoft Security, CrowdStrike, Palo Alto Networks and Fortinet. Cloudflare had 9,887 mentions and was named in 110 answers. Its most visible news this month concerned AI and threat activity, not a category leadership position.

The reverse pattern is rarer. Mandiant has modest coverage (904 mentions, 22 with the brand in a headline) yet appears in answers on incident response and nation-state threats, which Gemini's answer on post-incident support framed around deep forensic work. CrowdStrike's news is product and ecosystem announcements, while the answers also carry its outage history.

The press narrative here is largely financial and product-led. The answer narrative leans on analyst rankings, vendor-owned pages and review sites. Headline volume alone does not predict which vendors the assistants name.

What this means for comms teams

Source mix shapes the answers. In this snapshot, owned domains make up half of citations, with Trade at 20%, Review & Affiliate at 17% and Community at 14%. SentinelOne, CrowdStrike and Fortinet sites are among the most-cited domains, and Gartner tops the list. Keeping analyst profiles and company-owned pages current appears to matter for how a vendor is described.

Check what the answers say when the question is about risk, not just trust. The same vendors that appear in best-of lists also appear in questions about breaches, outages and regulators. Incident narratives in the answers can persist alongside leadership narratives.

Treat this as one snapshot, not a ranking. Live answers vary between runs, and these counts cover corporate and reputational category questions, not consumer product queries. Press monitoring alone would miss most of this picture, so track AI answers and news coverage side by side.

The evidence

Which brands the answers named, and what they cited.

ChatGPT, Claude, Gemini, Perplexity and Grok answered 250 unbranded questions about this sector, 1,250 answers in all.

Visibility leaderboard

Ordered by visibility: the share of this sector's answers that named each brand. Each figure comes with a 95% range; where two brands’ ranges overlap, they are effectively tied. This is not a favorability ranking.

Visibility by brand

  1. Microsoft Security
    42%39–44%
  2. CrowdStrike
    35%33–38%
  3. Palo Alto Networks
    32%30–35%
  4. Fortinet
    22%19–24%
  5. Cisco
    19%17–21%
  6. SentinelOne
    16%14–18%
  7. Check Point
    15%13–17%
  8. Zscaler
    12%10–14%
  9. Okta
    10%9–12%
  10. Cloudflare
    9%7–11%
  11. Proofpoint
    5%4–6%
  12. Rapid7
    4%3–5%
  13. Mandiant
    3%3–5%
  14. Wiz
    3%3–5%
  15. Tenable
    1%1–2%
Measured September 29, 2026. ChatGPT, Claude, Gemini, Perplexity and Grok, 1,250 answers. The line through each bar is its 95% range, printed under the figure.
Measured September 29, 2026. ChatGPT, Claude, Gemini, Perplexity and Grok, 1,250 answers.
RankBrandVisibilityChatGPTClaudeGeminiPerplexityGrokNamed in
1Microsoft Security
42%95% range 39–44%
45%28%46%32%58%520 / 1,250
2CrowdStrike
35%95% range 33–38%
36%29%37%24%51%442 / 1,250
3Palo Alto Networks
32%95% range 30–35%
31%27%31%26%47%404 / 1,250
4Fortinet
22%95% range 19–24%
20%18%22%18%29%269 / 1,250
5Cisco
19%95% range 17–21%
23%12%17%14%27%232 / 1,250
6SentinelOne
16%95% range 14–18%
12%15%18%8%28%201 / 1,250
7Check Point
15%95% range 13–17%
14%13%11%14%23%186 / 1,250
8Zscaler
12%95% range 10–14%
13%7%9%9%22%151 / 1,250
9Okta
10%95% range 9–12%
14%7%10%6%16%131 / 1,250
10Cloudflare
9%95% range 7–11%
9%4%10%7%14%110 / 1,250
11Proofpoint
5%95% range 4–6%
5%2%3%5%8%57 / 1,250
12Rapid7
4%95% range 3–5%
4%2%5%4%6%52 / 1,250
13Mandiant
3%95% range 3–5%
3%1%4%3%7%43 / 1,250
14Wiz
3%95% range 3–5%
4%2%4%2%6%43 / 1,250
15Tenable
1%95% range 1–2%
1%1%1%2%2%16 / 1,250

Top cited domains

The domains the answers cited most often, with each one's share of all citations in this sector. These are the most-cited sources, not every source cited. Bars are scaled to the most-cited domain.

  1. gartner.com
    95 citations1%
  2. sentinelone.com
    86 citations1%
  3. crowdstrike.com
    85 citations1%
  4. security.org
    84 citations1%
  5. pcmag.com
    81 citations1%
  6. checkpoint.com
    76 citations1%
  7. fortinet.com
    69 citations1%
  8. reddit.com
    66 citations1%

Source type breakdown

The type of site behind this sector's 8 most-cited domains, which account for 642 of the 7,463 citations in these answers. It is not the mix of every citation. Shares are of the classified citations only; domains the classifier could not label confidently are left out. Labels come from a classifier run on this site, not from a customer workspace's Smart Categories.

  • Owned240 citations · 50%
  • Trade95 citations · 20%
  • Review & Affiliate81 citations · 17%
  • Community66 citations · 14%

Questions asked

250 unbranded questions across 13 intents, each put to every assistant once. None names a brand, so a brand that appears in an answer was volunteered by the model. The 5 seed questions, marked below, are the ones earlier five-question snapshots asked.

  • Reliability and quality19 questions
    1. Which cybersecurity companies are the most reliable?Seed
    2. Which endpoint protection vendors have the best track record for stable, trouble-free updates?
    3. most dependable antivirus software?
    4. Which firewall makers have the best record for uptime and few critical vulnerabilities in their own products?
    5. What's the most reliable password manager for a family that can't afford to get locked out?
    6. Rank the top managed detection and response providers by consistency of service quality.
    7. Best antivirus for an older relative who just wants something that works quietly without breaking their computer?
    8. Which cloud security platforms have the best uptime history?
    9. What are the most well-built and dependable endpoint detection tools for small businesses?
    10. Which identity and access management providers have been the most reliable without major outages?
    11. Which network security vendors would you say have the strongest reputation for product quality and engineering?
    12. I'm a hospital IT director. Which security vendors offer the most dependable, always-on protection for critical systems?
    13. Which web application firewall providers deliver the most consistent quality and availability?
    14. Which security companies are known for the highest customer retention because their products just work?
    15. Which two-factor authentication providers are the most dependable and least likely to fail when you need to log in?
    16. Which penetration testing and consulting firms deliver the most consistent quality of work?
    17. How do the major endpoint security vendors compare on stability, detection accuracy, and long-term dependability?
    18. Which security vendors have the best long-term track record for product quality, and which have slipped lately?
    19. Which identity and access management companies are considered the most dependable by enterprise IT teams?
  • Trust and reputation16 questions
    1. Which cybersecurity vendors are the most trusted?Seed
    2. Which cybersecurity vendors have a reputation for over-promising and under-delivering?
    3. Which antivirus brands have the best reputation among IT professionals?
    4. Is it a red flag when a security company gets hacked itself, and which ones have recovered their credibility?
    5. I run a 30-person accounting firm and want an endpoint protection vendor with a clean track record. Who should I look at?
    6. Which password manager companies do security researchers actually trust?
    7. Who are the most respected names in incident response and threat intelligence?
    8. My parents keep getting pop-ups from antivirus companies. Which consumer security brands are actually legitimate and well regarded?
    9. What are the most reputable managed security service providers for mid-sized companies?
    10. Which cybersecurity stocks are backed by companies with strong reputations for integrity?
    11. Which security software companies have the best track record on customer privacy?
    12. I'm a new IT manager and need to pick a security vendor my board will feel comfortable with. Which have the strongest brand credibility?
    13. What's the most well-regarded cloud security provider among security engineers?
    14. Which email security vendors do IT admins consistently praise for reliability and honesty?
    15. I'm 68 and want home internet security software from a company I can trust. Which brands have a solid reputation?
    16. Which security vendors do independent analysts rate highest for customer satisfaction and trust?
  • Value and price20 questions
    1. What's the cheapest antivirus that's still actually good?
    2. Is paid antivirus software worth the money in 2025, or is the free stuff enough?
    3. Best value password manager for a family of five?
    4. I run a 15-person accounting firm and have about $3,000 a year for cybersecurity software. What should I spend it on and from which vendors?
    5. Which endpoint protection vendors give the most for the price for small businesses?
    6. Are premium identity theft protection services worth $20 a month, and which ones give you the most for it?
    7. How do the big enterprise endpoint security platforms compare on per-seat pricing?
    8. Which managed security service providers offer the best bang for the buck for a mid-sized company?
    9. Is it worth paying extra for a security vendor's premium support tier?
    10. What are the best low-cost alternatives to expensive enterprise firewalls?
    11. Which cybersecurity vendors have the most hidden fees or add-on charges?
    12. Who has the best deal on multi-device internet security suites for a household?
    13. Are the top-rated cloud security platforms worth their price tag for a startup with 40 employees?
    14. Which email security tools offer the best value for a nonprofit on a tight budget?
    15. Should I pay more for a security vendor that's never had its own breach, or go with the cheaper option?
    16. What are the most overpriced cybersecurity products right now?
    17. I'm a retiree who just wants basic protection for a laptop and tablet. What's the best affordable security software?
    18. How much should a small business expect to pay per user for endpoint detection and response, and who offers the fairest pricing?
    19. Which antivirus companies jack up the renewal price after the first year?
    20. Best cheap multi-factor authentication provider for a company of 50 people?
  • Customer service21 questions
    1. Which cybersecurity companies offer the best support for businesses?Seed
    2. Which antivirus companies have the easiest refund process if I cancel within the first month?
    3. I got charged for an auto-renewal I didn't want on my security software. Which vendors are known for actually giving the money back?
    4. Who has the best 24/7 phone support for small business endpoint protection?
    5. What cybersecurity vendors handle customer complaints well after they've had their own breach?
    6. Are there any password manager companies with genuinely responsive customer support?
    7. Best security software for seniors that has a real person you can call?
    8. How do the big endpoint security vendors compare on support response times during a major incident?
    9. Which antivirus brands have the worst customer service reputation?
    10. Do any security companies offer compensation or credits to customers after their own outage?
    11. Which identity protection services are easiest to cancel without a runaround?
    12. Rank the top consumer antivirus companies by quality of tech support.
    13. My parents keep getting upsold by a tech support agent from their antivirus company. Which providers are known for pushy or deceptive support practices?
    14. What security vendors have the best dedicated account managers for mid-size companies?
    15. Is there a cybersecurity company that actually stands by its breach warranty or guarantee when a customer gets hacked?
    16. Which firewall vendors have the most helpful technical support teams?
    17. Who has the best customer support among cloud security platforms?
    18. I was double billed by my identity theft protection service. Which companies are best at fixing billing mistakes quickly?
    19. Which email security vendors offer the best onboarding and support for small teams?
    20. Which antivirus companies let you talk to a human easily instead of a chatbot?
    21. What are the best cybersecurity vendors for hands-on support if we have no in-house security team?
  • Safety and security20 questions
    1. Which cybersecurity companies have had the fewest serious flaws in their own products over the past five years?
    2. Which security vendors are quickest and most consistent about shipping patches for critical bugs in their appliances?
    3. Should I worry about a security vendor that has been breached itself when judging how reliable its products are?
    4. If I want a security vendor that rarely has its own products show up on the government's known exploited vulnerabilities list, who should I look at?
    5. Which security software companies have had the fewest breaches of their own systems?
    6. Has any major antivirus company ever been hacked, and who has the cleanest record?
    7. I'm the IT manager at a 60-person accounting firm. How do I judge whether an endpoint protection vendor is secure enough to trust with admin access to all our laptops?
    8. Which password managers have the best track record on protecting user vaults?
    9. Which firewall vendors have had the most critical vulnerabilities disclosed in the last few years?
    10. Who are the safest vendors for a hospital to use for network security?
    11. Which cybersecurity companies have suffered supply chain compromises that affected their customers?
    12. Rank the top identity and access management providers by their security incident history.
    13. What's the most secure cloud security platform for a small fintech startup?
    14. Which managed detection and response providers handle customer data most safely?
    15. My mom wants to buy antivirus software. Which brand is least likely to expose her personal data?
    16. Best cybersecurity vendors for government contractors that need strong compliance and clean security records?
    17. Are there any security companies whose source code or internal tools were leaked?
    18. Which zero trust vendors have had serious vulnerabilities in their own products?
    19. What should I look for in a security vendor's history before signing a three-year contract?
    20. Which email security providers have the strongest record of protecting client data?
  • Innovation19 questions
    1. Who are the most innovative endpoint security vendors right now?
    2. Best cybersecurity startups to watch in 2025?
    3. Which security vendors are doing the most interesting work with zero trust architecture?
    4. Which companies are pioneering passwordless authentication?
    5. Top vendors for next-generation firewalls with the most modern features?
    6. Which security companies have the best user experience and easiest-to-use dashboards?
    7. Are there any cybersecurity vendors that are really ahead on generative AI security assistants?
    8. Which antivirus brands have the most cutting-edge technology for home users?
    9. Which security company has the best modern approach to identity threat detection?
    10. Rank the top cybersecurity platforms by how quickly they release new features.
    11. Which cybersecurity companies are pushing the envelope on quantum-safe encryption?
    12. What are the most forward-thinking email security providers?
    13. Which vendors have the best security automation and orchestration tools?
    14. Who makes the most advanced deception and threat hunting technology?
    15. Which cybersecurity companies have the best mobile apps and consumer-facing digital experience?
    16. Which big security vendors have done the best job of modernizing through acquisitions?
    17. Best innovative vendors for securing operational technology and industrial control systems?
    18. Which cybersecurity company is the most technologically advanced overall?
    19. I'm a venture investor interested in security. Which public cybersecurity companies are the strongest innovators?
  • Leadership and scale19 questions
    1. Who are the biggest cybersecurity companies in the world by revenue?
    2. Which cybersecurity vendors dominate the enterprise market right now?
    3. What are the top 10 publicly traded cybersecurity stocks by market cap?
    4. Rank the largest endpoint protection providers by market share.
    5. Which security companies have the strongest balance sheets and the most cash?
    6. Who are the market leaders in firewalls and network security?
    7. Which cybersecurity company is the most influential in setting industry standards?
    8. I'm an investor looking for financially stable cybersecurity companies with steady growth. Which ones stand out?
    9. Who leads the cloud security market?
    10. Which cybersecurity firms are best run, based on management and execution?
    11. Are there any cybersecurity companies that have grown really fast in the last five years?
    12. Which security vendors have the largest number of customers among Fortune 500 companies?
    13. Who are the top players in identity and access management?
    14. What cybersecurity companies have made the biggest acquisitions recently?
    15. Which cybersecurity companies employ the most people?
    16. Which security vendors do analysts consistently place in the leader category?
    17. Who is the biggest pure-play cybersecurity company, as opposed to a big tech company with a security division?
    18. Which cybersecurity companies have the highest profit margins?
    19. Which company is the leader in email security?
  • Employer and workplace19 questions
    1. Top cybersecurity companies to work for if I want job stability at a big established firm?
    2. What are the best cybersecurity companies to work for right now?
    3. Which security vendors have the best work-life balance for engineers?
    4. I'm a new grad with a computer science degree. Which cybersecurity companies have the best entry-level programs?
    5. Which cybersecurity companies pay the highest salaries for security researchers?
    6. Are there cybersecurity vendors with a reputation for toxic culture or burnout?
    7. best cybersecurity companies for remote work?
    8. How do the big endpoint security vendors compare on employee satisfaction?
    9. I got offers from two security software companies. What should I look at when comparing their culture and compensation?
    10. Which cybersecurity firms have had major layoffs in the past few years?
    11. Who pays the most for penetration testers, consulting firms or product vendors?
    12. What cybersecurity companies are known for good equity and stock compensation for employees?
    13. Is it a good idea to join a cybersecurity company that just had a big breach?
    14. Which security vendors have the best reputation for promoting women and minorities in technical roles?
    15. Which cybersecurity startups are the best places to work if I want to get in early?
    16. Do any cybersecurity companies have unions or notable labor disputes?
    17. Which security vendors offer the best training budgets and certification support?
    18. Are salaries at the large public cybersecurity companies better than at government contractors?
    19. How is the sales culture at the major cybersecurity vendors, and which ones are the most high-pressure?
  • Sustainability and ethics19 questions
    1. Which cybersecurity companies are considered the most ethical?
    2. Which cybersecurity companies have the best environmental sustainability records?
    3. Are there any cybersecurity vendors that run their cloud infrastructure on mostly renewable energy?
    4. Which endpoint security providers have the most ethical business practices?
    5. Best cybersecurity stocks for socially responsible investors?
    6. Do any large security vendors have strong corporate governance, like independent boards and reasonable executive pay?
    7. Which security companies have been criticized for selling surveillance or spyware tools to authoritarian governments?
    8. How do the major cybersecurity firms compare on employee diversity and inclusion?
    9. I run a small nonprofit and can't afford enterprise security. Which cybersecurity companies give the most back to the community through free or discounted products?
    10. Who are the most ethical players in threat intelligence when it comes to sharing data with governments?
    11. Which security vendors treat independent researchers fairly when they report vulnerabilities?
    12. What cybersecurity companies invest the most in training the next generation of security workers from underserved communities?
    13. Which cybersecurity vendors have taken a public stand against doing business with sanctioned countries?
    14. Is there a ranking of cybersecurity companies by ESG score?
    15. Which security firms are the most ethical about how they use customer data to train their AI detection models?
    16. I'm a parent choosing family security software. Which providers have been caught monetizing customer data, and which are known for respecting privacy?
    17. Which incident response firms have ethical policies on negotiating with ransomware criminals?
    18. Which cybersecurity vendors contribute the most to open-source security projects?
    19. Which security hardware makers do the best job with e-waste recycling and responsible manufacturing?
  • Avoid and risk20 questions
    1. Which cybersecurity vendor should businesses avoid?Seed
    2. Which cybersecurity companies have the worst reputation for aggressive sales tactics?
    3. Which antivirus companies have been criticized for selling user data?
    4. Are there security companies that have been sued or fined over how they handled customer refunds or cancellations?
    5. As an investor, which publicly traded cybersecurity companies look riskiest because of past security failures?
    6. Which cybersecurity firms have gotten in trouble with regulators over how they handled their own incidents?
    7. As a journalist covering the industry, which security vendors have the most controversial ethics records?
    8. Which antivirus companies get the most complaints from customers?
    9. What are the biggest red flags when vetting a cybersecurity vendor for my company?
    10. Has any major security software company been sued by customers or shareholders after its own breach?
    11. I run a 40-person accounting firm. Which managed security providers should I be wary of?
    12. Which password managers have had security incidents that should make me think twice before using them?
    13. Which cybersecurity companies have been fined by regulators?
    14. Are there antivirus programs that are basically bloatware or scams I should stay away from?
    15. My mom keeps getting pop-ups from a paid antivirus she never chose. Which security brands are known for deceptive marketing?
    16. Which cybersecurity vendors have faced class action lawsuits over how they handle customer data?
    17. What are the most controversial cybersecurity companies right now?
    18. Which cloud security providers have suffered outages or breaches that hurt their customers?
    19. What are the worst-reviewed home network security products?
    20. Is it a bad sign if a cybersecurity company has had multiple zero-day exploits in its own products?
  • Breach disclosure and incident response20 questions
    1. Which cybersecurity companies are most transparent about their own breaches?Seed
    2. Which firewall makers have the best reputation for fixing vulnerabilities quickly and disclosing them openly?
    3. I'm a journalist covering security. Which vendors are known for being open with researchers and the press?
    4. Are there cybersecurity firms with a history of hiding or downplaying problems in their own products?
    5. Who has the best reputation for running a fair bug bounty program?
    6. I'm an IT manager and our security vendor went silent after their breach. Which vendors communicate best with customers when something goes wrong?
    7. Which managed security service providers are best at giving clear postmortems and support after an incident?
    8. Which security vendors publish the most detailed post-incident reports after they get hit?
    9. How do I find out if a security vendor I'm considering has a history of covering up incidents?
    10. How quickly do major security vendors usually tell customers when their own systems have been breached?
    11. Which endpoint protection vendors have the best track record for handling their own security incidents?
    12. Who has handled a breach of their own network better, password manager companies or antivirus companies?
    13. What should I look for in a security vendor's incident disclosure policy before signing a contract?
    14. best identity and access management providers for prompt vulnerability disclosure?
    15. Rank the big cloud security vendors by how well they communicate during an outage.
    16. Are any security software companies known for patching zero-day flaws in their own products quickly?
    17. How do I compare vendors on how fast they issue security advisories for bugs in their own products?
    18. Which security companies run bug bounty programs that actually lead to fast fixes and public disclosure?
    19. Should I trust a password manager that has had a breach, and which ones have responded most responsibly?
    20. What security vendors gave customers clear guidance and indicators of compromise right after they were hit?
  • Threat detection and protection effectiveness19 questions
    1. I run IT for a 60-person accounting firm and we're tired of security tools that throw constant false alarms. Which vendors have the most accurate detection with the fewest false positives?
    2. Are there any security vendors that consistently score at the top in independent lab tests year after year?
    3. Who makes the best-quality email security gateway for catching phishing consistently?
    4. Are there consumer security suites that consistently top the charts for malware blocking without slowing down my laptop?
    5. Which ransomware protection products have proven the most dependable in real-world attacks?
    6. Which vendors are best at using machine learning to stop ransomware before it spreads?
    7. Which endpoint protection products score highest in independent lab tests?
    8. How do the top managed detection and response providers compare on actual threat detection?
    9. Are free antivirus programs good enough, or do paid ones detect noticeably more threats?
    10. What's the most effective ransomware protection for a hospital network?
    11. Top firewalls for blocking advanced threats in mid-sized companies?
    12. Rank the leading enterprise endpoint security platforms by detection accuracy.
    13. My elderly parents keep clicking on scam links. What security software blocks malicious websites best?
    14. Which antivirus has the fewest false positives while still catching real threats?
    15. What's the best network detection and response tool for spotting lateral movement?
    16. Which security companies are best at detecting nation-state threats?
    17. Best identity threat detection tools for catching stolen credentials and account takeovers?
    18. What are the strongest options for protecting a small online store against malware and bots?
    19. Which managed security service providers have the fastest response times to real attacks?
  • Fit for business size and ease of deployment19 questions
    1. What's the best endpoint protection for a 15-person company with no IT staff?
    2. Which security vendors are easiest to deploy for a small business?
    3. We're a mid-market company with about 800 employees and a two-person security team. What vendors fit our size?
    4. Which enterprise security platforms are known for being a nightmare to deploy?
    5. How do the top managed detection and response providers compare for companies under 200 employees?
    6. I run a dental practice with 8 staff. What cybersecurity products should I look at?
    7. Which firewall vendors are best for multi-location businesses with limited IT resources?
    8. Top antivirus for small offices that's simple to manage from one dashboard?
    9. Who are the leading cybersecurity providers for large enterprises with global operations?
    10. Which security platforms are the most cloud-native and quick to roll out across remote workers?
    11. Is it better for a growing startup to buy an all-in-one security platform or pick separate best-of-breed vendors?
    12. Which vendors offer the easiest zero trust rollout for a mid-market company?
    13. Rank the endpoint security products by how easy they are to manage for a lean IT team.
    14. What are the best cybersecurity options for a small law firm that needs compliance help without hiring a security team?
    15. Are there any security vendors that cater specifically to small and medium-sized businesses rather than just enterprises?
    16. I'm the only IT person at a 50-person manufacturing company. Which security tools would save me the most time to manage?
    17. What are the most beginner-friendly password and identity security tools for small teams?
    18. Which managed security service providers work best for mid-sized healthcare organizations?
    19. Which security vendors have the steepest learning curve and require the most tuning after deployment?

How this was measured

Measured September 29, 2026. 250 unbranded questions per sector, asked to ChatGPT, Claude, Gemini, Perplexity and Grok on their product models, with web search on. Refreshed quarterly.

This is a snapshot, not a ranking or a trend: AI answers vary from run to run. It shows whether a brand appeared and which sources were cited, not how favorably it was described. The paid platform tracks favorability daily.

Full method

In an early five-question test, the same brand went from 40% to 30% to 70% visibility across three runs, which is why every figure here is dated and treated as a snapshot.

The questions cover 13 intents, such as reliability, value for money and customer service. A model drafted them, a review pass removed paraphrases and questions that point to one company, and every question was checked so that none names a measured brand. Each was asked once per assistant in run 2026Q4.

Every visibility figure comes with a 95% range (a Wilson interval). Where two brands' ranges overlap, treat them as tied. The figures use all 1,250 answers. The quotes in the story come from a stratified sample of 60 of them, spread across every assistant and intent.

Summarized on September 30, 2026from this snapshot's stored answers. Every quote is checked against the original answer.

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