| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Digital risk protection | Security operations | 14% | 2 of 86 | 23% | 47 | accepted challenger | |
| Deception technology | Security operations | 0% | 76 of 94 | 0% | 1 | under 10 labels · led by Thinkst Canary at 37% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 0 | 0 | 2 |
| GPT-5.4 mini | 3 | 0 | 1 | 1 | 5 |
| Gemini 3.5 Flash | 1 | 2 | 0 | 1 | 4 |
| Perplexity Sonar | 0 | 1 | 2 | 0 | 3 |
| Grok 4.20 | 3 | 1 | 0 | 1 | 5 |
| Mistral Small | 1 | 0 | 1 | 1 | 3 |
| DeepSeek V4 Flash | 1 | 3 | 0 | 2 | 6 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 2 | 0 | 0 | 1 | 3 |
| Kimi K2 | 0 | 3 | 0 | 1 | 4 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 1 | 2 |
| MiniMax M2.5 | 1 | 1 | 1 | 1 | 4 |
| GPT-6 Luna | 1 | 1 | 0 | 0 | 2 |
| Muse Glimmer 30B | 0 | 2 | 1 | 1 | 4 |
Verbatim evidence the judge attached to positive labels.
“Broad external-threat coverage spanning brand and domain abuse, social platforms, executive risks... Look closely at ZeroFox.” GPT-6 Luna · DRP · comparative prompt · first choice
“If brand, executive, and social media protection with rapid takedowns are your top priorities → ZeroFox” DeepSeek V4 Flash · DRP · comparative prompt · first choice
“ZeroFox is highly regarded for its automated threat intelligence, brand defense, and executive protection.” Gemini 3.5 Flash · DRP · comparative prompt · first choice
“Zerofox (Best Overall for Brand Protection) ... widely considered the gold standard for brand protection” Qwen 3.7 Flash · DRP · paraphrase prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Users frequently report problems with inefficient alerts, slow performance ... and a high volume of false positives.” Mistral Small · DRP · negative prompt · hard negative
“What to avoid (If budget is truly limited):- ZeroFox: Median contract value is ~$45,000/year.” DeepSeek V4 Flash · DRP · budget prompt · hard negative
“ZeroFox – Multiple User Complaints - False positive overload” Kimi K2 · DRP · negative prompt · hard negative
“G2 reviews flag inefficient alerts, high false positives, slow/incomplete takedowns, and time wasted on manual triage” Grok 4.20 · DRP · negative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 130 of the 136 answers that named ZeroFox and are not a share of its labels.
549 of the 595 domain citations in answers naming ZeroFox came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 642 | 14 | 2026-09-23 | ASM, MFA | |
| News or press | 128 | undated | ASM | ||
| Glossary or explainer | 105 | undated | ASM, MFA | ||
| Report or ebook | 78 | undated | ASM | ||
| Comparison | 28 | 2 | 2026-09-16 | ||
| Conference or event | 24 | undated | |||
| Podcast or video | 13 | undated | ASM | ||
| Webinar or virtual event | 11 | undated | |||
| Case study | 9 | undated | |||
| Template or tool | 1 | undated | ASM |
As the event pages on zerofox.com state them, read September 28, 2026.
Every page zerofox.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Of its titles that name a category, most name ASM (15); 0 name its categories the models place it in. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What ZeroFox's own pages state, read September 28, 2026: zerofox.com, zerofox.com/pricing, trust.zerofox.com, zerofox.com/platform, zerofox.com/partners. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when ZeroFox's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as ZeroFox, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for ZeroFox by email, built from the raw record of the edition. It shows:
ZeroFox is among the products AI models recommend first in Digital risk protection this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.