| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Threat intelligence platforms | Security operations | 5% | 7 of 119 | 15% | 13 | accepted challenger | ▼−1Since September 2026: 6% → 6%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Digital risk protection | Security operations | 2% | 15 of 86 | 0% | 4 | under 10 labels · led by UpGuard BreachSight at 22% |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| DRP | 0% | 2% | newNew since September 2026: not ranked then, 2% now. | New this edition | Rank 15 of 86, unchanged |
| Threat intel | 6% | 6% | ▼−1Since September 2026: 6% → 6%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 7 of 119, unchanged |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 2 | 2 | 0 | 0 | 4 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 1 | 1 | 0 | 0 | 2 |
| Perplexity Sonar | 0 | 0 | 1 | 1 | 2 |
| Grok 4.20 | 0 | 2 | 0 | 0 | 2 |
| Mistral Small | 1 | 0 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 1 | 0 | 0 | 1 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 1 | 0 | 2 |
Verbatim evidence the judge attached to positive labels.
“Cyble Vision combines threat intelligence, dark web monitoring, brand protection, and automated takedowns, with breadth of coverage at a generally more accessible price point” Claude Haiku 4.5 · DRP · direct prompt · first choice
“Cyble Vision ranks first for combining external threat intelligence, dark web monitoring, attack surface management, and brand protection into a single AI-native platform.” Claude Haiku 4.5 · Threat intel · comparative prompt · first choice
“prioritize platforms that offer Extended Threat Intelligence (XTI) or Brand/Identity protection (like SOCRadar, Flare, or Cyble)” Gemini 3.5 Flash · Threat intel · scale prompt · first choice
“Rapid7 Threat Command and Cyble Vision are the strongest overall picks” DeepSeek V4 Flash · Threat intel · direct 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.
“Cyble received criticism for: Duplicate notifications and unreliable alert delivery → alert fatigue, Poor customer support” DeepSeek V4 Flash · Threat intel · negative prompt · soft negative
“positioned for larger teams or come with custom pricing, so they are usually not the best first pick when budget is constrained” Perplexity Sonar · Threat intel · budget 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 42 of the 42 answers that named Cyble Vision and are not a share of its labels.
145 of the 171 domain citations in answers naming Cyble Vision 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 | 1,438 | undated | ASM, MFA | ||
| News or press | 106 | undated | Threat intel, ASM | ||
| Glossary or explainer | 78 | undated | ASM, EDR | ||
| Conference or event | 37 | undated | |||
| Case study | 31 | undated | |||
| Webinar or virtual event | 19 | undated | |||
| Comparison | 18 | undated | EDR | ||
| Podcast or video | 8 | undated | |||
| Report or ebook | 4 | undated |
As the event pages on cyble.com state them, read September 28, 2026.
Every page cyble.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. 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 Cyble Vision's own pages state, read September 28, 2026: cyble.com, trust.cyble.com, cyble.com/platforms, cyble.com/case-studies. 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 Cyble Vision'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 Cyble Vision, 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 Cyble Vision by email, built from the raw record of the edition. It shows: