| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Vulnerability management platforms | Security operations | 16% | 2 of 77 | 30% | 61 | criticized challenger | ▲+6Since September 2026: 7% → 12%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Attack surface management | Security operations | 0% | 63 of 100 | 0% | 1 | under 10 labels · led by Intruder at 49% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Breach and attack simulation | Security operations | 0% | 45 of 74 | 0% | 1 | under 10 labels · led by Cymulate at 24% | |
| Cloud security posture management | Cloud and infrastructure | 0% | 73 of 80 | 100% | 1 | under 10 labels · led by Wiz at 37% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Container and Kubernetes security | Cloud and infrastructure | 0% | 62 of 77 | 0% | 1 | under 10 labels · led by Trivy at 22% | newNew since September 2026: not ranked then, 0% now. |
| Identity threat detection and response | Identity and access | 0% | 72 of 105 | 0% | 1 | under 10 labels · led by Huntress Managed ITDR at 51% | |
| OT and IoT security | Security operations | 0% | 52 of 107 | 0% | 1 | under 10 labels · led by Microsoft Defender for IoT at 21% |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Vuln management | 7% | 12% | ▲+6Since September 2026: 7% → 12%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 5 → 2 of 77 |
| ASM | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 38 → 63 of 100 |
| BAS | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 45 of 74, unchanged |
| CSPM | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 33 → 73 of 80 |
| Container security | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 62 of 77, unchanged |
| ITDR | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 72 of 105, unchanged |
| OT/IoT security | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 52 of 107, 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 | 1 | 1 | 1 | 1 | 4 |
| GPT-5.4 mini | 1 | 1 | 1 | 0 | 3 |
| Gemini 3.5 Flash | 1 | 0 | 1 | 4 | 6 |
| Perplexity Sonar | 0 | 1 | 1 | 1 | 3 |
| Grok 4.20 | 2 | 2 | 0 | 1 | 5 |
| Mistral Small | 0 | 1 | 2 | 2 | 5 |
| DeepSeek V4 Flash | 1 | 3 | 0 | 1 | 5 |
| Llama 4 Maverick | 1 | 0 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 1 | 7 | 0 | 2 | 10 |
| Kimi K2 | 1 | 0 | 2 | 2 | 5 |
| GLM 4.7 FlashX | 1 | 2 | 0 | 3 | 6 |
| MiniMax M2.5 | 1 | 1 | 0 | 1 | 3 |
| GPT-6 Luna | 2 | 0 | 3 | 0 | 5 |
| Muse Glimmer 30B | 2 | 0 | 2 | 1 | 5 |
Verbatim evidence the judge attached to positive labels.
“Also a Leader in the 2025 Gartner MQ, positioned highest in Ability to Execute and furthest for Completeness of Vision.” Grok 4.20 · Vuln management · comparative prompt · first choice
“If you need the absolute deepest vulnerability coverage across the broadest set of environments ... → Tenable One” DeepSeek V4 Flash · Vuln management · comparative prompt · first choice
“The best vulnerability management platform for a company with a limited budget is Tenable Vulnerability Management” Llama 4 Maverick · Vuln management · budget prompt · first choice
“Tenable, Qualys, and Rapid7 InsightVM remain the three pure-play leaders that buyers should shortlist first” Muse Glimmer 30B · Vuln management · comparative 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.
“Full‑featured enterprise tools (Rapid7, Qualys, Tenable.io) without a dedicated security team” GLM 4.7 FlashX · Vuln management · budget prompt · hard negative
“Standard enterprise scanners (like Tenable or Qualys) are incredibly powerful, but their interfaces and configurations are built for dedicated, full-time security operations centers” Gemini 3.5 Flash · Vuln management · paraphrase prompt · soft negative
“Tenable is known for being expensive. It is also highly complex; without a dedicated team to configure the workflows, the platform can become a repository of data” GLM 4.7 FlashX · Vuln management · negative prompt · soft negative
“Major platforms like Tenable, Qualys, Rapid7, and Veracode are all US-incorporated companies subject to the CLOUD Act” Kimi K2 · Vuln management · 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 148 of the 171 answers that named Tenable Vulnerability Management and are not a share of its labels.
487 of the 529 domain citations in answers naming Tenable Vulnerability Management 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.
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 Tenable Vulnerability Management's own pages state, read September 28, 2026: docs.tenable.com/vulnerability-management.htm, tenable.com/vulnerability-management-reports, tenable.com/vulnerability-management-dashboards, jp.tenable.com/source/vulnerability-management, it.tenable.com/products/vulnerability-management. 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 Tenable Vulnerability Management'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 Tenable Vulnerability Management, 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 Tenable Vulnerability Management by email, built from the raw record of the edition. It shows:
Tenable Vulnerability Management is among the products AI models recommend first in Vulnerability management platforms 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.