# Tenable Attack Surface Management: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 22 judge labels across 1 category by 14 of 14 models. Page: https://www.gane.ai/index/it/vendors/tenable-attack-surface-management

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Attack surface management](https://www.gane.ai/index/it/security/attack-surface-management/index.md) | 2% | 10 | 18% | 22 |

## What the models said for it

- "I'd usually recommend Tenable One Attack Surface Management as the default starting point" (GPT-5.4 mini, ASM)
- "Tenable One Attack Surface Management link external findings to existing vulnerability and exposure management workflows" (Muse Glimmer 30B, ASM)
- "suits organizations that have already invested in the Tenable vulnerability management ecosystem" (MiniMax M2.5, ASM)
- "Choose Tenable or Rapid7 when ASM must extend an existing vulnerability-management program." (Perplexity Sonar, ASM)

## And against it

- "economically attractive when you already use the corresponding ecosystem, but avoid assuming that an existing EDR or vulnerability-management deployment automatically provides complete external discovery" (Perplexity Sonar, ASM)
- "they can feel complex and expensive for mid-sized teams (better suited to enterprises with dedicated resources)" (Grok 4.20, ASM)
- "Users note room for improvement in integration with other tools" (DeepSeek V4 Flash, ASM)
- "Enterprises wanting detailed, continuous vulnerability insight" (GLM 4.7 FlashX, ASM)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 1 | 0 | 1 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 1 | 0 | 1 | 2 |
| Grok 4.20 | 0 | 1 | 0 | 1 | 2 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 1 | 2 |
| Llama 4 Maverick | 0 | 1 | 2 | 0 | 3 |
| Qwen 3.7 Flash | 0 | 0 | 2 | 0 | 2 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 1 | 1 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 1 | 0 | 1 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Tenable Attack Surface Management, from 77 of the 81 answers that named it (only the models that return a source list).

### Domains cited

- cyble.com: 38
- upguard.com: 35
- paloaltonetworks.com: 28
- checkpoint.com: 24
- g2.com: 23
- securityboulevard.com: 20
- synack.com: 19
- tenable.com: 16 (its own site)
- cycognito.com: 15
- cybersectools.com: 14

### Pages cited

- https://cyble.com/knowledge-hub/top-attack-surface-management-services: 38
- https://upguard.com/blog/attack-surface-management-vendors-compared: 28
- https://checkpoint.com/cyber-hub/tools-vendors/best-attack-surface-management-platforms-2026: 21
- https://synack.com/blog/best-attack-surface-management-tools: 19
- https://paloaltonetworks.com/cyberpedia/asm-tools-comparison: 17
- https://securityboulevard.com/2024/09/10-best-attack-surface-management-tools: 16
- https://cybersectools.com/resources/shortlists/best-attack-surface-tools: 14
- https://ordr.net/blog/best-attack-surface-management-platforms: 13

## In its own words

What Tenable Attack Surface Management's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: Attack Surface Management can be purchased alone or as part of the Tenable One Exposure Management Platform package. (https://docs.tenable.com/attack-surface-management.htm)
- For: Organizzazioni che devono comprendere e gestire i rischi esterni e la superficie di attacco esterna. (https://it.tenable.com/products/attack-surface-management)
- Customers named: SightGain

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.