# Vulnerability management platforms for enterprise buyers: what AI models recommend, September 2026

Gane Index, September 2026 Edition. Asked as "vulnerability management platform" and as "vulnerability scanning and management tool", six framings each, to twelve models with search on, on behalf of an enterprise B2B company. Page: https://www.gane.ai/index/it/security/vulnerability-management-platforms/2026-09/enterprise

This is the permanent record of the September 2026 Edition, published September 17, 2026 and superseded since. The current standing: https://www.gane.ai/index/it/security/vulnerability-management-platforms/enterprise/index.md

**Standing:** Tenable Vulnerability Management leads with 46% of first choices; verdict clear leader. 50 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Tenable Vulnerability Management](https://www.gane.ai/index/it/vendors/tenable-vulnerability-management/index.md) | 46% | 13% | 55 |
| 2 | [Qualys VMDR](https://www.gane.ai/index/it/vendors/qualys-vmdr/index.md) | 20% | 20% | 64 |
| 3 | [Rapid7 InsightVM](https://www.gane.ai/index/it/vendors/rapid7-insightvm/index.md) | 10% | 17% | 58 |
| 4 | [Microsoft Defender Vulnerability Management](https://www.gane.ai/index/it/vendors/microsoft-defender-vulnerability-management/index.md) | 8% | 8% | 25 |
| 7 | [CrowdStrike Falcon Spotlight](https://www.gane.ai/index/it/vendors/crowdstrike-falcon-spotlight/index.md) | 2% | 30% | 10 |
| 10 | [Wiz](https://www.gane.ai/index/it/vendors/wiz/index.md) | 0% | 11% | 28 |
| 11 | [Orca Security](https://www.gane.ai/index/it/vendors/orca-security/index.md) | 0% | 12% | 17 |
| 12 | [CrowdStrike Falcon Exposure Management](https://www.gane.ai/index/it/vendors/crowdstrike-falcon-exposure-management/index.md) | 0% | 0% | 11 |
| 13 | [CrowdStrike](https://www.gane.ai/index/it/vendors/crowdstrike/index.md) | 0% | 10% | 10 |

Rank is by share of first choices among all 69 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Tenable Vulnerability Management; alternatives Qualys VMDR, Rapid7 InsightVM
- GPT-5.4 mini: Tenable Vulnerability Management; alternatives Microsoft Defender Vulnerability Management, Qualys VMDR
- Gemini 3.5 Flash: Qualys VMDR, Tenable Vulnerability Management; alternatives Brinqa, CrowdStrike Falcon Exposure Management, Microsoft Defender Vulnerability Management, Nucleus Security
- Perplexity Sonar: Tenable Vulnerability Management; alternatives OpenVAS, Qualys VMDR, Rapid7 InsightVM, Wiz
- Grok 4.20: Tenable Vulnerability Management; alternatives Qualys VMDR, Rapid7 InsightVM
- Mistral Small: Rapid7 InsightVM, Tenable Vulnerability Management; alternatives CrowdStrike Falcon Exposure Management, Ivanti Neurons for Vulnerability Management, Qualys VMDR
- DeepSeek V4 Flash: Qualys VMDR, Tenable Vulnerability Management; alternatives Orca Security, Rapid7 InsightVM, Wiz
- Llama 4 Maverick: Rapid7 InsightVM, Tenable Vulnerability Management; alternatives Binarly
- Qwen 3.7 Flash: Tenable One; alternatives Qualys VMDR, Rapid7 InsightVM, Wiz
- Kimi K2: Tenable Vulnerability Management; alternatives CrowdStrike Falcon Exposure Management, Qualys VMDR, Rapid7 InsightVM
- GLM 4.7 FlashX: Tenable One; alternatives Microsoft Defender Vulnerability Management, Qualys VMDR, Wiz
- MiniMax M2.5: Rapid7 InsightVM, Tenable Vulnerability Management; alternatives CrowdStrike Falcon Complete with Spotlight, Qualys VMDR, Wiz

## Sources the answers cite

64 of 72 answers came back with a source list, from 12 of 12 models. Sites named in the most answers:

- gartner.com: 35 answers, 53 citations
- orca.security: 29 answers, 34 citations
- techrepublic.com: 29 answers, 29 citations
- riskwatch.com: 26 answers, 26 citations
- axis-intelligence.com: 25 answers, 25 citations
- expertinsights.com: 22 answers, 24 citations
- technologymatch.com: 22 answers, 24 citations
- tech-insider.org: 20 answers, 36 citations

Pages named in the most answers:

- https://gartner.com/reviews/market/vulnerability-assessment (30 answers)
- https://orca.security/resources/blog/best-vulnerability-management-tools (29 answers)
- https://techrepublic.com/article/top-vulnerability-management-tools (29 answers)
- https://riskwatch.com/vulnerability-management-software (26 answers)
- https://axis-intelligence.com/best-vulnerability-management-tools-tested (25 answers)
- https://technologymatch.com/blog/tenable-vs-qualys-vs-rapid7-vm-platform-comparison (22 answers)
- https://worldmetrics.org/best/enterprise-vulnerability-management-software (20 answers)
- https://expertinsights.com/security-operations/the-top-vulnerability-management-solutions (19 answers)
- https://pdq.com/blog/best-vulnerability-management-tools (18 answers)
- https://binarly.io/articles/vulnerability-management-tools (16 answers)

## Warned against

- Qualys VMDR: 13 of 64 labels negative. "Platforms to Avoid for Predictable Costs | Qualys VMDR | Per-IP pricing ... modular add-ons increase complexity" (Kimi K2, budget prompt)
- Rapid7 InsightVM: 10 of 58 labels negative. "Avoid niche/older tools (e.g., deprecated Nexpose, lesser-known like Flexera) lacking enterprise validation." (Grok 4.20, negative prompt)
- Tenable Vulnerability Management: 7 of 55 labels negative. "⭐⭐ (Poor - Spikes with Cloud Growth) ... Only pay a dedicated premium (Qualys/Tenable) if your legal/compliance team strictly mandates a third-party scanner" (Qwen 3.7 Flash, budget prompt)
- CrowdStrike Falcon Spotlight: 3 of 10 labels negative. "Custom pricing, bundled with EDR suite" (Kimi K2, budget prompt)

## Record

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