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

Gane Index, October 2026 Edition. Asked as "vulnerability management platform" and as "vulnerability scanning and management tool", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Page: https://www.gane.ai/index/it/security/vulnerability-management-platforms/2026-10/enterprise

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since. The current standing: https://www.gane.ai/index/it/security/vulnerability-management-platforms/enterprise/index.md

**Standing:** Qualys VMDR (tied with Tenable Vulnerability Management) leads with 32% of first choices; verdict contested. 53 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Qualys VMDR](https://www.gane.ai/index/it/vendors/qualys-vmdr/index.md) | 32% | 21% | 68 |
| 2 | [Tenable Vulnerability Management](https://www.gane.ai/index/it/vendors/tenable-vulnerability-management/index.md) | 32% | 21% | 57 |
| 3 | [Tenable One](https://www.gane.ai/index/it/vendors/tenable-one/index.md) | 13% | 6% | 16 |
| 4 | [Rapid7 InsightVM](https://www.gane.ai/index/it/vendors/rapid7-insightvm/index.md) | 8% | 20% | 66 |
| 5 | [Microsoft Defender Vulnerability Management](https://www.gane.ai/index/it/vendors/microsoft-defender-vulnerability-management/index.md) | 8% | 10% | 29 |
| 6 | [ManageEngine Vulnerability Manager Plus](https://www.gane.ai/index/it/vendors/manageengine-vulnerability-manager-plus/index.md) | 2% | 15% | 13 |
| 10 | [CrowdStrike Falcon Exposure Management](https://www.gane.ai/index/it/vendors/crowdstrike-falcon-exposure-management/index.md) | 0% | 0% | 14 |
| 11 | [Wiz](https://www.gane.ai/index/it/vendors/wiz/index.md) | 0% | 7% | 14 |
| 68 | [OpenVAS](https://www.gane.ai/index/it/vendors/openvas/index.md) | 0% | 100% | 11 |

Rank is by share of first choices among all 68 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: no first choice
- GPT-5.4 mini: Qualys VMDR; alternatives Exposure Command, Rapid7 InsightVM, Tenable One, Tenable Vulnerability Management
- Gemini 3.5 Flash: Qualys VMDR, Tenable Vulnerability Management; alternatives Brinqa, CrowdStrike Falcon Exposure Management, Nucleus Security, Rapid7 InsightVM
- Perplexity Sonar: Tenable One; alternatives Ivanti Neurons for Vulnerability Management, Qualys VMDR, Zafran
- Grok 4.20: Qualys Vulnerability Management, Detection, and Response, Tenable Vulnerability Management; alternatives CrowdStrike Falcon Exposure Management, Rapid7 InsightVM
- Mistral Small: Qualys VMDR, Tenable One; alternatives CrowdStrike Falcon Exposure Management, Rapid7 InsightVM
- DeepSeek V4 Flash: Tenable Vulnerability Management; alternatives CrowdStrike Falcon Exposure Management, Microsoft Defender Vulnerability Management, Qualys VMDR, Rapid7 InsightVM
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Qualys VMDR, Rapid7 InsightVM, Tenable Vulnerability Management
- Kimi K2: Tenable Vulnerability Management; alternatives Qualys VMDR, Rapid7 InsightVM
- GLM 4.7 FlashX: Rapid7 InsightVM, Tenable Vulnerability Management; alternatives ManageEngine Vulnerability Manager Plus, Microsoft Defender Vulnerability Management, Qualys VMDR
- MiniMax M2.5: Qualys VMDR, Tenable Vulnerability Management; alternatives ManageEngine Vulnerability Manager Plus, Rapid7 InsightVM, Vicarius vRx
- GPT-6 Luna: Tenable One; alternatives Qualys VMDR, Rapid7 InsightVM
- Muse Glimmer 30B: Tenable Vulnerability Management; alternatives Qualys VMDR, Rapid7 InsightVM

## Sources the answers cite

74 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- riskwatch.com: 46 answers, 46 citations
- orca.security: 40 answers, 45 citations
- vicarius.io: 31 answers, 47 citations
- techrepublic.com: 31 answers, 31 citations
- motadata.com: 26 answers, 26 citations
- pdq.com: 26 answers, 26 citations
- tenable.com: 25 answers, 44 citations
- expertinsights.com: 23 answers, 25 citations

Pages named in the most answers:

- https://riskwatch.com/vulnerability-management-software (46 answers)
- https://orca.security/resources/blog/best-vulnerability-management-tools (40 answers)
- https://techrepublic.com/article/top-vulnerability-management-tools (31 answers)
- https://motadata.com/blog/vulnerability-management-tools (26 answers)
- https://pdq.com/blog/best-vulnerability-management-tools (26 answers)
- https://surecloud.com/blog-hub/vulnerability-management-software-compared (23 answers)
- https://guideflow.com/blog/vulnerability-management-software (22 answers)
- https://comparitech.com/net-admin/best-vulnerability-management-tools (21 answers)
- https://expertinsights.com/security-operations/the-top-vulnerability-management-solutions (18 answers)
- https://trycomp.ai/hub/best-vulnerability-management-tools (18 answers)

## Warned against

- Rapid7 InsightVM: 13 of 66 labels negative. "Enterprises should be cautious about—or avoid—Tenable, Rapid7 InsightVM, and to some extent Qualys" (Mistral Small, negative prompt)
- Tenable Vulnerability Management: 12 of 57 labels negative. "Avoid platforms ... that focus only on detection without remediation (Qualys, Tenable, Rapid7, ManageEngine)" (GLM 4.7 FlashX, negative prompt)
- OpenVAS: 11 of 11 labels negative. "Repeatedly criticized for heavy false positives... Good as a free baseline, but not for production accuracy."  ... "Not recommended for generalist IT admins" (Muse Glimmer 30B, negative prompt)
- Qualys VMDR: 14 of 68 labels negative. "Avoid platforms that are pure scanners (Nessus, OpenVAS, Nuclei) or that focus only on detection without remediation (Qualys, Tenable, Rapid7, ManageEngine)" (GLM 4.7 FlashX, negative prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
New leader: Tenable Vulnerability Management (46%) to Qualys VMDR (36%). Margin 5 points, within noise.

- Qualys VMDR: 20% to 36%, +16. Cleared the floor by 5 points · rank 2 → 1 of 62.
- Tenable Vulnerability Management: 46% to 31%, −15. Cleared the floor by 4 points · rank 1 → 2 of 62.
- Tenable One: 8% to 11%, +3. Inside the floor by 8 points · rank 5 → 3 of 62.
- Rapid7 InsightVM: 10% to 7%, −3. Inside the floor by 8 points · rank 3 → 5 of 62.
- ManageEngine Vulnerability Manager Plus: 0% to 2%, +2. Inside the floor by 9 points · rank 54 → 6 of 62.
- CrowdStrike Falcon Spotlight: 2% to 0%, −2. Inside the floor by 9 points · rank 7 → 11 of 62.
- Microsoft Defender Vulnerability Management: 8% to 9%, +1. Inside the floor by 10 points · rank 4 of 62, unchanged.
- CrowdStrike Falcon Exposure Management: 0% to 0%, ±0. Inside the floor by 11 points · rank 12 → 9 of 62.
- Wiz: 0% to 0%, ±0. Inside the floor by 11 points · rank 10 of 62, unchanged.
- Orca Security: 0% to 0%, ±0. Inside the floor by 11 points · rank 11 → 13 of 62.
- CrowdStrike: 0% to 0%, ±0. Inside the floor by 11 points · rank 13 → 46 of 62.
- OpenVAS: 0% to 0%, ±0. Inside the floor by 11 points · rank 69 → 62 of 62.

## Record

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