# Digital risk protection for enterprise buyers: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "digital risk protection platform" and as "dark web and brand impersonation monitoring service", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Added to the November 2026 Edition. Page: https://www.gane.ai/index/it/security/digital-risk-protection/enterprise

**Standing:** ZeroFox leads with 37% of first choices; verdict contested. 51 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [ZeroFox](https://www.gane.ai/index/it/vendors/zerofox/index.md) | 37% | 21% | 63 |
| 2 | [Recorded Future Digital Risk Protection](https://www.gane.ai/index/it/vendors/recorded-future-digital-risk-protection/index.md) | 22% | 13% | 54 |
| 3 | [Cyble Vision](https://www.gane.ai/index/it/vendors/cyble-vision/index.md) | 6% | 10% | 10 |
| 4 | [Netcraft Digital Risk Protection Platform](https://www.gane.ai/index/it/vendors/netcraft-digital-risk-protection-platform/index.md) | 4% | 9% | 32 |
| 5 | [UpGuard BreachSight](https://www.gane.ai/index/it/vendors/upguard-breachsight/index.md) | 4% | 10% | 10 |
| 6 | [Proofpoint Digital Risk Protection](https://www.gane.ai/index/it/vendors/proofpoint-digital-risk-protection/index.md) | 4% | 35% | 17 |
| 8 | [Group-IB Digital Risk Protection](https://www.gane.ai/index/it/vendors/group-ib-digital-risk-protection/index.md) | 2% | 10% | 20 |
| 9 | [Fortra Brand Protection](https://www.gane.ai/index/it/vendors/fortra-brand-protection/index.md) | 2% | 13% | 15 |
| 18 | [CloudSEK XVigil](https://www.gane.ai/index/it/vendors/cloudsek-xvigil/index.md) | 0% | 0% | 16 |
| 19 | [SOCRadar Extended Threat Intelligence](https://www.gane.ai/index/it/vendors/socradar-extended-threat-intelligence/index.md) | 0% | 18% | 22 |
| 20 | [Flashpoint](https://www.gane.ai/index/it/vendors/flashpoint/index.md) | 0% | 8% | 13 |

Rank is by share of first choices among all 100 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: Digital Shadows; alternatives Bitsight, CrowdStrike, ReliaQuest GreyMatter Digital Risk Protection
- GPT-5.4 mini: Proofpoint Digital Risk Protection, ZeroFox; alternatives Flashpoint, Group-IB Digital Risk Protection, Recorded Future Digital Risk Protection
- Gemini 3.5 Flash: Recorded Future Digital Risk Protection; alternatives CloudSEK XVigil, Flare, Fortra Brand Protection, SOCRadar Extended Threat Intelligence
- Perplexity Sonar: ZeroFox; alternatives Group-IB Digital Risk Protection, Netcraft Digital Risk Protection Platform, Rapid7 Threat Command
- Grok 4.20: Recorded Future Digital Risk Protection; alternatives Netcraft Digital Risk Protection Platform, SOCRadar Extended Threat Intelligence, ZeroFox
- Mistral Small: Recorded Future Digital Risk Protection, ZeroFox; alternatives Flashpoint, Netcraft Digital Risk Protection Platform
- DeepSeek V4 Flash: ZeroFox; alternatives Doppel, Netcraft Digital Risk Protection Platform, Recorded Future Digital Risk Protection, SOCRadar Extended Threat Intelligence
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: ZeroFox; alternatives Cyble Vision, Kroll, Recorded Future Digital Risk Protection, SpyCloud
- Kimi K2: Recorded Future Digital Risk Protection, ZeroFox; alternatives Fortra Brand Protection, Group-IB Digital Risk Protection, Proofpoint Digital Risk Protection
- GLM 4.7 FlashX: Recorded Future Digital Risk Protection; alternatives BrandShield, CloudSEK XVigil, Group-IB Digital Risk Protection, Netcraft Digital Risk Protection Platform
- MiniMax M2.5: Bitsight, Recorded Future Digital Risk Protection; alternatives Netcraft Digital Risk Protection Platform, SOCRadar Extended Threat Intelligence, ZeroFox
- GPT-6 Luna: Netcraft Digital Risk Protection Platform; alternatives Recorded Future Digital Risk Protection, ZeroFox
- Muse Glimmer 30B: ZeroFox; alternatives CloudSEK XVigil, Proofpoint Digital Risk Protection, Rapid7 Threat Command, Recorded Future Digital Risk Protection

## Sources the answers cite

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

- g2.com: 34 answers, 62 citations
- netcraft.com: 34 answers, 49 citations
- expertinsights.com: 30 answers, 30 citations
- zerofox.com: 27 answers, 48 citations
- cloudsek.com: 27 answers, 29 citations
- peerspot.com: 26 answers, 29 citations
- comparitech.com: 26 answers, 27 citations
- upguard.com: 24 answers, 31 citations

Pages named in the most answers:

- https://g2.com/categories/digital-risk-protection-drp-platforms/enterprise (27 answers)
- https://netcraft.com/blog/best-digital-risk-protection-providers (23 answers)
- https://cloudsek.com/knowledge-base/best-digital-risk-protection-platforms (23 answers)
- https://comparitech.com/net-admin/best-digital-risk-protection-platforms (23 answers)
- https://expertinsights.com/security-operations/top-digital-risk-protection-solutions (21 answers)
- https://peerspot.com/categories/digital-risk-protection (16 answers)
- https://guideflow.com/blog/digital-risk-protection-software (15 answers)
- https://breachsense.com/blog/best-digital-risk-protection-platforms (12 answers)
- https://gane.ai/index/it/security/digital-risk-protection/enterprise (11 answers)
- https://recordedfuture.com/products/digital-risk-protection (11 answers)

## Warned against

- ZeroFox: 13 of 63 labels negative. ""Platforms with Known Issues ### ZeroFox - Inefficient alerts: Takedowns often take too long or remain incomplete" and gives ZeroFox a high negative share" (Muse Glimmer 30B, negative prompt)
- Recorded Future Digital Risk Protection: 7 of 54 labels negative. "Avoid Quote-Based Models: Platforms like Recorded Future, ZeroFox, and Netcraft ... making costs less predictable." (Qwen 3.7 Flash, budget prompt)
- Proofpoint Digital Risk Protection: 6 of 17 labels negative. "Proofpoint DRP (immature challenger status in this specific category)" (Kimi K2, negative prompt)
- SOCRadar Extended Threat Intelligence: 4 of 22 labels negative. "highly rated but may have more complex or custom pricing structures, making cost predictability less straightforward" (Mistral Small, budget prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: ZeroFox at 37%.

- ZeroFox: 29% to 37%, +8. Inside the floor by 3 points · rank 1 of 100, unchanged.
- Group-IB Digital Risk Protection: 8% to 2%, −6. Inside the floor by 5 points · rank 4 → 8 of 100.
- Netcraft Digital Risk Protection Platform: 8% to 4%, −4. Inside the floor by 7 points · rank 3 → 4 of 100.
- Cyble Vision: 4% to 6%, +2. Inside the floor by 9 points · rank 7 → 3 of 100.
- UpGuard BreachSight: 2% to 4%, +2. Inside the floor by 9 points · rank 10 → 5 of 100.
- Proofpoint Digital Risk Protection: 2% to 4%, +2. Inside the floor by 9 points · rank 9 → 6 of 100.
- Fortra Brand Protection: 0% to 2%, +2. Inside the floor by 9 points · rank 16 → 9 of 100.
- Rapid7 Threat Command: 0% to 2%, +2. Inside the floor by 9 points · rank 15 → 11 of 100.
- Recorded Future Digital Risk Protection: 21% to 22%, +1. Inside the floor by 10 points · rank 2 of 100, unchanged.
- CloudSEK XVigil: 0% to 0%, ±0. Inside the floor by 11 points · rank 18 of 100, unchanged.
- SOCRadar Extended Threat Intelligence: 0% to 0%, ±0. Inside the floor by 11 points · rank 17 → 19 of 100.
- Flashpoint: 0% to 0%, ±0. Inside the floor by 11 points · rank 92 → 20 of 100.

## 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.