# Digital risk protection for enterprise buyers: what AI models recommend, October 2026 Gane Index, October 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 October 2026 Edition on October 4, 2026. Page: https://www.gane.ai/index/it/security/digital-risk-protection/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This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since.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/digital-risk-protection/enterprise/index.md **Standing:** ZeroFox leads with 29% of first choices; verdict contested. 48 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) | 29% | 16% | 49 | | 2 | [Recorded Future Digital Risk Protection](https://www.gane.ai/index/it/vendors/recorded-future-digital-risk-protection/index.md) | 21% | 15% | 60 | | 3 | [Netcraft Digital Risk Protection Platform](https://www.gane.ai/index/it/vendors/netcraft-digital-risk-protection-platform/index.md) | 8% | 0% | 30 | | 4 | [Group-IB Digital Risk Protection](https://www.gane.ai/index/it/vendors/group-ib-digital-risk-protection/index.md) | 8% | 19% | 26 | | 9 | [Proofpoint Digital Risk Protection](https://www.gane.ai/index/it/vendors/proofpoint-digital-risk-protection/index.md) | 2% | 10% | 21 | | 10 | [UpGuard BreachSight](https://www.gane.ai/index/it/vendors/upguard-breachsight/index.md) | 2% | 14% | 14 | | 15 | [Rapid7 Threat Command](https://www.gane.ai/index/it/vendors/rapid7-threat-command/index.md) | 0% | 0% | 13 | | 16 | [Fortra Brand Protection](https://www.gane.ai/index/it/vendors/fortra-brand-protection/index.md) | 0% | 8% | 13 | | 17 | [SOCRadar Extended Threat Intelligence](https://www.gane.ai/index/it/vendors/socradar-extended-threat-intelligence/index.md) | 0% | 8% | 12 | | 18 | [CloudSEK XVigil](https://www.gane.ai/index/it/vendors/cloudsek-xvigil/index.md) | 0% | 10% | 10 | | 20 | [ReliaQuest GreyMatter Digital Risk Protection](https://www.gane.ai/index/it/vendors/reliaquest-greymatter-digital-risk-protection/index.md) | 0% | 0% | 10 | Rank is by share of first choices among all 98 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: Group-IB Digital Risk Protection; alternatives CloudSEK XVigil, CrowdStrike, Netcraft Digital Risk Protection Platform, Rapid7 Threat Command - GPT-5.4 mini: ZeroFox; alternatives CTM360, Check Point Exposure Management, Recorded Future Digital Risk Protection, Red Points - Gemini 3.5 Flash: ZeroFox; alternatives CloudSEK XVigil, CybelAngel, Flare, Rapid7 Threat Command - Perplexity Sonar: Recorded Future Digital Risk Protection; alternatives Group-IB Digital Risk Protection - Grok 4.20: Recorded Future Digital Risk Protection; alternatives Group-IB Digital Risk Protection, Rapid7 Digital Risk Protection, ZeroFox - Mistral Small: Netcraft Digital Risk Protection Platform, Recorded Future Digital Risk Protection; alternatives Fortra Brand Protection - DeepSeek V4 Flash: Recorded Future Intelligence Cloud, ZeroFox; alternatives Netcraft DRP Platform, Proofpoint Digital Risk Protection, Rapid7 Threat Command - Llama 4 Maverick: Netcraft Digital Risk Protection Platform; alternatives IRIS, Recorded Future Digital Risk Protection, SearchLight - Qwen 3.7 Flash: Breachsense, Group-IB Digital Risk Protection; alternatives Recorded Future Digital Risk Protection - Kimi K2: Recorded Future Digital Risk Protection, ZeroFox; alternatives Digital Shadows, Mandiant Advantage, Microsoft RiskIQ, Proofpoint DRP - GLM 4.7 FlashX: ZeroFox; alternatives CloudSEK XVigil, Group-IB Digital Risk Protection, Recorded Future Digital Risk Protection - MiniMax M2.5: no first choice - GPT-6 Luna: ZeroFox; alternatives Bolster, Netcraft Digital Risk Protection Platform, Recorded Future Digital Risk Protection - Muse Glimmer 30B: BrandShield, Recorded Future Intelligence Cloud; alternatives CrowdStrike Falcon Intelligence, Fortra Brand 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: - expertinsights.com: 52 answers, 55 citations - guideflow.com: 51 answers, 52 citations - upguard.com: 45 answers, 52 citations - g2.com: 39 answers, 77 citations - breachsense.com: 32 answers, 42 citations - netcraft.com: 27 answers, 39 citations - worldmetrics.org: 24 answers, 25 citations - zerofox.com: 23 answers, 52 citations Pages named in the most answers: - https://guideflow.com/blog/digital-risk-protection-software (50 answers) - https://expertinsights.com/security-operations/top-digital-risk-protection-solutions (49 answers) - https://upguard.com/blog/best-digital-risk-protection-drp-software-platforms-and-solutions (39 answers) - https://breachsense.com/blog/best-digital-risk-protection-platforms (22 answers) - https://worldmetrics.org/best/digital-risk-protection-software (22 answers) - https://g2.com/categories/digital-risk-protection-drp-platforms (21 answers) - https://netcraft.com/blog/best-digital-risk-protection-providers (19 answers) - https://cyberpress.org/best-digital-risk-protection-drp-platforms (18 answers) - https://g2.com/categories/digital-risk-protection-drp-platforms/enterprise (18 answers) - https://cloudsek.com/knowledge-base/best-digital-risk-protection-platforms (16 answers) ## Warned against - ZeroFox: 8 of 49 labels negative. "Platforms with Known Issues ### ZeroFox - Inefficient alerts: Takedowns often take too long or remain incomplete" (GLM 4.7 FlashX, negative prompt) - Recorded Future Digital Risk Protection: 9 of 60 labels negative. "Examples to approach with caution: Recorded Future ... High total cost of ownership (TCO) with high analyst overhead and outsourced execution." (Gemini 3.5 Flash, negative prompt) - Group-IB Digital Risk Protection: 5 of 26 labels negative. "Limited automation for takedowns... Overwhelming UI: Dashboard complexity can be difficult to navigate" (GLM 4.7 FlashX, negative prompt) - CrowdStrike: 2 of 5 labels negative. "paying for this platform solely for DRP is likely overkill and significantly more expensive than Recorded Future or Group-IB" (GLM 4.7 FlashX, budget prompt) ## 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.