# Digital risk protection: 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 a mid-market 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 This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since.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/index.md **Standing:** UpGuard BreachSight leads with 22% of first choices; verdict contested. 49 first choices across the direct, paraphrase, budget and scale prompts. ## First-choice share | Rank | Product | Share | Negative rate | Labels | |---|---|---|---|---| | 1 | [UpGuard BreachSight](https://www.gane.ai/index/it/vendors/upguard-breachsight/index.md) | 22% | 5% | 21 | | 2 | [ZeroFox](https://www.gane.ai/index/it/vendors/zerofox/index.md) | 14% | 23% | 47 | | 4 | [SOCRadar Extended Threat Intelligence](https://www.gane.ai/index/it/vendors/socradar-extended-threat-intelligence/index.md) | 6% | 5% | 20 | | 6 | [Rapid7 Threat Command](https://www.gane.ai/index/it/vendors/rapid7-threat-command/index.md) | 4% | 0% | 20 | | 7 | [Flare](https://www.gane.ai/index/it/vendors/flare/index.md) | 4% | 0% | 13 | | 8 | [Recorded Future Digital Risk Protection](https://www.gane.ai/index/it/vendors/recorded-future-digital-risk-protection/index.md) | 4% | 32% | 38 | | 9 | [BrandShield](https://www.gane.ai/index/it/vendors/brandshield/index.md) | 4% | 0% | 11 | | 13 | [Proofpoint Digital Risk Protection](https://www.gane.ai/index/it/vendors/proofpoint-digital-risk-protection/index.md) | 2% | 25% | 12 | | 19 | [Netcraft Digital Risk Protection Platform](https://www.gane.ai/index/it/vendors/netcraft-digital-risk-protection-platform/index.md) | 0% | 12% | 17 | | 20 | [Group-IB Digital Risk Protection](https://www.gane.ai/index/it/vendors/group-ib-digital-risk-protection/index.md) | 0% | 13% | 15 | | 21 | [CloudSEK XVigil](https://www.gane.ai/index/it/vendors/cloudsek-xvigil/index.md) | 0% | 8% | 12 | Rank is by share of first choices among all 80 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: Cyble Vision; alternatives BlueVoyant Sky, CrowdStrike Falcon, Rapid7 Threat Command, UpGuard BreachSight - GPT-5.4 mini: ZeroFox; alternatives Bitsight, Proofpoint Digital Risk Protection, SecurityScorecard, UpGuard BreachSight - Gemini 3.5 Flash: SOCRadar Extended Threat Intelligence; alternatives Flare, UpGuard BreachSight, ZeroFox - Perplexity Sonar: Rapid7 Threat Command, UpGuard BreachSight; alternatives CybelAngel - Grok 4.20: UpGuard BreachSight; alternatives Rapid7 Threat Command, ZeroFox - Mistral Small: UpGuard BreachSight; alternatives Kaduu, Recorded Future Digital Risk Protection - DeepSeek V4 Flash: UpGuard BreachSight; alternatives Netcraft Digital Risk Protection Platform, Rapid7 Threat Command, SOCRadar Extended Threat Intelligence, ZeroFox - Llama 4 Maverick: Fortra Brand Protection; alternatives Kaduu, Recorded Future Digital Risk Protection, UpGuard BreachSight - Qwen 3.7 Flash: Rapid7 Threat Command; alternatives Corvus Logic, Cyberhaven, Recorded Future Digital Risk Protection, ThreatConnect - Kimi K2: UpGuard BreachSight; alternatives Fortra Brand Protection, ZeroFox - GLM 4.7 FlashX: UpGuard BreachSight; alternatives Bolster - MiniMax M2.5: UpGuard BreachSight; alternatives CrowdStrike Falcon, Group-IB Digital Risk Protection, Recorded Future Digital Risk Protection, ZeroFox - GPT-6 Luna: CybelAngel Core; alternatives Bolster, BrandShield, ZeroFox - Muse Glimmer 30B: UpGuard BreachSight; alternatives CybelAngel ## Sources the answers cite 78 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers: - upguard.com: 57 answers, 91 citations - expertinsights.com: 53 answers, 54 citations - guideflow.com: 48 answers, 50 citations - g2.com: 46 answers, 96 citations - breachsense.com: 28 answers, 32 citations - netcraft.com: 24 answers, 35 citations - cyble.com: 20 answers, 20 citations - cyberpress.org: 19 answers, 20 citations Pages named in the most answers: - https://expertinsights.com/security-operations/top-digital-risk-protection-solutions (48 answers) - https://upguard.com/blog/best-digital-risk-protection-drp-software-platforms-and-solutions (46 answers) - https://guideflow.com/blog/digital-risk-protection-software (45 answers) - https://g2.com/categories/digital-risk-protection-drp-platforms (31 answers) - https://netcraft.com/blog/best-digital-risk-protection-providers (19 answers) - https://breachsense.com/blog/best-digital-risk-protection-platforms (18 answers) - https://cyberpress.org/best-digital-risk-protection-drp-platforms (18 answers) - https://cybersecuritynews.com/best-digital-risk-protection-drp-platforms (17 answers) - https://cloudsek.com/knowledge-base/best-digital-risk-protection-platforms (16 answers) - https://cybelangel.com/blog/best-digital-risk-protection-vendors-2026 (13 answers) ## Warned against - ZeroFox: 11 of 47 labels negative. "Users frequently report problems with inefficient alerts, slow performance ... and a high volume of false positives." (Mistral Small, negative prompt) - Recorded Future Digital Risk Protection: 12 of 38 labels negative. "What to avoid ... Recorded Future: Quote-based, but generally above $10,000/year." (DeepSeek V4 Flash, budget prompt) - CrowdStrike: 3 of 8 labels negative. "All-in-one platforms from CrowdStrike or Microsoft bundle DRP as an add-on feature with limited dark web coverage." (Claude Haiku 4.5, negative prompt) - CTM360: 2 of 7 labels negative. "this platform has faced user frustration regarding limited functionality ... and integration hurdles" (Qwen 3.7 Flash, negative 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.