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

IT AI Recommendation 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; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories. Page: https://it-ai-index.com/security/digital-risk-protection/enterprise/

**Standing:** ZeroFox leads with 29% of first choices; verdict contested. 48 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | ZeroFox | 29% | 16% | 49 |
| 2 | Recorded Future | 17% | 17% | 53 |
| 3 | Group-IB Digital Risk Protection | 8% | 19% | 26 |
| 4 | Netcraft | 4% | 0% | 26 |
| 5 | Proofpoint Digital Risk Protection | 2% | 10% | 21 |
| 6 | UpGuard BreachSight | 2% | 14% | 14 |
| 7 | Fortra Brand Protection | 0% | 8% | 13 |
| 8 | CloudSEK XVigil | 0% | 10% | 10 |
| 9 | SOCRadar Extended Threat Intelligence | 0% | 9% | 11 |

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

- Claude Haiku 4.5: Group-IB Digital Risk Protection; alternatives CloudSEK XVigil, CrowdStrike, Netcraft, Rapid7
- GPT-5.4 mini: ZeroFox; alternatives CTM360, Check Point Exposure Management, Recorded Future, Red Points
- Gemini 3.5 Flash: ZeroFox; alternatives CloudSEK XVigil, CybelAngel, Flare, Rapid7 Threat Command
- Perplexity Sonar: Recorded Future; alternatives Group-IB Digital Risk Protection
- Grok 4.1 Fast: Recorded Future; 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, SearchLight
- Qwen 3.7 Flash: Breachsense, Group-IB Digital Risk Protection; alternatives Recorded Future
- Kimi K2: Recorded Future, ZeroFox; alternatives Digital Shadows, Mandiant, Microsoft RiskIQ, Proofpoint DRP
- GLM 4.7 FlashX: ZeroFox; alternatives CloudSEK XVigil, Group-IB Digital Risk Protection, Recorded Future
- MiniMax M2.5: no first choice
- GPT-6 Luna: ZeroFox; alternatives Bolster, Netcraft, Recorded Future
- 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: 9 of 53 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://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, October 2026 Edition, it-ai-index.com.