# Digital risk protection for small business 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 a small 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/smb/

**Standing:** Guardz leads with 28% of first choices; verdict contested. 53 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Guardz | 28% | 0% | 27 |
| 2 | UpGuard BreachSight | 11% | 7% | 29 |
| 3 | SOCRadar Extended Threat Intelligence | 8% | 17% | 12 |
| 4 | Flare | 6% | 0% | 12 |
| 5 | ZeroFox | 4% | 45% | 38 |
| 6 | Proofpoint Digital Risk Protection | 2% | 57% | 14 |
| 7 | Group-IB Digital Risk Protection | 0% | 80% | 10 |
| 8 | Recorded Future | 0% | 86% | 36 |

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

- Claude Haiku 4.5: Bolster, Guardz; alternatives Cyble Vision, UpGuard BreachSight
- GPT-5.4 mini: CTM360 Community Edition, Proofpoint Digital Risk Protection
- Gemini 3.5 Flash: SOCRadar Extended Threat Intelligence; alternatives Cyble Vision, Flare, UpGuard BreachSight
- Perplexity Sonar: UpGuard BreachSight; alternatives Fortra PhishLabs
- Grok 4.1 Fast: Guardz, Netcraft Digital Risk Protection Platform; alternatives BrandCat, PhishEye, QSafe, UpGuard BreachSight
- Mistral Small: SearchLight; alternatives Netcraft Digital Risk Protection Platform
- DeepSeek V4 Flash: Guardz; alternatives CloudSEK XVigil, SOCRadar Extended Threat Intelligence
- Llama 4 Maverick: SearchLight; alternatives Netcraft Digital Risk Protection Platform, Recorded Future
- Qwen 3.7 Flash: Bolster; alternatives Guardz, Hudson Rock
- Kimi K2: Guardz; alternatives Coalition Control, ZeroFox
- GLM 4.7 FlashX: Guardz; alternatives CrowdStrike Falcon
- MiniMax M2.5: Guardz, UpGuard BreachSight; alternatives QSafe, Red Points
- GPT-6 Luna: Netcraft; alternatives ZeroFox
- Muse Glimmer 30B: Guardz; alternatives Axur Platform, Bolster, Netcraft Digital Risk Protection Platform, PhishEye

## Sources the answers cite

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

- expertinsights.com: 53 answers, 55 citations
- upguard.com: 52 answers, 81 citations
- guideflow.com: 46 answers, 48 citations
- g2.com: 42 answers, 80 citations
- us.fitgap.com: 38 answers, 55 citations
- cyberpress.org: 37 answers, 42 citations
- sourceforge.net: 29 answers, 33 citations
- cybersecuritynews.com: 27 answers, 28 citations

Pages named in the most answers:

- https://expertinsights.com/security-operations/top-digital-risk-protection-solutions (43 answers)
- https://guideflow.com/blog/digital-risk-protection-software (43 answers)
- https://upguard.com/blog/best-digital-risk-protection-drp-software-platforms-and-solutions (42 answers)
- https://cyberpress.org/best-digital-risk-protection-drp-platforms (34 answers)
- https://us.fitgap.com/search/digital-risk-protection-drp-platforms/small-business (33 answers)
- https://cybersecuritynews.com/best-digital-risk-protection-drp-platforms (26 answers)
- https://g2.com/categories/digital-risk-protection-drp-platforms (20 answers)
- https://breachsense.com/blog/best-digital-risk-protection-platforms (19 answers)
- https://cybelangel.com/blog/best-digital-risk-protection-vendors-2026 (18 answers)
- https://netcraft.com/blog/best-digital-risk-protection-providers (17 answers)

## Warned against

- Recorded Future: 31 of 36 labels negative. "Avoid: "Heavyweight" Enterprise Cyber Threat Intelligence (CTI) Platforms * Examples to be cautious of: *Recorded Future, Flashpoint, Intel 471, KELA*." (Gemini 3.5 Flash, negative prompt)
- ZeroFox: 17 of 38 labels negative. "What to Avoid ... ZeroFox, PhishLabs (Fortra), and Recorded Future ... overkill and oversized for most small businesses" (Kimi K2, budget prompt)
- Group-IB Digital Risk Protection: 8 of 10 labels negative. "Avoid platforms that are enterprise-focused (Recorded Future, BlueVoyant, Group-IB)" (DeepSeek V4 Flash, negative prompt)
- Proofpoint Digital Risk Protection: 8 of 14 labels negative. "the results place it among the solutions that large enterprises often choose, and they explicitly note that some top DRP platforms have premium pricing for small businesses" (Perplexity Sonar, negative 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.