# Kovrr vs SAFE Security: which do AI models recommend for cyber risk quant, October 2026

IT AI Recommendation Index, October 2026 Edition, Cyber risk quantification. One of fourteen models named Kovrr first on the direct prompt; two named SAFE Security. Page: https://it-ai-index.com/security/cyber-risk-quantification/kovrr-vs-safe-security/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Kovrr | 12% | #2 of 6 | 13% | 30 | 12 of 14 |
| SAFE Security | 8% | #3 of 6 | 32% | 40 | 12 of 14 |

## The direct prompt, model by model

- Gemini 3.5 Flash: kovrr first (first choices: Kovrr) (alternatives: Axio, CyberSaint CyberStrong)
- GPT-5.4 mini: safe security first (first choices: SAFE Security) (alternatives: Kovrr, ThreatConnect Risk Quantifier)
- GLM 4.7 FlashX: safe security first (first choices: CyberSaint CyberStrong, SAFE Security) (alternatives: Axio, Balbix, LogicGate Risk Cloud, RiskLens, UpGuard)
- DeepSeek V4 Flash: neither first, one named (first choices: CyberSaint CyberStrong) (alternatives: Axio, SAFE Security, vCISO Lite)
- MiniMax M2.5: neither first, one named (first choices: CyberSaint CyberStrong) (alternatives: Bitsight, Black Kite, Kovrr, LogicGate Risk Cloud, UpGuard)
- GPT-6 Luna: neither first, one named (first choices: Axio360) (alternatives: CyberSaint CyberStrong, SAFE Security)
- Muse Glimmer 30B: neither first, one named (first choices: CyberSaint CyberStrong) (alternatives: Maxxsure, RiskLens, SAFE Security)
- Claude Haiku 4.5: neither named (first choices: Cyrisma) (alternatives: Black Kite, Maxxsure, SAI360)
- Perplexity Sonar: neither named (first choices: CyberSaint CyberStrong) (alternatives: RiskLens, SAFE One)
- Grok 4.1 Fast: neither named (first choices: CyberSaint CyberStrong) (alternatives: Cyber Quant, Maxxsure, vCISO Lite)
- Mistral Small: neither named (first choices: CyberSaint CyberStrong, Maxxsure) (alternatives: RiskLens)
- Llama 4 Maverick: neither named (first choices: CyberSaint CyberStrong) (alternatives: Axio, Maxxsure, RiskLens)
- Qwen 3.7 Flash: neither named (first choices: CyberSaint CyberStrong, Maxxsure) (alternatives: Black Kite, RiskLens)
- Kimi K2: neither named (first choices: CyberSaint CyberStrong) (alternatives: Axio, Maxxsure)

## What the models said about Kovrr

- "standard enterprise Cyber Risk Quantification (CRQ) tools (such as Kovrr, Safe Security, and Axio) are generally out of reach" (Gemini 3.5 Flash, budget prompt, soft negative)
- "without the enterprise pricing and dedicated FAIR analyst overhead you see with RiskLens/Safe Security, Kovrr, etc." (Muse Glimmer 30B, paraphrase prompt, soft negative)
- "limited GRC integration and typically better suited for larger organizations or brokers" (Kimi K2, direct prompt, soft negative)
- "Kovrr: Offers flexible pricing tailored to the organization's needs, transparent cost structure, and customizable packages for SMBs and large enterprises." (Llama 4 Maverick, paraphrase prompt, first choice)
- "Kovrr is the market leader... Actuarial-grade modeling that requires very little manual data entry." (Gemini 3.5 Flash, direct prompt, first choice)
- "Mid-market accessible CRQ | CyberSaint, Kovrr, Cyrisma | Budget-conscious; fast time-to-value" (Kimi K2, scale prompt, first choice)

## What the models said about SAFE Security

- "such as Kovrr, Safe Security, and Axio) are generally out of reach, as their annual licensing fees frequently scale into the tens or hundreds of thousands of dollars" (Gemini 3.5 Flash, budget prompt, soft negative)
- "Safe Security (post-RiskLens acquisition) | ⚠️ Moderate | Partially black-box methodology; auditability of underlying assumptions varies" (DeepSeek V4 Flash, negative prompt, soft negative)
- "Caveat: It can be expensive and may require more administrative overhead to configure properly compared to Kovrr or Axio." (Gemini 3.5 Flash, direct prompt, soft negative)
- "The only enterprise platform purpose-built on the FAIR (Factor Analysis of Information Risk) framework... Ranked leader in the 2025 Forrester CRQ Wave" (Kimi K2, comparative prompt, first choice)
- "Safe Security leads the 2025 Forrester CRQ Wave after acquiring RiskLens, consolidating FAIR-native quantification with real-world data integration." (Mistral Small, comparative prompt, first choice)
- "Cloud-first enterprises that want CRQ wired into daily security operations lean Safe Security; its integration depth is the widest in the category." (Claude Haiku 4.5, comparative prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.