# Kovrr vs RiskLens: 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; zero named RiskLens. Page: https://it-ai-index.com/security/cyber-risk-quantification/kovrr-vs-risklens/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Kovrr | 12% | #2 of 6 | 13% | 30 | 12 of 14 |
| RiskLens | 2% | #5 of 6 | 37% | 27 | 13 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: neither first, one named (first choices: SAFE Security) (alternatives: Kovrr, ThreatConnect Risk Quantifier)
- Perplexity Sonar: neither first, one named (first choices: CyberSaint CyberStrong) (alternatives: RiskLens, SAFE One)
- Mistral Small: neither first, one named (first choices: CyberSaint CyberStrong, Maxxsure) (alternatives: RiskLens)
- Llama 4 Maverick: neither first, one named (first choices: CyberSaint CyberStrong) (alternatives: Axio, Maxxsure, RiskLens)
- Qwen 3.7 Flash: neither first, one named (first choices: CyberSaint CyberStrong, Maxxsure) (alternatives: Black Kite, RiskLens)
- GLM 4.7 FlashX: neither first, one named (first choices: CyberSaint CyberStrong, SAFE Security) (alternatives: Axio, Balbix, LogicGate Risk Cloud, RiskLens, UpGuard)
- MiniMax M2.5: neither first, one named (first choices: CyberSaint CyberStrong) (alternatives: Bitsight, Black Kite, Kovrr, LogicGate Risk Cloud, UpGuard)
- 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)
- Grok 4.1 Fast: neither named (first choices: CyberSaint CyberStrong) (alternatives: Cyber Quant, Maxxsure, vCISO Lite)
- DeepSeek V4 Flash: neither named (first choices: CyberSaint CyberStrong) (alternatives: Axio, SAFE Security, vCISO Lite)
- Kimi K2: neither named (first choices: CyberSaint CyberStrong) (alternatives: Axio, Maxxsure)
- GPT-6 Luna: neither named (first choices: Axio360) (alternatives: CyberSaint CyberStrong, SAFE Security)

## 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 RiskLens

- "transparent pricing compared to most enterprise CRQ tools (like RiskLens or SAFE Security) that typically start at $25K–$200K+ annually" (DeepSeek V4 Flash, budget prompt, soft negative)
- "RiskLens (traditional FAIR implementation), manual FAIR assessments ... Heavy reliance on manual FAIR; resource-intensive" (Kimi K2, negative prompt, soft negative)
- "Enterprise tools like RiskLens, LogicGate, or Balbix are powerful but start at $10K+/year, so skip unless scaling up." (Grok 4.1 Fast, budget prompt, soft negative)
- "One of the most established FAIR-native CRQ platforms... references enterprise-grade RiskLens as a benchmark tool" (GPT-5.4 mini, comparative prompt, first choice)
- "RiskLens - a pioneer in FAIR methodology, best for FAIR-based quantification." (Llama 4 Maverick, budget prompt, first choice)
- "RiskLens is the gold standard for those who want rigorous, scientifically backed quantification... Caveat: Ensure you get the right pricing tier" (Qwen 3.7 Flash, direct prompt, alternative)

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.