# Kovrr vs Axio: 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 Axio. Page: https://it-ai-index.com/security/cyber-risk-quantification/kovrr-vs-axio/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Kovrr | 12% | #2 of 6 | 13% | 30 | 12 of 14 |
| Axio | 6% | #4 of 6 | 16% | 32 | 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: neither first, one named (first choices: SAFE Security) (alternatives: Kovrr, ThreatConnect Risk Quantifier)
- DeepSeek V4 Flash: neither first, one named (first choices: CyberSaint CyberStrong) (alternatives: Axio, SAFE Security, vCISO Lite)
- Llama 4 Maverick: neither first, one named (first choices: CyberSaint CyberStrong) (alternatives: Axio, Maxxsure, RiskLens)
- Kimi K2: neither first, one named (first choices: CyberSaint CyberStrong) (alternatives: Axio, Maxxsure)
- 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)
- 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)
- Qwen 3.7 Flash: neither named (first choices: CyberSaint CyberStrong, Maxxsure) (alternatives: Black Kite, RiskLens)
- GPT-6 Luna: neither named (first choices: Axio360) (alternatives: CyberSaint CyberStrong, SAFE Security)
- Muse Glimmer 30B: neither named (first choices: CyberSaint CyberStrong) (alternatives: Maxxsure, RiskLens, 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 Axio

- "six-figure platform costs seen for enterprise tools such as Risk Cloud Quantify, Safe Security, Axio and RiskLens" (Muse Glimmer 30B, budget prompt, soft negative)
- "Dropped in Forrester rankings due to weak threat/vulnerability intelligence and slow feature rollouts." (Grok 4.1 Fast, negative prompt, soft negative)
- "GRC-integrated or asset-focused, but more enterprise-oriented ($75K+)" (Grok 4.1 Fast, direct prompt, soft negative)
- "the mid-market sweet spot in 2026 is Axio, specifically Axio360" (Muse Glimmer 30B, paraphrase prompt, first choice)
- "I'd start with Axio for a mid-sized B2B company" (GPT-6 Luna, paraphrase prompt, first choice)
- "Axio (Axio360) — *Best Overall for Mid-Market B2B*" (Gemini 3.5 Flash, paraphrase 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.