# UpGuard vs Panorays: which do AI models recommend for TPRM, October 2026

IT AI Recommendation Index, October 2026 Edition, Third-party risk management. Ten of fourteen models named UpGuard first on the direct prompt; zero named Panorays. Page: https://it-ai-index.com/security/third-party-risk-management/upguard-vs-panorays/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| UpGuard | 55% | #1 of 15 | 4% | 57 | 14 of 14 |
| Panorays | 2% | #5 of 15 | 0% | 26 | 12 of 14 |

## The direct prompt, model by model

- Gemini 3.5 Flash: upguard first (first choices: UpGuard) (alternatives: Drata, Panorays, Vanta, Venminder, Whistic)
- Perplexity Sonar: upguard first (first choices: UpGuard) (alternatives: LogicGate, Panorays, StandardFusion)
- Grok 4.20: upguard first (first choices: UpGuard) (alternatives: LogicGate Risk Cloud, Prevalent, ProcessUnity, SecurityScorecard)
- DeepSeek V4 Flash: upguard first (first choices: UpGuard) (alternatives: LogicGate, Panorays, Prevalent, StandardFusion, Venminder)
- Qwen 3.7 Flash: upguard first (first choices: UpGuard) (alternatives: Panorays, Riskonnect, Sprinto, Vanta)
- Kimi K2: upguard first (first choices: UpGuard) (alternatives: Hyperproof, LogicGate Risk Cloud, Panorays)
- GLM 4.7 FlashX: upguard first (first choices: UpGuard) (alternatives: Panorays, SecurityScorecard, Vanta)
- MiniMax M2.5: upguard first (first choices: UpGuard) (alternatives: Panorays)
- GPT-6 Luna: upguard first (first choices: UpGuard) (alternatives: Vanta TPRM, Whistic)
- Muse Glimmer 30B: upguard first (first choices: UpGuard) (alternatives: LogicGate, LogicManager, Panorays, Whistic)
- GPT-5.4 mini: neither first, one named (first choices: ProcessUnity) (alternatives: UpGuard, Vanta, Venminder, Whistic)
- Mistral Small: neither first, one named (first choices: Vanta) (alternatives: LogicGate, Panorays, StandardFusion, UpGuard)
- Llama 4 Maverick: neither first, one named (first choices: LogicGate) (alternatives: StandardFusion, UpGuard, Vanta)
- Claude Haiku 4.5: neither named

## What the models said about UpGuard

- "reviews consistently flag limited customization and integration pain for UpGuard and Prevalent" (Muse Glimmer 30B, negative prompt, soft negative)
- "Excellent for ratings, but cautious about the *full* TPRM lifecycle." (DeepSeek V4 Flash, negative prompt, soft negative)
- "If you want a single recommendation for most limited-budget SMEs, UpGuard is the one most 2024-2025 round-ups name as the affordable, SME-friendly TPRM leader." (Muse Glimmer 30B, budget prompt, first choice)
- "If you need a truly free start‑point: UpGuard's free tier or CyberGRX's free vendor assessment are the quickest ways to get baseline visibility." (MiniMax M2.5, budget prompt, first choice)
- "For organizations focused on continuous cyber risk and attack‑surface visibility: UpGuard's continuous monitoring and scoring are a standout." (GLM 4.7 FlashX, comparative prompt, first choice)

## What the models said about Panorays

- "I would recommend Panorays or UpGuard" (MiniMax M2.5, paraphrase prompt, first choice)
- "Evaluate Panorays if you need the deepest technical assessments and fastest time-to-insight for new vendors." (Kimi K2, direct prompt, alternative)
- "If you prioritize speed of deployment and ease of use, Panorays is highly recommended." (Mistral Small, paraphrase 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.