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

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

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Panorays | 2% | #5 of 15 | 0% | 26 | 12 of 14 |
| LogicGate | 2% | #7 of 15 | 10% | 10 | 6 of 14 |

## The direct prompt, model by model

- Llama 4 Maverick: logicgate first (first choices: LogicGate) (alternatives: StandardFusion, UpGuard, Vanta)
- Gemini 3.5 Flash: neither first, one named (first choices: UpGuard) (alternatives: Drata, Panorays, Vanta, Venminder, Whistic)
- Perplexity Sonar: neither first, one named (first choices: UpGuard) (alternatives: LogicGate, Panorays, StandardFusion)
- Mistral Small: neither first, one named (first choices: Vanta) (alternatives: LogicGate, Panorays, StandardFusion, UpGuard)
- DeepSeek V4 Flash: neither first, one named (first choices: UpGuard) (alternatives: LogicGate, Panorays, Prevalent, StandardFusion, Venminder)
- Qwen 3.7 Flash: neither first, one named (first choices: UpGuard) (alternatives: Panorays, Riskonnect, Sprinto, Vanta)
- Kimi K2: neither first, one named (first choices: UpGuard) (alternatives: Hyperproof, LogicGate Risk Cloud, Panorays)
- GLM 4.7 FlashX: neither first, one named (first choices: UpGuard) (alternatives: Panorays, SecurityScorecard, Vanta)
- MiniMax M2.5: neither first, one named (first choices: UpGuard) (alternatives: Panorays)
- Muse Glimmer 30B: neither first, one named (first choices: UpGuard) (alternatives: LogicGate, LogicManager, Panorays, Whistic)
- Claude Haiku 4.5: neither named
- GPT-5.4 mini: neither named (first choices: ProcessUnity) (alternatives: UpGuard, Vanta, Venminder, Whistic)
- Grok 4.1 Fast: neither named (first choices: UpGuard) (alternatives: LogicGate Risk Cloud, Prevalent, ProcessUnity, SecurityScorecard)
- GPT-6 Luna: neither named (first choices: UpGuard) (alternatives: Vanta TPRM, Whistic)

## 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)

## What the models said about LogicGate

- "LogicGate: Best for organizations that need customizable workflows and AI-driven insights to automate vendor onboarding, risk scoring, and remediation playbooks." (Llama 4 Maverick, direct 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.