# Panorays: how AI models rank it, September 2026

IT AI Recommendation Index, September 2026 Edition. Named in 35 judge labels across 1 categories by 11 of 12 models. Page: https://it-ai-index.com/vendors/panorays/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Third-party risk management | 10% | 2 | 17% | 35 |

## What the models said for it

- "The best third-party risk management platform for a mid-market B2B company is UpGuard, Panorays, or Vanta." (Llama 4 Maverick, TPRM)
- "Panorays and UpGuard stand out for continuous monitoring + vendor‑friendly assessments." (GLM 4.7 FlashX, TPRM)
- "I'd recommend UpGuard or Panorays as the starting point" (Kimi K2, TPRM)
- "points to UpGuard or Panorays as the strongest options" (Qwen 3.7 Flash, TPRM)

## And against it

- "Limited customization options, poor reporting capabilities, lack of clarity in risk assessment processes, inefficient risk management due to false positives" (GLM 4.7 FlashX, TPRM)
- "As seen with some platforms like Panorays (users report lack of clarity in risk assessments, limited customization, and inefficient processes)" (MiniMax M2.5, TPRM)
- "Questionnaire-heavy platforms such as Panorays if your program depends on highly accurate vendor participation" (Perplexity Sonar, TPRM)
- "Panorays (Use with Caution) ... user feedback often highlights "black box" risks" (Qwen 3.7 Flash, TPRM)

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, September 2026 Edition, it-ai-index.com.