# Panorays alternatives: what AI models name instead, November 2026

Gane Index, November 2026 Edition. 223 of the 252 answers in the 1 category where Panorays holds a standing named it neither first nor as an alternative; these are the first choices those answers made. Page: https://www.gane.ai/index/it/vendors/panorays/alternatives

## Named instead, most often (every category and segment added)

- UpGuard: 41
- Vanta TPRM: 22
- ProcessUnity: 18
- OneTrust Third-Party Risk Management: 11
- Prevalent: 9
- RiskXchange: 6

## Third-party risk management

**Small business**: 75 of 84 answers did not name Panorays (Panorays is #9 of 14 at 0%).

- UpGuard: first choice in 26 of those 75
- Vanta TPRM: first choice in 22 of those 75
- Drata: first choice in 3 of those 75
- Vendorapp: first choice in 3 of those 75
- ComplyJet: first choice in 2 of those 75
- RiskXchange: first choice in 2 of those 75
- Secureframe: first choice in 2 of those 75
- Drata TPRM: first choice in 1 of those 75

**Mid-market**: 68 of 84 answers did not name Panorays (Panorays is #8 of 15 at 0%).

- UpGuard: first choice in 15 of those 68
- SmartSuite: first choice in 3 of those 68
- Fair TPRM: first choice in 2 of those 68
- Prevalent: first choice in 2 of those 68
- ProcessUnity: first choice in 2 of those 68
- Vendorapp: first choice in 2 of those 68
- Centraleyes: first choice in 1 of those 68
- Claryn: first choice in 1 of those 68

**Enterprise**: 80 of 84 answers did not name Panorays (Panorays is #12 of 15 at 0%).

- ProcessUnity: first choice in 16 of those 80
- OneTrust Third-Party Risk Management: first choice in 11 of those 80
- Prevalent: first choice in 7 of those 80
- Aravo: first choice in 5 of those 80
- RiskXchange: first choice in 4 of those 80
- ServiceNow TPRM: first choice in 3 of those 80
- Bitsight: first choice in 2 of those 80
- Diligent One: first choice in 2 of those 80

Published under CC BY 4.0. The output is the models' output; nothing here is a recommendation by the index.