# Third-party risk management: what AI models recommend, October 2026 Gane Index, October 2026 Edition. Asked as "third-party risk management platform" and as "vendor risk assessment tool", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Page: https://www.gane.ai/index/it/security/third-party-risk-management/2026-10 This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since. The current standing: https://www.gane.ai/index/it/security/third-party-risk-management/index.md **Standing:** UpGuard leads with 55% of first choices; verdict clear leader. 49 first choices across the direct, paraphrase, budget and scale prompts. ## First-choice share | Rank | Product | Share | Negative rate | Labels | |---|---|---|---|---| | 1 | [UpGuard](https://www.gane.ai/index/it/vendors/upguard/index.md) | 55% | 4% | 57 | | 2 | [Vanta TPRM](https://www.gane.ai/index/it/vendors/vanta-tprm/index.md) | 12% | 14% | 36 | | 3 | [Prevalent](https://www.gane.ai/index/it/vendors/prevalent/index.md) | 4% | 9% | 22 | | 4 | [ProcessUnity](https://www.gane.ai/index/it/vendors/processunity/index.md) | 4% | 24% | 29 | | 6 | [Panorays](https://www.gane.ai/index/it/vendors/panorays/index.md) | 2% | 0% | 26 | | 7 | [Drata](https://www.gane.ai/index/it/vendors/drata/index.md) | 2% | 0% | 10 | | 8 | [LogicGate](https://www.gane.ai/index/it/vendors/logicgate/index.md) | 2% | 10% | 10 | | 16 | [Venminder](https://www.gane.ai/index/it/vendors/venminder/index.md) | 0% | 8% | 24 | | 17 | [Whistic](https://www.gane.ai/index/it/vendors/whistic/index.md) | 0% | 0% | 12 | | 18 | [SecurityScorecard](https://www.gane.ai/index/it/vendors/securityscorecard/index.md) | 0% | 26% | 34 | | 48 | [Riskonnect](https://www.gane.ai/index/it/vendors/riskonnect/index.md) | 0% | 33% | 12 | | 71 | [ServiceNow Third-Party Risk Management](https://www.gane.ai/index/it/vendors/servicenow-third-party-risk-management/index.md) | 0% | 42% | 12 | Rank is by share of first choices among all 86 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels. ## Each model's first choice on the direct prompt - Claude Haiku 4.5: no first choice - GPT-5.4 mini: ProcessUnity; alternatives UpGuard, Vanta TPRM, Venminder, Whistic - Gemini 3.5 Flash: UpGuard; alternatives Drata, Panorays, Vanta TPRM, Venminder - Perplexity Sonar: UpGuard; alternatives LogicGate, Panorays, StandardFusion - Grok 4.20: UpGuard; alternatives LogicGate Risk Cloud, Prevalent, ProcessUnity, SecurityScorecard - Mistral Small: Vanta TPRM; alternatives LogicGate, Panorays, StandardFusion, UpGuard - DeepSeek V4 Flash: UpGuard; alternatives LogicGate, Panorays, Prevalent, StandardFusion - Llama 4 Maverick: LogicGate; alternatives StandardFusion, UpGuard, Vanta TPRM - Qwen 3.7 Flash: UpGuard; alternatives Panorays, Riskonnect, Sprinto, Vanta TPRM - Kimi K2: UpGuard; alternatives Hyperproof, LogicGate Risk Cloud, Panorays - GLM 4.7 FlashX: UpGuard; alternatives Panorays, SecurityScorecard, Vanta TPRM - MiniMax M2.5: UpGuard; alternatives Panorays - GPT-6 Luna: UpGuard; alternatives Vanta TPRM, Whistic - Muse Glimmer 30B: UpGuard; alternatives LogicGate, LogicManager, Panorays, Whistic ## Sources the answers cite 76 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers: - upguard.com: 56 answers, 106 citations - vanta.com: 30 answers, 44 citations - learn.g2.com: 30 answers, 31 citations - mitratech.com: 28 answers, 31 citations - bitsight.com: 25 answers, 32 citations - riskledger.com: 25 answers, 32 citations - smartsuite.com: 23 answers, 24 citations - g2.com: 22 answers, 41 citations Pages named in the most answers: - https://upguard.com/blog/best-third-party-risk-management-software-solutions (47 answers) - https://learn.g2.com/best-third-party-risk-management-software (27 answers) - https://enzuzo.com/blog/best-third-party-risk-management-software (22 answers) - https://vanta.com/resources/best-tprm-software-for-enterprises (21 answers) - https://coruzant.com/software/best-third-party-risk-management-software (21 answers) - https://smartsuite.com/blog/third-party-risk-management-software (18 answers) - https://surecloud.com/blog-hub/third-party-risk-management-software-compared (17 answers) - https://panorays.com/blog/third-party-risk-management-software (15 answers) - https://mitratech.com/resource-hub/blog/best-tprm-software-solutions (15 answers) - https://riskpublishing.com/best-third-party-risk-management-tprm-software (14 answers) ## Warned against - OneTrust Third-Party Risk Management: 17 of 36 labels negative. "You cannot afford a legacy, heavyweight enterprise platform (like Archer or high-end Diligent/OneTrust suites)" (Gemini 3.5 Flash, scale prompt) - Bitsight: 13 of 31 labels negative. "Quote-only pricing (SecurityScorecard, BitSight): Often expensive and unpredictable" (Kimi K2, budget prompt) - SecurityScorecard: 9 of 34 labels negative. "Quote-only pricing (SecurityScorecard, BitSight): Often expensive and unpredictable" (Kimi K2, budget prompt) - Archer: 13 of 17 labels negative. "You should avoid heavy legacy GRC platforms (like Archer or ServiceNow), which are too expensive, complex, and require dedicated administrators." (Gemini 3.5 Flash, paraphrase prompt) ## Movement since September 2026 Floor: 11 points of share, measured on the calibration repeat. Same leader: UpGuard at 51%. - Vanta TPRM: 6% to 14%, +8. Inside the floor by 3 points · rank 3 → 2 of 82. - Panorays: 10% to 2%, −8. Inside the floor by 3 points · rank 2 → 6 of 82. - Prevalent: 2% to 5%, +3. Inside the floor by 8 points · rank 8 → 3 of 82. - ProcessUnity: 2% to 5%, +3. Inside the floor by 8 points · rank 9 → 4 of 82. - UpGuard: 53% to 51%, −2. Inside the floor by 9 points · rank 1 of 82, unchanged. - SecurityScorecard: 2% to 0%, −2. Inside the floor by 9 points · rank 6 → 16 of 82. - Bitsight: 2% to 0%, −2. Inside the floor by 9 points · rank 7 → 71 of 82. - Venminder: 0% to 0%, ±0. Inside the floor by 11 points · rank 16 → 15 of 82. - Riskonnect: 0% to 0%, ±0. Inside the floor by 11 points · rank 18 → 25 of 82. - ServiceNow Third-Party Risk Management: 0% to 0%, ±0. Inside the floor by 11 points · rank 70 → 79 of 82. - OneTrust Third-Party Risk Management: 0% to 0%, ±0. Inside the floor by 11 points · rank 19 → 81 of 82. - Archer: 0% to 0%, ±0. Inside the floor by 11 points · rank 72 → 82 of 82. ## Record - Method: https://www.gane.ai/index/it/methodology - License: CC BY 4.0. Cite as Gane Index, October 2026 Edition, www.gane.ai/index/it.