# Third-party risk management for small business buyers: what AI models recommend, November 2026

Gane Index, November 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 small B2B company. Page: https://www.gane.ai/index/it/security/third-party-risk-management/smb

**Standing:** UpGuard leads with 38% of first choices; verdict contested. 60 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) | 38% | 11% | 65 |
| 2 | [Vanta TPRM](https://www.gane.ai/index/it/vendors/vanta-tprm/index.md) | 30% | 9% | 65 |
| 3 | [Drata](https://www.gane.ai/index/it/vendors/drata/index.md) | 5% | 5% | 21 |
| 5 | [RiskXchange](https://www.gane.ai/index/it/vendors/riskxchange/index.md) | 3% | 0% | 10 |
| 6 | [Whistic](https://www.gane.ai/index/it/vendors/whistic/index.md) | 2% | 13% | 23 |
| 7 | [Secureframe](https://www.gane.ai/index/it/vendors/secureframe/index.md) | 2% | 0% | 14 |
| 8 | [SecurityScorecard](https://www.gane.ai/index/it/vendors/securityscorecard/index.md) | 2% | 26% | 34 |
| 11 | [Venminder](https://www.gane.ai/index/it/vendors/venminder/index.md) | 2% | 10% | 10 |
| 18 | [Panorays](https://www.gane.ai/index/it/vendors/panorays/index.md) | 0% | 33% | 18 |
| 98 | [Bitsight](https://www.gane.ai/index/it/vendors/bitsight/index.md) | 0% | 46% | 26 |
| 103 | [Prevalent](https://www.gane.ai/index/it/vendors/prevalent/index.md) | 0% | 54% | 26 |
| 105 | [ProcessUnity](https://www.gane.ai/index/it/vendors/processunity/index.md) | 0% | 61% | 23 |

Rank is by share of first choices among all 107 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: RiskXchange, UpGuard; alternatives Drata, Onspring, Vanta TPRM
- GPT-5.4 mini: Vanta TPRM; alternatives Secureframe
- Gemini 3.5 Flash: Drata, Vanta TPRM; alternatives Hyperproof, UpGuard, Whistic
- Perplexity Sonar: Vanta TPRM; alternatives Drata, UpGuard
- Grok 4.20: UpGuard; alternatives ProcessUnity, RiskXchange, SecurityScorecard, Vanta TPRM
- Mistral Small: UpGuard; alternatives SecurityScorecard, Vanta TPRM
- DeepSeek V4 Flash: UpGuard; alternatives Panorays, SecurityScorecard, Vanta TPRM, Whistic
- Llama 4 Maverick: Vanta TPRM; alternatives RiskXchange, SmartSuite, UpGuard
- Qwen 3.7 Flash: UpGuard, Vanta TPRM
- Kimi K2: UpGuard; alternatives OneTrust Third-Party Risk Exchange, ProcessUnity, SecurityScorecard, ThirdPartyTrust
- GLM 4.7 FlashX: UpGuard; alternatives ComplyJet, GOAT Risk™, Vanta TPRM
- MiniMax M2.5: Vanta TPRM; alternatives Enzuzo, UpGuard, Whistic
- GPT-6 Luna: Whistic Core; alternatives UpGuard, Vanta TPRM
- Muse Glimmer 30B: SecurityScorecard, UpGuard, Vanta TPRM; alternatives ComplyJet, Drata, Scytale, Vendorapp

## Sources the answers cite

74 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- upguard.com: 38 answers, 90 citations
- g2.com: 33 answers, 61 citations
- projectmanagers.net: 33 answers, 33 citations
- complyjet.com: 31 answers, 37 citations
- riskxchange.co: 31 answers, 33 citations
- vanta.com: 25 answers, 34 citations
- thenextweb.com: 24 answers, 24 citations
- mitratech.com: 20 answers, 23 citations

Pages named in the most answers:

- https://projectmanagers.net/best-third-party-risk-management-tools-for-small-businesses-top-tprm-platforms (33 answers)
- https://complyjet.com/blog/best-vendor-risk-management-software (31 answers)
- https://riskxchange.co/best-third-party-risk-management-software (28 answers)
- https://thenextweb.com/news/best-third-party-risk-management-software-2026 (24 answers)
- https://mitratech.com/resource-hub/blog/best-tprm-software-solutions (17 answers)
- https://g2.com/categories/third-party-supplier-risk-management/small-business (13 answers)
- https://riskonnect.com/best-third-party-risk-management-software-platforms-in-2026 (12 answers)
- https://slashdot.org/software/third-party-risk-management/f-small-business (12 answers)
- https://upguard.com/blog/best-third-party-risk-management-software-solutions (12 answers)
- https://comparitech.com/data-privacy-management/best-third-party-risk-management-software (11 answers)

## Warned against

- OneTrust Third-Party Risk Management: 29 of 35 labels negative. "small businesses should be cautious about or avoid the following third-party risk management (TPRM) platforms... OneTrust - Issues: Steep learning curve, complex and opaque pricing" (Muse Glimmer 30B, negative prompt)
- Archer: 14 of 14 labels negative. "Avoid (Giant GRC Tools): Platforms like RSA Archer or MetricStream. These are designed for thousands of analysts. They are slow, expensive, and terrible for startups." (Qwen 3.7 Flash, scale prompt)
- Bitsight: 12 of 26 labels negative. "Avoid or be very cautious with: ... quote-only pricing platforms (SecurityScorecard, BitSight, Black Kite, Panorays, ProcessUnity, Prevalent)" (Kimi K2, negative prompt)
- SecurityScorecard: 9 of 34 labels negative. "Avoid or be very cautious with: ... quote-only pricing platforms (SecurityScorecard, BitSight, Black Kite, Panorays, ProcessUnity, Prevalent)" (Kimi K2, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: UpGuard at 38%.

- Drata: 0% to 5%, +5. Inside the floor by 6 points · rank 20 → 3 of 107.
- RiskXchange: 0% to 3%, +3. New · not ranked in October 2026 · rank 5 of 107.
- Vanta TPRM: 32% to 30%, −2. Inside the floor by 9 points · rank 2 of 107, unchanged.
- Creditsafe: 2% to 0%, −2. Inside the floor by 9 points · rank 6 → 17 of 107.
- Bitsight: 2% to 0%, −2. Inside the floor by 9 points · rank 18 → 98 of 107.
- UpGuard: 39% to 38%, −1. Inside the floor by 10 points · rank 1 of 107, unchanged.
- SecurityScorecard: 3% to 2%, −1. Inside the floor by 10 points · rank 3 → 8 of 107.
- Whistic: 2% to 2%, ±0. Inside the floor by 11 points · rank 5 → 6 of 107.
- Secureframe: 2% to 2%, ±0. Inside the floor by 11 points · rank 4 → 7 of 107.
- Venminder: 2% to 2%, ±0. Inside the floor by 11 points · rank 7 → 11 of 107.
- Panorays: 0% to 0%, ±0. Inside the floor by 11 points · rank 19 → 18 of 107.
- Prevalent: 0% to 0%, ±0. Inside the floor by 11 points · rank 31 → 103 of 107.

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.