# Third-party risk management for small business buyers: 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 small B2B company. Page: https://www.gane.ai/index/it/security/third-party-risk-management/2026-10/smb

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since.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/smb/index.md

**Standing:** UpGuard leads with 39% of first choices; verdict contested. 59 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) | 39% | 3% | 61 |
| 2 | [Vanta TPRM](https://www.gane.ai/index/it/vendors/vanta-tprm/index.md) | 32% | 11% | 62 |
| 3 | [SecurityScorecard](https://www.gane.ai/index/it/vendors/securityscorecard/index.md) | 3% | 28% | 29 |
| 4 | [Secureframe](https://www.gane.ai/index/it/vendors/secureframe/index.md) | 2% | 4% | 24 |
| 5 | [Whistic](https://www.gane.ai/index/it/vendors/whistic/index.md) | 2% | 0% | 11 |
| 6 | [Creditsafe](https://www.gane.ai/index/it/vendors/creditsafe/index.md) | 2% | 0% | 10 |
| 18 | [Bitsight](https://www.gane.ai/index/it/vendors/bitsight/index.md) | 2% | 70% | 20 |
| 70 | [ProcessUnity](https://www.gane.ai/index/it/vendors/processunity/index.md) | 0% | 78% | 18 |
| 71 | [OneTrust Third-Party Risk Management](https://www.gane.ai/index/it/vendors/onetrust-third-party-risk-management/index.md) | 0% | 89% | 28 |

Rank is by share of first choices among all 71 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: Vanta TPRM; alternatives Onspring, Secureframe, UpGuard
- GPT-5.4 mini: Vanta TPRM; alternatives Creditsafe, D&B Risk Analytics, UpGuard
- Gemini 3.5 Flash: Vanta TPRM; alternatives Drata, Risk Ledger, Sprinto, UpGuard
- Perplexity Sonar: Vanta TPRM; alternatives ProcessUnity, UpGuard
- Grok 4.20: UpGuard; alternatives Secureframe, Vanta TPRM, Venminder
- Mistral Small: UpGuard, Vanta TPRM
- DeepSeek V4 Flash: UpGuard; alternatives ComplyJet, Secureframe, Vanta TPRM
- Llama 4 Maverick: Vanta TPRM; alternatives Risk Ledger, UpGuard
- Qwen 3.7 Flash: SecurityScorecard; alternatives UpGuard, Vanta TPRM
- Kimi K2: Venminder; alternatives Panorays, SecurityScorecard, UpGuard, Vanta TPRM
- GLM 4.7 FlashX: SecurityScorecard, ThirdProof; alternatives UpGuard, Vanta TPRM
- MiniMax M2.5: UpGuard, Vanta TPRM
- GPT-6 Luna: Whistic; alternatives Vanta TPRM
- Muse Glimmer 30B: UpGuard; alternatives Secureframe, Vanta TPRM

## Sources the answers cite

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

- upguard.com: 57 answers, 112 citations
- g2.com: 45 answers, 68 citations
- learn.g2.com: 39 answers, 40 citations
- mitratech.com: 30 answers, 41 citations
- vanta.com: 29 answers, 38 citations
- enzuzo.com: 29 answers, 32 citations
- projectmanagers.net: 29 answers, 29 citations
- panorays.com: 25 answers, 29 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 (36 answers)
- https://projectmanagers.net/best-third-party-risk-management-tools-for-small-businesses-top-tprm-platforms (29 answers)
- https://enzuzo.com/blog/best-third-party-risk-management-software (28 answers)
- https://g2.com/categories/third-party-supplier-risk-management (27 answers)
- https://mitratech.com/resource-hub/blog/best-tprm-software-solutions (19 answers)
- https://g2.com/categories/third-party-supplier-risk-management/small-business (18 answers)
- https://smartsuite.com/blog/third-party-risk-management-software (18 answers)
- https://esecurityplanet.com/products/third-party-risk-management (17 answers)
- https://atlassystems.com/blog/third-party-risk-management-softwares (16 answers)

## Warned against

- OneTrust Third-Party Risk Management: 25 of 28 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)
- Bitsight: 14 of 20 labels negative. "Considered overkill for small teams ... poor customer service and inaccurate data triggering false positives" (Mistral Small, negative prompt)
- ProcessUnity: 14 of 18 labels negative. "you generally want to avoid the enterprise giants (like OneTrust or ProcessUnity) due to their high implementation costs" (Qwen 3.7 Flash, budget prompt)
- MetricStream: 7 of 7 labels negative. "legacy Governance, Risk, and Compliance (GRC) giants ... overkill for managing a small vendor portfolio" (Gemini 3.5 Flash, negative prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: UpGuard at 35%.

- UpGuard: 44% to 35%, −9. Inside the floor by 2 points · rank 1 of 69, unchanged.
- Vanta TPRM: 26% to 35%, +9. Inside the floor by 2 points · rank 2 of 69, unchanged.
- Drata: 6% to 0%, −6. Inside the floor by 5 points · rank 3 → 19 of 69.
- SecurityScorecard: 0% to 4%, +4. Inside the floor by 7 points · rank 15 → 3 of 69.
- Bitsight: 0% to 2%, +2. Inside the floor by 9 points · rank 67 → 16 of 69.
- Panorays: 2% to 0%, −2. Inside the floor by 9 points · rank 6 → 18 of 69.
- Secureframe: 2% to 2%, ±0. Inside the floor by 11 points · rank 5 → 4 of 69.
- Venminder: 2% to 2%, ±0. Inside the floor by 11 points · rank 8 → 6 of 69.
- Whistic: 0% to 0%, ±0. Inside the floor by 11 points · rank 14 → 17 of 69.
- Prevalent: 0% to 0%, ±0. Inside the floor by 11 points · rank 63 → 22 of 69.
- Archer: 0% to 0%, ±0. Inside the floor by 11 points · rank 68 → 67 of 69.
- ProcessUnity: 0% to 0%, ±0. Inside the floor by 11 points · rank 69 → 68 of 69.

## 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.