One of fourteen models named Prevalent first on the direct prompt; one named Bitsight. Prevalent was named by twelve of the fourteen models and Bitsight by fourteen and Prevalent carries 33 labels and Bitsight 35, so the shares are not directly comparable.
Named in two categories this edition.
Named in eight categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the third-party risk management page.
Across every category in the November 2026 Edition, Prevalent and Bitsight were named in the same answer sixty-five times, of the 105 answers naming Prevalent and the 179 naming Bitsight. In those answers Bitsight took the first choice three times and Prevalent five.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“heavily reliant on questionnaires, such as OneTrust, Prevalent, ProcessUnity, Venminder, and Archer” Llama 4 Maverick · negative prompt · hard negative
“Avoid overkill enterprise platforms like OneTrust or Prevalent unless you grow.” Grok 4.20 · budget prompt · hard negative
“Questionnaire-focused platforms (like OneTrust, Archer, Prevalent, ProcessUnity, Venminder) are useful for assessments but may not offer continuous monitoring” Mistral Small · negative prompt · soft negative
“If you're starting from scratch and want the best balance of functionality and ease of adoption, I'd lean Prevalent.” GPT-5.4 mini · paraphrase prompt · first choice
“Prevalent / Mitratech is the most cited pure-play.” Muse Glimmer 30B · direct prompt · first choice
“For a more robust solution, consider platforms that combine questionnaire workflows with continuous monitoring... such as Mitratech Prevalent” Mistral Small · negative prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“BitSight / SecurityScorecard – Enterprise-grade, but minimum spends typically start around $20k–$30k/year.” DeepSeek V4 Flash · budget prompt · hard negative
“Avoid relying solely on security ratings platforms (like Bitsight, SecurityScorecard, UpGuard) for TPRM” Mistral Small · negative prompt · hard negative
“avoid enterprise-heavy platforms like ProcessUnity, OneTrust, or BitSight” MiniMax M2.5 · budget prompt · hard negative
“Bitsight and UpGuard are the top choices due to their scalability, strong security ratings” Mistral Small · direct prompt · first choice
“Combine tools if needed (e.g., a core TPRM platform with specialized cyber ratings like Bitsight or SecurityScorecard)” Grok 4.20 · negative prompt · alternative
“Choose SecurityScorecard or Bitsight for broad external cyber-risk screening and executive-friendly ratings.” Perplexity Sonar · comparative prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.