UpGuard vs Prevalent
Nine of fourteen models named UpGuard first on the direct prompt; one named Prevalent. UpGuard was named by fourteen of the fourteen models and Prevalent by twelve and UpGuard carries 59 labels and Prevalent 33, so the shares are not directly comparable.
Named in four categories this edition.
Named in two 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.
By framing
UpGuardFirst choices, of fourteen modelsPrevalent
Across every category in the November 2026 Edition, UpGuard and Prevalent were named in the same answer seventy-three times, of the 197 answers naming UpGuard and the 105 naming Prevalent. In those answers Prevalent took the first choice six times and UpGuard seventeen.
Every model, every framing
| 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 | | | | |
UpGuard Prevalent first choice named as an alternative argued againstblank: not namedEach cell is one answer, UpGuard on the left and Prevalent on the right.The direct prompt
UpGuard first, Prevalent an alternative
9 of 14 modelsPrevalent was named in the answer but not as the choice, or not at all.Prevalent first, UpGuard not the choice
1 of 14 modelsUpGuard was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
1 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
3 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
UpGuard38%#1 of 14Prevalent0%#11 of 14Prevalent12%#3 of 15UpGuard2%#6 of 15What the models said about UpGuard
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Generally considered expensive, especially for smaller organizations <br>• Limited functionality and reporting depth <br>• False positives in risk scores” GLM 4.7 FlashX · negative prompt · hard negative
“Avoid relying solely on security ratings platforms (like Bitsight, SecurityScorecard, UpGuard) for TPRM” Mistral Small · negative prompt · hard negative
“remediation recommendations lack clarity, smaller organizations find it expensive, and false positives need manual cleanup” Claude Haiku 4.5 · negative prompt · soft negative
“UpGuard is the most frequently recommended starter platform because of its published pricing, daily monitoring, and the claim it is built for mid-market deployment speed.” Muse Glimmer 30B · paraphrase prompt · first choice
“I'd recommend starting with UpGuard if you prioritize cyber risk visibility, or ProcessUnity if you need comprehensive lifecycle management” GLM 4.7 FlashX · direct prompt · first choice
“UpGuard stands out as the best third-party risk management (TPRM) platform for a mid-market B2B company” Grok 4.20 · direct prompt · first choice
What the models said about Prevalent
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
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.