UpGuard vs Prevalent
Ten of fourteen models named UpGuard first on the direct prompt; zero named Prevalent. UpGuard was named by fourteen of the fourteen models and Prevalent by thirteen and UpGuard carries 57 labels and Prevalent 22, so the shares are not directly comparable.
Named in six categories this edition.
Named in three 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 October 2026 Edition, UpGuard and Prevalent were named in the same answer forty-one times, of the 200 answers naming UpGuard and the 63 naming Prevalent. In those answers Prevalent took the first choice one time and UpGuard eleven.
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 4.1 Fast | | | | | ||
| 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
10 of 14 modelsPrevalent was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 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
UpGuard39%#1 of 9Prevalent0%#– of 9UpGuard55%#1 of 15Prevalent4%#3 of 15What the models said about UpGuard
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“reviews consistently flag limited customization and integration pain for UpGuard and Prevalent” Muse Glimmer 30B · negative prompt · soft negative
“Excellent for ratings, but cautious about the *full* TPRM lifecycle.” DeepSeek V4 Flash · negative prompt · soft negative
“If you want a single recommendation for most limited-budget SMEs, UpGuard is the one most 2024-2025 round-ups name as the affordable, SME-friendly TPRM leader.” Muse Glimmer 30B · budget prompt · first choice
“If you need a truly free start‑point: UpGuard's free tier or CyberGRX's free vendor assessment are the quickest ways to get baseline visibility.” MiniMax M2.5 · budget prompt · first choice
“For organizations focused on continuous cyber risk and attack‑surface visibility: UpGuard's continuous monitoring and scoring are a standout.” GLM 4.7 FlashX · comparative 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. Five of six in this category shown.
“They may be more platform than a lean mid-market team needs, so test implementation effort and total cost carefully.” GPT-6 Luna · direct prompt · soft negative
“reviews consistently flag limited customization and integration pain for UpGuard and Prevalent” Muse Glimmer 30B · negative prompt · soft negative
“Prevalent, ProcessUnity, and OneTrust are excellent choices if you need depth in assessment and compliance” Mistral Small · paraphrase prompt · first choice
“The strongest TPRM platforms for 2026 are Mitratech Prevalent, UpGuard, and SecurityScorecard” Claude Haiku 4.5 · comparative prompt · first choice
“For a specialist TPRM workflow, start with ProcessUnity and Prevalent.” GPT-6 Luna · comparative prompt · first choice
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.