Prevalent vs LogicGate
Zero of fourteen models named Prevalent first on the direct prompt; one named LogicGate. Prevalent was named by thirteen of the fourteen models and LogicGate by six and Prevalent carries 22 labels and LogicGate 10, so the shares are not directly comparable.
Named in three categories this edition.
Named in five 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
PrevalentFirst choices, of fourteen modelsLogicGate
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 | | | |
Prevalent LogicGate first choice named as an alternative argued againstblank: not namedEach cell is one answer, Prevalent on the left and LogicGate on the right.The direct prompt
LogicGate first, Prevalent not the choice
1 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
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
8 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
Prevalent0%#– of 9LogicGate0%#– of 9What 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
What the models said about LogicGate
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“LogicGate: Best for organizations that need customizable workflows and AI-driven insights to automate vendor onboarding, risk scoring, and remediation playbooks.” Llama 4 Maverick · direct 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.