Prevalent vs Panorays
Zero of fourteen models named Prevalent first on the direct prompt; zero named Panorays. Prevalent was named by thirteen of the fourteen models and Panorays by twelve and Prevalent carries 22 labels and Panorays 26, so the shares are not directly comparable.
Named in three categories this edition.
Named in four 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 modelsPanorays
Across every category in the October 2026 Edition, Prevalent and Panorays were named in the same answer eighteen times, of the 63 answers naming Prevalent and the 50 naming Panorays. In those answers Panorays took the first choice one time and Prevalent one.
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 Panorays first choice named as an alternative argued againstblank: not namedEach cell is one answer, Prevalent on the left and Panorays on the right.The direct prompt
Neither was the first choice, one was named
10 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
4 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 9Panorays0%#– 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 Panorays
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“I would recommend Panorays or UpGuard” MiniMax M2.5 · paraphrase prompt · first choice
“Evaluate Panorays if you need the deepest technical assessments and fastest time-to-insight for new vendors.” Kimi K2 · direct prompt · alternative
“If you prioritize speed of deployment and ease of use, Panorays is highly recommended.” Mistral Small · paraphrase 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.