Third-party risk management · October 2026 Edition
ProcessUnity vs LogicGate
One of fourteen models named ProcessUnity first on the direct prompt; one named LogicGate. ProcessUnity was named by thirteen of the fourteen models and LogicGate by six and ProcessUnity carries 29 labels and LogicGate 10, so the shares are not directly comparable.
Named in two categories this edition.
Named in five categories this edition.
First-choice share4%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate24%10%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#7A position in a field of 15; printed, not drawn.
Labels2910A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, ProcessUnity reading right to left. Rank and label count are printed, not drawn.UpGuard was named alongside these two in thirteen of the fourteen direct answers. UpGuard vs ProcessUnity · UpGuard vs LogicGate · Vanta vs ProcessUnity
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
ProcessUnityFirst choices, of fourteen modelsLogicGate
Direct111 against ProcessUnity · 1 against LogicGate
Paraphrase002 against ProcessUnity
Comparative10
Budget-constrained001 against ProcessUnity
Scale-constrained10
Negative003 against ProcessUnity
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where ProcessUnity and LogicGate stood in it.
| 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 | | |
ProcessUnity LogicGate first choice named as an alternative argued againstblank: not namedEach cell is one answer, ProcessUnity on the left and LogicGate on the right.The direct prompt
The plain question, one answer per model, grouped by where ProcessUnity and LogicGate stood in it.
ProcessUnity first, LogicGate not the choice
1 of 14 modelsLogicGate was named in the answer but not as the choice, or not at all.GPT-5.4 miniProcessUnity alternatives: UpGuard, Vanta, Venminder, Whistic
LogicGate first, ProcessUnity not the choice
1 of 14 modelsProcessUnity was named in the answer but not as the choice, or not at all.Llama 4 MaverickLogicGate alternatives: StandardFusion, UpGuard, Vanta
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.Perplexity SonarUpGuard alternatives: LogicGate, Panorays, StandardFusion
Grok 4.1 FastUpGuard alternatives: LogicGate Risk Cloud, Prevalent, ProcessUnity, SecurityScorecard
Mistral SmallVanta alternatives: LogicGate, Panorays, StandardFusion, UpGuard
DeepSeek V4 FlashUpGuard alternatives: LogicGate, Panorays, Prevalent, StandardFusion, Venminder
Muse Glimmer 30BUpGuard alternatives: LogicGate, LogicManager, Panorays, Whistic
Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5no first choice
Gemini 3.5 FlashUpGuard alternatives: Drata, Panorays, Vanta, Venminder, Whistic
Qwen 3.7 FlashUpGuard alternatives: Panorays, Riskonnect, Sprinto, Vanta
Kimi K2UpGuard alternatives: Hyperproof, LogicGate Risk Cloud, Panorays
GLM 4.7 FlashXUpGuard alternatives: Panorays, SecurityScorecard, Vanta
MiniMax M2.5UpGuard alternatives: Panorays
GPT-6 LunaUpGuard alternatives: Vanta TPRM, Whistic
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Level: the same share of first choices.
ProcessUnity0%#8 of 9LogicGate0%#– of 9Mid-marketThe figures above
ProcessUnity leads by two points.
ProcessUnity4%#4 of 15LogicGate2%#7 of 15Enterprise
ProcessUnity leads by nineteen points.
ProcessUnity19%#1 of 14LogicGate0%#– of 14What the models said about ProcessUnity
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Abysmal performance with 10-20 minute wait times and timeouts” Kimi K2 · negative prompt · hard negative
“Some platforms (like OneTrust or ProcessUnity) charge for setup services, which can double your first-year cost.” DeepSeek V4 Flash · budget prompt · soft negative
“Users note lengthy implementation timelines and configuration challenges, though the platform is feature-rich.” MiniMax M2.5 · negative prompt · soft negative
“ProcessUnity - Named a Leader in Forrester Wave TPRM Q1 2024, with highest customer feedback scores” MiniMax M2.5 · scale prompt · first choice
“the best third-party risk management (TPRM) platform is usually ProcessUnity” GPT-5.4 mini · direct 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
Also compared
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.