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Third-party risk management · October 2026 Edition

Drata vs LogicGate

Zero of fourteen models named Drata first on the direct prompt; one named LogicGate. Drata was named by four of the fourteen models and LogicGate by six and both carry 10 labels, so the shares below are directly comparable.

Drata

accepted challenger

Named in seven categories this edition.

LogicGate

accepted challenger

Named in five categories this edition.

First-choice share2%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%10%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#7A position in a field of 15; printed, not drawn.
Labels1010Equal, which is what makes the shares comparable.
The two percentage rows are drawn on one 0 to 100 track, Drata 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 Drata · UpGuard vs LogicGate · Vanta vs Drata

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.
DrataFirst choices, of fourteen modelsLogicGate
Direct011 against LogicGate
Paraphrase00
Comparative00
Budget-constrained00
Scale-constrained10
Negative00
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.

Across every category in the October 2026 Edition, Drata and LogicGate were named in the same answer forty-nine times, of the 413 answers naming Drata and the 99 naming LogicGate. In those answers LogicGate took the first choice one time and Drata fifteen.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Drata and LogicGate stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
Drata LogicGate first choice named as an alternative argued againstblank: not namedEach cell is one answer, Drata on the left and LogicGate on the right.

The direct prompt

The plain question, one answer per model, grouped by where Drata and LogicGate stood in it.

LogicGate first, Drata not the choice

1 of 14 modelsDrata 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.
Gemini 3.5 FlashUpGuard alternatives: Drata, Panorays, Vanta, Venminder, Whistic
Perplexity SonarUpGuard alternatives: LogicGate, Panorays, StandardFusion
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

8 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5no first choice
GPT-5.4 miniProcessUnity alternatives: UpGuard, Vanta, Venminder, Whistic
Grok 4.1 FastUpGuard alternatives: LogicGate Risk Cloud, Prevalent, ProcessUnity, SecurityScorecard
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.
Drata0%#– of 9
LogicGate0%#– of 9
The full small business standing →
Mid-marketThe figures above
Level: the same share of first choices.
Drata2%#6 of 15
LogicGate2%#7 of 15
The full mid-market standing →
Enterprise
Level: the same share of first choices.
Drata0%#– of 14
LogicGate0%#– of 14
The full enterprise standing →

What the models said about Drata

No label in this category carried a quote.

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.