GRC platforms · October 2026 Edition
Drata vs LogicGate Risk Cloud
Two of fourteen models named Drata first on the direct prompt; one named LogicGate Risk Cloud. Drata was named by fourteen of the fourteen models and LogicGate Risk Cloud by ten and Drata carries 50 labels and LogicGate Risk Cloud 16, so the shares are not directly comparable.
Named in seven categories this edition.
Named in four categories this edition.
First-choice share12%3%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate14%6%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#7A position in a field of 14; printed, not drawn.
Labels5016A count; the two differ.
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.Hyperproof was named alongside these two in eleven of the fourteen direct answers. Hyperproof vs Drata · Hyperproof vs LogicGate Risk Cloud · 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 GRC platforms 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 Risk Cloud
Direct21
Paraphrase211 against LogicGate Risk Cloud
Comparative10
Budget-constrained003 against Drata
Scale-constrained30
Negative004 against Drata
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 Drata and LogicGate Risk Cloud 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 | | | | |
Drata LogicGate Risk Cloud first choice named as an alternative argued againstblank: not namedEach cell is one answer, Drata on the left and LogicGate Risk Cloud on the right.The direct prompt
The plain question, one answer per model, grouped by where Drata and LogicGate Risk Cloud stood in it.
Drata first, LogicGate Risk Cloud not the choice
2 of 14 modelsLogicGate Risk Cloud was named in the answer but not as the choice, or not at all.Claude Haiku 4.5Drata alternatives: Hyperproof, VComply, Vanta
Gemini 3.5 FlashDrata, Vanta alternatives: AuditBoard, Compyl, Hyperproof, LogicGate
LogicGate Risk Cloud first, Drata not the choice
1 of 14 modelsDrata was named in the answer but not as the choice, or not at all.Muse Glimmer 30BLogicGate Risk Cloud alternatives: Hyperproof, Vanta, ZenGRC
Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.Grok 4.1 FastLogicGate, ZenGRC alternatives: AuditBoard, Drata, Hyperproof
DeepSeek V4 FlashHyperproof alternatives: Drata, LogicGate Risk Cloud, Vanta, ZenGRC
Qwen 3.7 FlashZenGRC alternatives: AuditBoard, Centraleyes, Drata, Vanta
Kimi K2Hyperproof, ZenGRC alternatives: Drata, Onspring, Vanta
GLM 4.7 FlashXVanta, ZenGRC alternatives: Drata, Hyperproof, LogicGate Risk Cloud
MiniMax M2.5Hyperproof alternatives: AuditBoard, LogicGate Risk Cloud
GPT-6 LunaHyperproof alternatives: Drata, Vanta
Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniLogicGate alternatives: AuditBoard, Hyperproof, Optro
Perplexity SonarHyperproof alternatives: LogicGate, ZenGRC
Mistral SmallAuditBoard, ZenGRC alternatives: RiskWatch, StandardFusion, Vanta
Llama 4 Maverickno first choice
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
Drata leads by sixteen points.
Drata16%#3 of 12LogicGate Risk Cloud0%#– of 12Mid-marketThe figures above
Drata leads by eight points.
Drata12%#4 of 14LogicGate Risk Cloud3%#7 of 14Enterprise
Drata leads by six points.
Drata6%#5 of 13LogicGate Risk Cloud0%#– of 13What the models said about Drata
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Avoid: Tools like Vanta, Drata, or Secureframe.” GLM 4.7 FlashX · budget prompt · hard negative
“Drata automates 90%+ of controls and starting from approximately $15,000/year, is often the best value for mid-market companies” Claude Haiku 4.5 · direct prompt · first choice
What the models said about LogicGate Risk Cloud
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Higher price range ($25K–$150K+/year) ... Better suited for very complex enterprise risk programs” GLM 4.7 FlashX · paraphrase prompt · soft negative
“LogicGate Risk Cloud is frequently cited as an excellent choice for mid-sized companies.” Claude Haiku 4.5 · paraphrase prompt · first choice
“Frequently positioned as the mid-market / configurable workflow option.” Muse Glimmer 30B · direct prompt · first choice
“If you need deeper configurable GRC workflows with governance and risk management, LogicGate or ZenGRC are excellent choices.” DeepSeek V4 Flash · direct prompt · alternative
Also compared
Hyperproof vs DrataHyperproof vs LogicGate Risk CloudVanta vs DrataVanta vs LogicGate Risk CloudZenGRC vs DrataZenGRC vs LogicGate Risk CloudDrata vs SecureframeDrata vs LogicGateDrata vs SprintoSecureframe vs LogicGate Risk CloudLogicGate vs LogicGate Risk CloudLogicGate Risk Cloud vs SprintoAll twenty-eight head-to-head pages and the full GRC standing
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.