GRC platforms · November 2026 Edition
Vanta vs LogicGate Risk Cloud
Three of fourteen models named Vanta first on the direct prompt; three named LogicGate Risk Cloud. Vanta was named by fourteen of the fourteen models and LogicGate Risk Cloud by thirteen and Vanta carries 54 labels and LogicGate Risk Cloud 19, so the shares are not directly comparable.
Named in seven categories this edition.
Named in five categories this edition.
First-choice share16%11%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate15%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#3A position in a field of 20; printed, not drawn.
Labels5419A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Vanta 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 Vanta · Hyperproof vs LogicGate Risk Cloud · Vanta vs Sprinto
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.
VantaFirst choices, of fourteen modelsLogicGate Risk Cloud
Direct331 against Vanta
Paraphrase321 against Vanta
Comparative10
Budget-constrained202 against Vanta
Scale-constrained111 against Vanta
Negative003 against Vanta
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 Vanta 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 4.20 | | | | | | |
| 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 | | | | |
Vanta LogicGate Risk Cloud first choice named as an alternative argued againstblank: not namedEach cell is one answer, Vanta on the left and LogicGate Risk Cloud on the right.The direct prompt
The plain question, one answer per model, grouped by where Vanta and LogicGate Risk Cloud stood in it.
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Kimi K2Hyperproof, LogicGate Risk Cloud, Vanta alternatives: AuditBoard, Onspring, RiskWatch
Vanta first, LogicGate Risk Cloud an alternative
2 of 14 modelsLogicGate Risk Cloud was named in the answer but not as the choice, or not at all.Gemini 3.5 FlashDrata, Vanta alternatives: AuditBoard, Hyperproof, LogicGate Risk Cloud
MiniMax M2.5Vanta alternatives: AuditBoard, Drata, LogicGate, Secureframe
LogicGate Risk Cloud first, Vanta not the choice
2 of 14 modelsVanta was named in the answer but not as the choice, or not at all.Qwen 3.7 FlashLogicGate Risk Cloud alternatives: Hyperproof, Optro, RiskWatch, ServiceNow Integrated Risk Management
GLM 4.7 FlashXHyperproof, LogicGate Risk Cloud alternatives: AuditBoard, Compyl
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.Claude Haiku 4.5no first choice alternatives: Compyl, Drata, Hyperproof, Korinza, Vanta
Perplexity SonarHyperproof alternatives: AuditBoard, Drata, LogicGate Risk Cloud, Scrut Automation, Vanta
DeepSeek V4 FlashHyperproof alternatives: AuditBoard, LogicGate Risk Cloud, Vanta
GPT-6 LunaHyperproof alternatives: Drata, Vanta
Muse Glimmer 30BCompyl, Hyperproof, LogicGate alternatives: Drata, LogicManager, OneTrust GRC, Resolver, Riskonnect, Secureframe, Vanta, ZenGRC
Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniLogicGate, Onspring alternatives: Scrut Automation, Sprinto
Grok 4.20ZenGRC alternatives: AuditBoard, Hyperproof, LogicGate
Mistral SmallHyperproof alternatives: AuditBoard, LogicGate, Workiva
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
Vanta leads by thirty points.
Vanta30%#1 of 16LogicGate Risk Cloud0%#– of 16Mid-marketThe figures above
Vanta leads by five points.
Vanta16%#2 of 20LogicGate Risk Cloud11%#3 of 20Enterprise
Vanta leads by two points.
Vanta5%#6 of 15LogicGate Risk Cloud3%#8 of 15What the models said about Vanta
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Avoid for most mid-market B2B: Enterprise-heavy like ServiceNow IRM, RSA Archer, or MetricStream (overkill/costly); pure startup tools like Vanta/Drata (under-scoped for broad GRC” Grok 4.20 · direct prompt · hard negative
“When to Avoid: If you want deep control over customization and have a smaller team that needs flexible support.” GLM 4.7 FlashX · negative prompt · hard negative
“Choose Vanta or Drata if your company is under ~500 employees, cloud-native, and needs a streamlined solution to pass security audits” Gemini 3.5 Flash · 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. Three of four in this category shown.
“start by evaluating LogicGate, Hyperproof, or Vanta for their balance of capability and usability” Kimi K2 · direct prompt · first choice
“I recommend LogicGate Risk Cloud as the best fit for most mid-sized B2B companies” GLM 4.7 FlashX · paraphrase prompt · first choice
“LogicGate Risk Cloud is a no-code GRC platform for mid-market and enterprise teams” Claude Haiku 4.5 · paraphrase prompt · first choice
Also compared
Hyperproof vs VantaHyperproof vs LogicGate Risk CloudVanta vs SprintoVanta vs DrataVanta vs LogicGateVanta vs CompylVanta vs OnspringLogicGate Risk Cloud vs SprintoLogicGate Risk Cloud vs DrataLogicGate Risk Cloud vs LogicGateLogicGate Risk Cloud vs CompylLogicGate Risk Cloud vs OnspringAll 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.