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Compliance automation · November 2026 Edition

Vanta vs Secureframe

Eleven of fourteen models named Vanta first on the direct prompt; zero named Secureframe. Both were named by all fourteen models and Vanta carries 67 labels and Secureframe 50, so the shares are not directly comparable.

Vanta

criticized default

Named in seven categories this edition.

Secureframe

accepted challenger

Named in eight categories this edition.

First-choice share30%3%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate25%18%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#4A position in a field of 10; printed, not drawn.
Labels6750A 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.Drata was named alongside these two in thirteen of the fourteen direct answers. Vanta vs Drata · Vanta vs Sprinto · Vanta vs Scrut Automation

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 compliance automation 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 modelsSecureframe
Direct1101 against Secureframe
Paraphrase521 against Vanta · 1 against Secureframe
Comparative101
Budget-constrained005 against Vanta · 1 against Secureframe
Scale-constrained20
Negative0011 against Vanta · 6 against Secureframe
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 November 2026 Edition, Vanta and Secureframe were named in the same answer 236 times, of the 436 answers naming Vanta and the 274 naming Secureframe. In those answers Secureframe took the first choice eight times and Vanta eighty-three.

Every model, every framing

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

The direct prompt

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

Vanta first, Secureframe an alternative

11 of 14 modelsSecureframe was named in the answer but not as the choice, or not at all.
Claude Haiku 4.5Vanta alternatives: Drata, Hyperproof, Secureframe
GPT-5.4 miniVanta alternatives: Drata, Hyperproof
Gemini 3.5 FlashDrata, Vanta alternatives: AuditBoard, Hyperproof, Secureframe, Sprinto
Grok 4.20Vanta alternatives: Drata, Scrut Automation, Secureframe, Sprinto, VComply
Mistral SmallDrata, Vanta alternatives: Hyperproof, Sprinto, Thoropass
DeepSeek V4 FlashVanta alternatives: Drata, Hyperproof, Sprinto, VComply
Qwen 3.7 FlashDrata, Vanta alternatives: AuditBoard, Secureframe
GLM 4.7 FlashXDrata, Vanta alternatives: Hyperproof, OneTrust Tech Risk & Compliance, Sprinto, VComply
MiniMax M2.5Drata, Vanta alternatives: Centraleyes, Scytale
GPT-6 LunaVanta alternatives: Drata, Hyperproof, Secureframe, Sprinto
Muse Glimmer 30BVanta alternatives: Drata, Hyperproof, Onspring, Scrut Automation, Secureframe, Sprinto

Neither was the first choice, one was named

2 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Perplexity SonarDrata alternatives: Hyperproof, Sprinto, Thoropass, Vanta
Kimi K2Drata, Sprinto alternatives: Hyperproof, Vanta

Neither was named

1 of 14 modelsThe answer made no first choice from these two in this category.
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 twenty-eight points.
Vanta34%#1 of 8
Secureframe6%#5 of 8
The full small business standing →
Mid-marketThe figures above
Vanta leads by twenty-seven points.
Vanta30%#1 of 10
Secureframe3%#4 of 10
The full mid-market standing →
Enterprise
Vanta leads by thirty-three points.
Vanta37%#1 of 14
Secureframe3%#5 of 14
The full enterprise standing →

What the models said about Vanta

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.

“What to Avoid If Budget Is Tight… Vanta (~$10K–$35K+/yr)” Muse Glimmer 30B · negative prompt · hard negative
“Avoid platforms like Vanta, Drata, or Secureframe initially” MiniMax M2.5 · budget prompt · hard negative
“Vanta and Drata are often the first stop if you want to automate evidence collection, monitor controls continuously, and get audit-ready quickly.” GPT-5.4 mini · comparative prompt · first choice
“If you're a small startup getting SOC 2 for the first time: Vanta or Secureframe offer the fastest time-to-certification with guided support.” DeepSeek V4 Flash · comparative prompt · first choice
“For enterprises needing the broadest framework coverage and integration ecosystem: Vanta is usually the most comprehensive option.” GLM 4.7 FlashX · comparative prompt · first choice

What the models said about Secureframe

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.

“A Reddit thread titled “Avoid Secureframe” claims: “Very unprofessional organization.”” Muse Glimmer 30B · negative prompt · hard negative
“Avoid platforms like Vanta, Drata, or Secureframe initially” MiniMax M2.5 · budget prompt · hard negative
“Smaller native integration library than Vanta/Drata. If your tech stack uses niche or legacy tools, expect manual evidence uploads.” Gemini 3.5 Flash · negative prompt · soft negative
“If I had to pick one default recommendation for a mid-sized B2B company, I'd lean Secureframe for the typical mid-market buyer” GPT-5.4 mini · paraphrase prompt · first choice
“Vanta or Secureframe offer the fastest time-to-certification with guided support.” DeepSeek V4 Flash · comparative prompt · first choice
“Top Recommendation: Drata or Secureframe” Kimi K2 · paraphrase 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.