IT AI Index
Index › Security operations › Compliance automation › Enterprise › September 2026 Edition

Compliance automation for enterprise buyers

Asked as “compliance automation platform”, and as “SOC 2 and ISO 27001 automation tool”, on behalf of an enterprise B2B company. 40 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Vanta
Clear leader
48% of first choices, clear leader.
ShowinginAll 67 categories →

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small businessVanta35%ContestedStanding →Mid-marketDrata37%ContestedStanding →EnterpriseVanta48%Clear leaderThis page

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01Vanta48%23%65endorsed leader
02Drata18%28%60criticized challenger
03Hyperproof5%7%29accepted challenger
04Secureframe2%28%40criticized challenger
05OneTrust2%26%19criticized challenger
06ServiceNow Integrated Risk Management2%38%16criticized challenger
Show the six products at 0%, ordered by negative rate
11Archer0%50%10criticized challenger
12Sprinto0%43%21criticized challenger
10Thoropass0%40%10criticized challenger
08MetricStream0%27%11criticized challenger
09Scytale0%23%13accepted challenger
07AuditBoard0%9%23accepted challenger
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.
Head to head
Drata vs VantaDrata vs SprintoVanta vs Sprinto

Recommended versus criticized

Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.

Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09
10
11
12
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Vanta48%
02Drata18%
03Hyperproof5%
04Secureframe2%
05OneTrust2%
06ServiceNow Integrated Risk Management2%
07AuditBoard0%
08MetricStream0%
09Scytale0%
10Thoropass0%
11Archer0%
12Sprinto0%

02What they warned about

Three of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Drata
28%
17 of 60 labels negative · 11 of 12 models · 4 hard negative
“**Examples:** *Vanta, Drata, Sprinto, Secureframe* ... often unsuitable for large enterprises as a sole solution.” Qwen 3.7 Flash, negative prompt
Vanta
23%
15 of 65 labels negative · 10 of 12 models · 5 hard negative
“the search results indicate significant red flags for large enterprises, specifically regarding **scalability, support, and flexibility.**” GLM 4.7 FlashX, negative prompt
Secureframe
28%
11 of 40 labels negative · 8 of 12 models · 5 hard negative
“Tools like Secureframe often rely on their own lightweight endpoint agents ... is a security risk and an administrative headache.” Gemini 3.5 Flash, negative prompt
Sprinto
43%
9 of 21 labels negative · 7 of 12 models · 4 hard negative
“**Examples:** *Vanta, Drata, Sprinto, Secureframe* ... often unsuitable for large enterprises as a sole solution.” Qwen 3.7 Flash, negative prompt

03What they cite

Citations exist only for the models that return a source list: twelve of the twelve in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

65 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 942 links across 245 sites, every framing counted. Ranked by the number of answers carrying the site or page.

vanta.com
vendor site · Vanta47 answers · 96 citations · 11 models
expertinsights.com
vendor site · Expert Insights34 answers · 41 citations · 10 models
orbiqhq.com
31 answers · 40 citations · 10 models
optro.ai
vendor site · Optro30 answers · 33 citations · 10 models
securityboulevard.com
16 answers · 20 citations · 8 models
consilien.com
vendor site · Consilien16 answers · 16 citations · 7 models
guideflow.com
vendor site · Guideflow14 answers · 16 citations · 7 models
sprinto.com
vendor site · Sprinto13 answers · 19 citations · 7 models
drata.com
vendor site · Drata13 answers · 18 citations · 5 models
cynomi.com
vendor site · Cynomi13 answers · 14 citations · 7 models
gartner.com
12 answers · 30 citations · 6 models
strac.io
vendor site · Strac12 answers · 12 citations · 7 models

Pages the answers cite

The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.

expertinsights.com/compliance/the-top-compliance-automation-tools
33 answers · 10 models
optro.ai/blog/compliance-automation-tools
28 answers · 9 models
orbiqhq.com/compliance-automation/compliance-automation-software
27 answers · 10 models
vanta.com/resources/best-compliance-software-for-enterprise
25 answers · 8 models
consilien.com/news/best-compliance-automation-platforms-2026
16 answers · 7 models
cynomi.com/learn/compliance-automation-tools
13 answers · 7 models
strac.io/blog/soc-2-compliance-software
12 answers · 7 models
guideflow.com/blog/compliance-automation-software
10 answers · 7 models
gartner.com/reviews/market/corporate-compliance-and-oversight-solutions
9 answers · 5 models
vanta.com/resources/best-soc-2-compliance-software
9 answers · 8 models

04How they answered

Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ModelDirect“What is the best compliance automation platform for an enterprise B2B company?”Paraphrase“Which SOC 2 and ISO 27001 automation tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade compliance automation platforms and how do they differ?”Budget-constrained“What is the best compliance automation platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a compliance automation platform. What should we look at?”Negative“Which compliance automation platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceDrata, VantaChanged
One alternativeSecureframe
Drata
Three alternativesSecureframe, Sprinto, Vanta
against: NetwrixHiComply
Two alternativesAuditBoard, Optro
no first choicenothing named
GPT-5.4 miniVanta
Five alternativesAuditBoard, Drata, Hyperproof, OneTrust, Secureframe
VantaHeld
Two alternativesDrata, Secureframe
no first choice
Eight alternativesAuditBoard, Drata, Scrut Automation, Scytale, Secureframe, ServiceNow Integrated Risk Management, Thoropass, Vanta
Scrut
Two alternativesDrata, Thoropass
no first choiceagainst: Drata
Gemini 3.5 FlashVanta
Three alternativesAnecdotes, Drata, Optro
VantaHeld
Two alternativesDrata, Hyperproof
against: OptroDrata, Vanta
Three alternativesAnecdotes, OneTrust, Optro
Drata
Two alternativesComplyance, Hyperproof
against: AuditBoard, ServiceNow Integrated Risk Management, VantaAnecdotes
Four alternativesAuditBoard, Drata, OneTrust, Vanta
against: Archer, Drata, IBM OpenPages, OneTrust, Scytale, Secureframe, ServiceNow Integrated Risk Management, Sprinto, Vanta
Perplexity SonarVanta
Two alternativesComplyDo, Orbiq
against: Drata, Scrut, SprintoDrataChanged
Two alternativesHyperproof, Vanta
Drata, Secureframe, Vanta
Nine alternativesAuditBoard, Hyperproof, IBM OpenPages, LogicGate Risk Cloud, MetricStream, OneTrust, Optro, ServiceNow Integrated Risk Management, Workiva
Mitratech Alyne
One alternativeOneTrust
against: Drata, Hyperproof, IBM OpenPages, MetricStream, Vanta, Whaleno first choiceagainst: Drata, Secureframe, Sprinto, Thoropass, Vanta
Grok 4.1 FastDrata, Vanta
Three alternativesAuditBoard, Hyperproof, Secureframe
VantaChanged
Two alternativesAuditBoard, Drata
against: OneTrustOneTrust
Four alternativesDrata, Hyperproof, Secureframe, Vanta
ServiceNow Integrated Risk Management
Two alternativesArcher, AuditBoard
against: Drata, LogicGate, MetricStream, OneTrust, Secureframe, Vantano first choice
Four alternativesAuditBoard, Drata, Secureframe, Vanta
against: Archer, Drata, Scytale, Secureframe, Sprinto, Thoropass, Vanta
Mistral SmallVanta
Two alternativesDrata, Sprinto
Secureframe, VantaChanged
Two alternativesDrata, Scytale
MetricStream
Seven alternativesArcher, Drata, Hyperproof, OneTrust, Secureframe, ServiceNow Integrated Risk Management, Vanta
Vanta
Two alternativesDrata, Hyperproof
no first choiceagainst: Drata, Scytale, Secureframe, Sprinto, Vanta
DeepSeek V4 FlashVanta
Four alternativesCentraleyes, Drata, Orbiq, Secureframe
VantaHeld
Three alternativesDrata, OneTrust GRC, ServiceNow Integrated Risk Management
against: SecureframeVanta
Eight alternativesAuditBoard, Diligent, Drata, Hyperproof, LogicGate, Scytale, Secureframe, Thoropass
ZenGRC
Two alternativesHiComply, LowerPlane
against: AuditBoard, ComplyJet, Drata, LogicGate, OneTrust, Secureframe, ServiceNow Integrated Risk Management, Sprinto, Vantano first choice
Five alternativesCentraleyes, Drata, Secureframe, Thoropass, Vanta
against: Archer, Drata, IBM OpenPages, Integromat, OneTrust, RiskWatch, Secureframe, ServiceNow Integrated Risk Management, Sprinto, Thoropass, Vanta, Workato, Zapier
Llama 4 Maverickno first choiceVantaChangedno first choice
Two alternativesOrbiq, Vanta
Vantano first choiceagainst: Drata, Secureframe, Vanta
Qwen 3.7 FlashDrata
Five alternativesAuditBoard, InterScan, OneTrust, Secureframe, Vanta
VantaChanged
Two alternativesAuditBoard, Drata
Drata, Vanta
Four alternativesAuditBoard, Hyperproof, OneTrust, ServiceNow Integrated Risk Management
HiComply, LowerPlaneagainst: Drata, Vantano first choiceagainst: Archer, Drata, Secureframe, Sprinto, Vanta
Kimi K2Drata, Vanta
Three alternativesArcher, MetricStream, ServiceNow Integrated Risk Management
VantaChanged
One alternativeDrata
Drata, Vanta
Three alternativesHyperproof, Mitratech Alyne, Secureframe
Hyperproof
Two alternativesOneTrust, episki
against: Drata, VantaDrata
Two alternativesHyperproof, Vanta
against: Drata, Hyperproof, MetricStream, OneTrust GRC, Scrut Automation, ServiceNow Integrated Risk Management, Sprinto, Strike Graph
GLM 4.7 FlashXOneTrust
Seven alternativesAuditBoard, Drata, Hyperproof, LogicGate, Mitratech Alyne, Sprinto, Vanta
SureCloudChanged
Two alternativesCompyl, Vanta
no first choice
Eleven alternativesAuditBoard, Drata, Hyperproof, LogicGate Risk Cloud, MetricStream, OneTrust Certification Automation, OneTrust Tech Risk and Compliance, Scytale, Secureframe, Sprinto, Vanta
against: Archer, ServiceNow Integrated Risk ManagementCentraleyes
Two alternativesDrata, Vanta
no first choiceagainst: Drata, Thoropass, Vanta
MiniMax M2.5Vanta
Two alternativesOrbiq, Process Street
no first choiceChangedno first choiceHyperproofagainst: ComplyJet, Drata, Secureframe, Vantano first choicenothing named
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The record

One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Seventy-two rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 08:32no05 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 08:24yes56 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 09:10yes1531 s
Direct recommendationPerplexity Sonarsonar2026-09-17 08:44yes206 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 08:57yes3115 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 08:53yes2013 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 08:23yes1012 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 09:00yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 08:45no038 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 08:57yes1536 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 08:25yes2266 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 09:10yes512 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 08:46yes1811 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 09:09yes36 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 09:05yes2030 s
ParaphrasePerplexity Sonarsonar2026-09-17 08:50yes206 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 08:44yes3720 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 08:18yes55 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 08:56yes2824 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 08:30yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 09:07yes1083 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 08:39yes2045 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 08:41yes19103 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 08:33yes556 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 08:55yes1813 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 08:20yes614 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 08:32yes2731 s
ComparativePerplexity Sonarsonar2026-09-17 09:12yes2011 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 08:42yes3417 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 08:17yes1518 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 09:09yes2426 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 08:43yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 08:54no044 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 08:44yes1524 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 08:55yes2753 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 08:58yes1528 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 08:57yes1710 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 08:40yes34 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 08:54yes2052 s
Budget constrainedPerplexity Sonarsonar2026-09-17 08:24yes186 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 08:22yes2314 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 08:43yes56 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 09:12yes2524 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 08:54yes52 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 09:05yes14109 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 08:49yes20227 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 09:13yes29131 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 08:23yes2163 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 08:50yes1914 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 08:19yes29 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 08:42yes626 s
Scale constrainedPerplexity Sonarsonar2026-09-17 08:35yes208 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 08:21yes1311 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 08:46no07 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 08:24yes3931 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 08:59yes54 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 09:07no042 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 08:29yes1430 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 09:10yes13134 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 08:34no013 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 08:47yes1811 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 08:49yes46 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 09:07yes2742 s
Negative framingPerplexity Sonarsonar2026-09-17 08:17yes206 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 08:43yes2214 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 08:57yes56 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 09:10yes2137 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 08:19yes56 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 08:46yes535 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 08:59yes2672 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 08:51yes2957 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 09:09no036 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

Category-scoped readings
None. Every name in this category resolved on its own.
Unresolved, counted raw
ComplianceQuest
ComplyDo
Integromat
InterScan
OneTrust Tech Risk and Compliance
Process Street
Whale
Discontinued, still offered
No shut-down product was recommended here.

Also in security operations

The other categories of this function, with the leader in each.
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