AI Indexes
IT AI Index
October 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index › Security operations › Compliance automation › Small business › October 2026 Edition

Compliance automation for small business buyers

Asked as “compliance automation platform”, and as “SOC 2 and ISO 27001 automation tool”, on behalf of a small B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
35%
Contested · Sprinto 25%
35Vanta25Sprinto08ComplyJet31others

35% of first choices, contested.

Since September 2026▲+1Since September 2026: 35% → 37%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.Vanta held the lead, +1 point on 35%, inside the 11-point floor.

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.

The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Vanta35%27%67criticized default▲+1Since September 2026: 35% → 37%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.35% → 37%
02Sprinto25%4%52accepted challenger▼−5Since September 2026: 29% → 24%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.29% → 24%
03Drata8%29%66criticized challenger=heldSince September 2026: 10% → 10%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 10%
04Secureframe6%18%51accepted challenger▼−3Since September 2026: 8% → 5%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 5%
05Scrut Automation4%18%17accepted challenger▲+3Since September 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 5%
Show the one product at 0%, ordered by negative rate
06Thoropass0%33%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%

The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured

Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All fifteen head-to-head pages: the top six products, each against each

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
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Vanta35%
02Sprinto25%
03Drata8%
04Secureframe6%
05Scrut Automation4%
06Thoropass0%

What they warned about

Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, 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 and Muse Glimmer 30B 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
29%
19 of 66 labels negative · 11 of 14 models · 1 hard negative
“Adds $3K–$10K per additional framework” Kimi K2, budget prompt
Vanta
27%
18 of 67 labels negative · 10 of 14 models · 1 hard negative
“What to Avoid (Too Expensive for Tight Budgets) ... Opaque pricing, 30-50% renewal increases” Kimi K2, budget prompt
Secureframe
18%
9 of 51 labels negative · 8 of 14 models · 1 hard negative
“Enterprise-focused pricing” Kimi K2, budget prompt
OneTrust Tech Risk & Compliance
50%
4 of 8 labels negative · 4 of 14 models · 3 hard negative
“Why SMBs should avoid them: These tools have a steep learning curve and lack the out-of-the-box, "guided" policy templates that small businesses need.” Gemini 3.5 Flash, negative prompt

What they cite

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

Sites the answers cite

80 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1057 links across 197 sites, every framing counted. Ranked by the number of answers carrying the site or page. 9 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.

vendor site · Vanta39 answers · 75 citations · 14 models
38 answers · 52 citations · 12 models
vendor site · ComplyJet35 answers · 54 citations · 12 models
33 answers · 42 citations · 11 models
vendor site · Optro33 answers · 36 citations · 12 models
33 answers · 33 citations · 11 models
vendor site · Sprinto30 answers · 48 citations · 11 models
vendor site · Netwrix26 answers · 27 citations · 9 models
25 answers · 25 citations · 9 models
vendor site · G224 answers · 43 citations · 10 models
24 answers · 35 citations · 11 models
vendor site · FitGap17 answers · 18 citations · 9 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.

Search against answers

Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best compliance automation platform”, “compliance automation platform”, “compliance automation platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
Company and productsShareOwn site citedName searches, GoogleAI search demand, est.Organic visitsGoogle ads, last 30 daysBest Google position
Vanta vanta.com35%50040,5001,21972,2601201
Sprinto sprinto.com25%2342,4007926,89643
Drata drata.com8%3909,90025736,413547
ComplyJet complyjet.com8%389002,025
Secureframe secureframe.com
Secureframe 6%, Secureframe Fundamentals 2%
8%2322,4003945,01427
Scrut Automation scrut.io4%633901010,568349
Klaay klaay.com2%3
Aneidot2%
TrustCloud trustcloud.ai2%5
Process Street process.st2%51,9004245,5405

Google's top ten for the three searches hold 23 sites; 3 of them are among the sites the models cited here (netwrix.com, optro.ai, vanta.com). The first result for “best compliance automation platform” is vanta.com.

How 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.
ShowHide
ModelDirect“What is the best compliance automation platform for a small B2B company?”Paraphrase“Which SOC 2 and ISO 27001 automation tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top compliance automation platforms for a small team and how do they differ?”Budget-constrained“What is the best compliance automation platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a compliance automation platform. What should we look at?”Negative“Which compliance automation platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Drata, Vanta
Two alternativesScytale, Sprinto
SprintoChanged
Three alternativesDrata, Scytale, Secureframe
against: Vanta
Sprinto, Vanta
Four alternativesDrata, Scrut Automation, Scytale, Secureframe
Sprinto
Two alternativesDrata, Vanta
no first choiceagainst: Drata, Hyperproof, LogicGate, OneTrust Tech Risk & Compliance, Secureframe, Sprinto, Vanta
GPT-5.4 miniVanta
Three alternativesDrata, Scrut Automation, Secureframe
VantaHeld
Two alternativesDrata, Secureframe
Vanta
Four alternativesDrata, Scytale, Secureframe, Sprinto
Secureframe Fundamentals
Two alternativesDrata, Vanta
no first choiceagainst: Scrut Automation, Sprinto, Thoropass, Workfront
Gemini 3.5 FlashVanta
Two alternativesSecureframe, Sprinto
against: Drata
VantaHeld
Three alternativesDrata, Sprinto, Thoropass
Vanta
Three alternativesDrata, Secureframe, Sprinto
Keel GRC
Three alternativesScrut Automation, Sprinto, Thoropass
against: Drata, Vanta
Secureframe, Sprinto, Vanta
Two alternativesDrata, Thoropass
against: AuditBoard, Drata, OneTrust Certification Automation, OneTrust Tech Risk & Compliance, Secureframe, Vanta, ZenGRC
Perplexity SonarVanta
Two alternativesSecureframe, Sprinto
VantaHeld
Two alternativesSecureframe, Sprinto
Vanta
Four alternativesDrata, Scrut Automation, Secureframe, Sprinto
Process Street
One alternativeVanta
against: Drata
no first choicenothing named
Grok 4.1 FastSprinto
Two alternativesDrata, Vanta
VantaChanged
Four alternativesDrata, ISMS.online, Secureframe, Sprinto
Scrut Automation, Sprinto
Three alternativesDrata, Secureframe, Vanta
Sprinto
Two alternativesComplyJet, Secureframe
against: Drata, Vanta
no first choiceagainst: Avetta, ComplianceQuest, Drata, ETQ Reliance, MasterControl, MetricStream, Onspring, QT9 QMS, Scrut Automation, Secureframe, Vanta, Zendesk
Mistral SmallDrataScrut Automation, SprintoChangedVanta
Two alternativesSprinto, ZenGRC
Aneidot
One alternativeSprinto
against: Drata
no first choiceagainst: ComplianceQuest, Drata, Vanta, Zendesk
DeepSeek V4 FlashSprinto
Two alternativesSecureframe, Vanta
against: Drata
VantaChanged
Two alternativesScrut Automation, Sprinto
Vanta
Four alternativesComp AI, Drata, Secureframe, Sprinto
against: Scytale, ZenGRC
Klaay
Three alternativesComp AI, Secureframe, Sprinto
against: Drata, Vanta
no first choiceagainst: ZenGRCagainst: Archer, ComplyUp, Drata, MetricStream, Scrut Automation, Secureframe, ServiceNow Integrated Risk Management, The Compliancy Group, Vanta
Llama 4 MaverickDrata
One alternativeOrbiq
VantaChanged
Four alternativesDrata, ISMS.online, Kertos, Sprinto
ZenGRC
Two alternativesSprinto, Vanta
ComplyJet
Three alternativesDrata, Iru, OneTrust Tech Risk & Compliance
no first choiceagainst: Zendesk
Qwen 3.7 FlashSecureframe
Two alternativesDrata, Vanta
VantaChanged
One alternativeSprinto
against: AuditBoard, Drata
Sprinto, Thoropass
One alternativeSecureframe
against: Drata, Vanta
Scrut Automation
Three alternativesAneidot, Secureframe, Sprinto
no first choiceagainst: Apptega, BambooHR, CompliantPro, Diligent, Harbor Compliance, Secureframe, ServiceNow Integrated Risk Management, Thoropass, Vanta
Kimi K2Vanta
Four alternativesComplyUp, Drata, Secureframe, Sprinto
SprintoChanged
Three alternativesDrata, Klaay, Vanta
Sprinto
Four alternativesDrata, OneTrust Certification Automation, Secureframe, Vanta
against: Hyperproof
ComplyJet
Three alternativesControlMap, Scytale, Sprinto
against: Drata, Secureframe, Thoropass, Vanta
no first choiceagainst: Drata, OneTrust Tech Risk & Compliance, Optro, Secureframe, ServiceNow Integrated Risk Management, Vanta
GLM 4.7 FlashXDrata
Two alternativesScytale, Vanta
VantaChanged
Four alternativesDrata, ISMS.online, Secureframe, Sprinto
Sprinto
Five alternativesDrata, Hyperproof, Secureframe, Thoropass, Vanta
ComplyJet
Two alternativesCookiebot, Microsoft Power Automate
no first choiceagainst: Hyperproof, Optro
MiniMax M2.5no first choiceSprinto, VantaChanged
One alternativeDrata
Drata, Sprinto
One alternativeVanta
Sprinto
Two alternativesSecureframe, Strike Graph
no first choiceagainst: Drata, Vanta
GPT-6 LunaVanta
Two alternativesDrata, Secureframe
SecureframeChanged
Two alternativesDrata, Vanta
Secureframe, Sprinto, Vanta
Two alternativesDrata, Thoropass
TrustCloud
Two alternativesSecureframe, Sprinto
against: Vanta
no first choiceagainst: Drata, Secureframe, Vanta
Muse Glimmer 30BSprinto
Three alternativesDrata, Secureframe, Vanta
VantaChanged
Two alternativesDrata, Sprinto
Sprinto
Three alternativesDrata, Secureframe, Vanta
ComplyJet, Sprinto
Four alternativesDrata, Medcurity, SecureSlate, Secureframe Fundamentals
against: Vanta
no first choiceagainst: Apptega, Cynomi, Drata, LogicGate, OneTrust Tech Risk & Compliance, ScalePad ControlMap, Secureframe, Thoropass, Vanta
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

The 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
Eighty-four rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 12:52yes98 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 12:54yes26 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-10-01 13:21yes1322 s
Direct recommendationPerplexity Sonarsonar2026-10-01 08:13yes194 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 10:45yes238 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-10-01 09:21yes52 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 10:39yes2029 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 09:01yes51 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 11:54yes1024 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-10-01 11:57yes1920 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 12:45yes1521 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 09:53yes516 s
Direct recommendationGPT-6 Lunagpt-6-luna2026-10-01 10:12yes38 s
Direct recommendationMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 08:05yes1417 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 08:05yes1611 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 08:16yes34 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-10-01 12:55yes1729 s
ParaphrasePerplexity Sonarsonar2026-10-01 12:34yes204 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 12:13yes2411 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-10-01 11:00yes53 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 09:26yes2033 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 10:06yes52 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 12:48yes526 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-10-01 09:06yes1821 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 07:36yes2234 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 09:33yes518 s
ParaphraseGPT-6 Lunagpt-6-luna2026-10-01 08:41yes317 s
ParaphraseMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 12:08yes1319 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 08:26yes1511 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 11:23yes1313 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-10-01 13:18yes1826 s
ComparativePerplexity Sonarsonar2026-10-01 13:42yes187 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 11:06yes227 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-10-01 13:03yes55 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 07:55yes2439 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 08:00yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 08:58yes925 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-10-01 10:27yes2031 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 08:23yes22309 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 12:06yes1026 s
ComparativeGPT-6 Lunagpt-6-luna2026-10-01 12:17yes622 s
ComparativeMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 09:32yes1536 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 08:10yes98 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 12:46yes24 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-10-01 09:24yes1921 s
Budget constrainedPerplexity Sonarsonar2026-10-01 10:33yes203 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 09:34yes226 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-10-01 12:51yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 12:39yes2528 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 10:38yes52 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 10:29yes1543 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-10-01 09:34yes1318 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 10:39yes20158 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 08:45yes512 s
Budget constrainedGPT-6 Lunagpt-6-luna2026-10-01 12:43yes216 s
Budget constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 09:01yes1431 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 12:03no06 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 07:42no04 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-10-01 10:30yes926 s
Scale constrainedPerplexity Sonarsonar2026-10-01 08:19yes196 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 12:47yes147 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-10-01 13:20no09 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 11:53yes1938 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 11:29yes51 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 11:20no026 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-10-01 09:32yes1521 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 13:44yes1531 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 10:56yes510 s
Scale constrainedGPT-6 Lunagpt-6-luna2026-10-01 13:24yes215 s
Scale constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 11:32yes1422 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 12:11yes1610 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 12:48yes47 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-10-01 10:44yes1426 s
Negative framingPerplexity Sonarsonar2026-10-01 08:21yes194 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 12:52yes239 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-10-01 07:37yes55 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 13:08yes2570 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 12:17yes52 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 11:32yes2556 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-10-01 08:17yes2325 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 10:28yes2318 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 11:36yes2329 s
Negative framingGPT-6 Lunagpt-6-luna2026-10-01 10:40yes419 s
Negative framingMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 09:55yes1527 s

Normalization in this category

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

ShowHide
Category-scoped readings
OneTrust read as OneTrust Tech Risk & Compliance
Onetrust read as OneTrust Tech Risk & Compliance
Scrut read as Scrut Automation
ServiceNow read as ServiceNow Integrated Risk Management
Unresolved, counted raw
Accountable HQ
Compliance Scorecard
Compliance.ai
CompliantPro
ControlMap
Cookiebot
ETQ Reliance
Harbor Compliance
Jotform Workflows
Keel GRC
Kertos
Medcurity
QT9 QMS
ScalePad ControlMap
Scut Automation
TINCheck
The Compliancy Group
Workfront
Discontinued, still offered
No shut-down product was recommended here.
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