IT AI Index
Index Security operations Compliance automation › Small business September 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. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Contested
35% of first choices, contested.

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.

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01Vanta35%21%62endorsed leader
02Sprinto29%2%48accepted challenger
03Drata10%21%53accepted challenger
04Secureframe8%5%40accepted challenger
Show the three products at 0%, ordered by negative rate
07Hyperproof0%50%10criticized challenger
06Thoropass0%24%17accepted challenger
05Scytale0%7%14accepted 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.

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
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Vanta35%
02Sprinto29%
03Drata10%
04Secureframe8%
05Scytale0%
06Thoropass0%
07Hyperproof0%

02What they warned about

One of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, 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.
Vanta
21%
13 of 62 labels negative · 10 of 12 models · 1 hard negative
“What to Avoid - **Vanta** (~$12K/year) and similar enterprise-focused platforms may be overkill for very small budgets” Kimi K2, budget prompt
Drata
21%
11 of 53 labels negative · 8 of 12 models
“**Drata**: Early customers locked in favorable rates, but new customers report significant price increases; some integrations are shallow” MiniMax M2.5, negative prompt
Archer
100%
5 of 5 labels negative · 5 of 12 models · 5 hard negative
“**Why to avoid:** It is an "Enterprise Bloat" tool that requires significant IT resources to manage.” GLM 4.7 FlashX, negative prompt
Hyperproof
50%
5 of 10 labels negative · 5 of 12 models · 1 hard negative
“What to Avoid for Tight Budgets... AuditBoard, OneTrust, and Hyperproof ... entry pricing starting at $15K or enterprise quotes only” Claude Haiku 4.5, budget 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

64 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. 5 of those lists are Google grounding redirects that name no site and are left out of the counts. 855 links across 227 sites, every framing counted. Ranked by the number of answers carrying the site or page.

vendor site · Optro34 answers · 35 citations · 10 models
33 answers · 33 citations · 10 models
28 answers · 40 citations · 10 models
vendor site · Netwrix21 answers · 26 citations · 9 models
vendor site · Consilien20 answers · 20 citations · 9 models
vendor site · Vanta19 answers · 25 citations · 10 models
vendor site · Expert Insights17 answers · 24 citations · 9 models
vendor site · Sprinto16 answers · 26 citations · 7 models
15 answers · 18 citations · 8 models
14 answers · 19 citations · 5 models
vendor site · Cynomi13 answers · 15 citations · 6 models
12 answers · 13 citations · 4 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.

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 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
One alternativeSprinto
Comp AI, ScrutChanged
One alternativeVanta
Vanta
Four alternativesComplyUp, Drata, SecureSlate, Secureframe
SecureSlate, Strike Graph
Two alternativesDrata, Sprinto
against: AuditBoard, Hyperproof, OneTrust
no first choicenothing named
GPT-5.4 miniVanta
Two alternativesDrata, Secureframe
SecureframeChanged
Two alternativesDrata, Vanta
Vanta
Three alternativesDrata, Scrut, Secureframe
Secureframe
Two alternativesSprinto, TrustCloud
against: Drata, Vanta
no first choiceagainst: Comply, Hyperproof, LogicGate Risk Cloud, OneTrust Tech Risk & Compliance, Onspring
Gemini 3.5 FlashVanta
Three alternativesDrata, Sprinto, Thoropass
VantaHeld
Three alternativesDrata, Sprinto, Thoropass
Drata, Vanta
Three alternativesSecureframe, Sprinto, Thoropass
Sprinto
Three alternativesScrut Automation, Strike Graph, Thoropass
against: Drata, Vanta
no first choiceagainst: Archer, Drata, MetricStream, OneTrust Certification Automation, ServiceNow Integrated Risk Management, Thoropass, Vanta
Perplexity SonarSprinto
One alternativeVanta
VantaChanged
Three alternativesDrata, Secureframe, Sprinto
Vanta
Four alternativesDrata, Scytale, Secureframe, Sprinto
Sprinto
One alternativeZenGRC
against: Vanta
no first choiceagainst: Archer, AuditBoard, Hyperproof, IBM OpenPages, LogicGate Risk Cloud, MetricStream, OneTrust, ZenGRC
Grok 4.1 FastVanta
Four alternativesDrata, Secureframe, Sprinto, Thoropass
SprintoChanged
Three alternativesSecureframe, Strike Graph, Vanta
Scytale, Sprinto
Two alternativesDrata, Vanta
against: Hyperproof, LowerPlane, Thoropass
ComplianceStack
Four alternativesComp AI, LowerPlane, Sprinto, Strike Graph
against: Drata, Vanta
Drata, Vanta
One alternativeSprinto
against: Avetta, Comply365, Drata, Vanta
Mistral SmallSprinto
Two alternativesOrbiq, Vanta
Secureframe, VantaChanged
Two alternativesScytale, Sprinto
Drata, Vanta
Five alternativesHyperproof, Scytale, Secureframe, Sprinto, Thoropass
Sprintono first choiceagainst: Comply365
DeepSeek V4 FlashDrata, Vanta
Two alternativesSecureframe, Sprinto
VantaChanged
Two alternativesSecureframe, Sprinto
Sprinto, Vanta
Three alternativesDrata, Scytale, Secureframe
Sprinto
Two alternativesScrut Automation, TrustCloud
against: Drata, Secureframe, Vanta
Vanta
Four alternativesDrata, Secureframe, Sprinto, Thoropass
against: Apptega, Archer, Avetta, Diligent, Drata, IBM OpenPages, SAP GRC, Thoropass, Vanta
Llama 4 MaverickSprinto
One alternativeVanta
VantaChanged
Two alternativesDrata, Sprinto
no first choiceVanta
One alternativeSecureSlate
no first choiceagainst: Comply365, Drata, Vanta
Qwen 3.7 FlashDrata, Vanta
Two alternativesOrbiq, Secureframe
Drata, Secureframe, VantaChangedDrata, Vanta
Three alternativesScytale, Secureframe, Sprinto
LowerPlane, Sprinto
One alternativeVanta
no first choiceagainst: Archer, AuditBoard, Comply365, Drata, Jira, LogicGate, OneTrust, Salesforce, Trello, Vanta
Kimi K2Sprinto
Three alternativesDrata, Scytale, Vanta
VantaChanged
Three alternativesDrata, Secureframe, Sprinto
Vanta
Six alternativesComplyJet, Drata, Hyperproof, Secureframe, Sprinto, Thoropass
HiComply, LowerPlane
Two alternativesProbo, Scrut Automation
against: Vanta
Sprinto
Four alternativesDrata, Secureframe, Strike Graph, Vanta
against: MetricStream, ServiceNow Integrated Risk Management
against: Avetta, ComplyJet, Drata, Hyperproof, ISNetworld, Oneleet, Oracle, SAP GRC, Scrut Automation, Scytale, ServiceNow Integrated Risk Management, Sprinto, Thoropass
GLM 4.7 FlashXSprinto
Four alternativesComplies.ai, Drata, Secureframe, Vanta
against: AuditBoard
VantaChanged
Four alternativesDrata, Secureframe, Sprinto, Strac Comply
against: AuditBoard, Centraleyes, Optro, SureCloud
Vanta
Four alternativesDrata, Orbiq, Secureframe, Sprinto
OneTrust Certification Automation
Two alternativesComplyAdvantage, Secureframe
no first choiceagainst: Archer, Mitratech Alyne, OneTrust, Vanta
MiniMax M2.5Sprinto
Two alternativesDrata, Vanta
Sprinto, VantaChanged
Two alternativesScytale, Secureframe
Sprinto, Vanta
Three alternativesDrata, Scytale, Secureframe
Sprinto
Two alternativesDrata, Vanta
no first choiceagainst: Drata, Secureframe, Vanta
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 08:53yes99 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 09:02yes35 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 09:04yes2026 s
Direct recommendationPerplexity Sonarsonar2026-09-17 08:58yes206 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 09:02yes3414 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 09:12yes54 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 08:32yes811 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 09:06yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 08:28yes933 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 08:51yes1022 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 08:21yes1286 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 08:48yes1021 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 08:21yes99 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 08:53yes55 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 08:54yes1023 s
ParaphrasePerplexity Sonarsonar2026-09-17 08:51yes206 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 08:40yes4015 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 08:49yes55 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 08:37yes1717 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 08:33yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 08:23no043 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 09:06yes1829 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 08:52yes2032 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 08:25yes525 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 08:56yes98 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 08:45yes67 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 09:08yes1225 s
ComparativePerplexity Sonarsonar2026-09-17 08:30yes207 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 08:35yes2716 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 09:11yes56 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 08:19yes2018 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 08:42yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 08:32yes533 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 08:18yes1563 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 08:19yes2390 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 08:50yes1025 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 08:21yes99 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 08:25yes55 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 09:03yes2022 s
Budget constrainedPerplexity Sonarsonar2026-09-17 08:58yes204 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 08:56yes4416 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 09:12yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 08:56yes2020 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 08:59yes52 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 08:41yes524 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 08:56yes1036 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 08:56yes2956 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 08:44yes515 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 09:04no07 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 09:02no07 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 09:15no015 s
Scale constrainedPerplexity Sonarsonar2026-09-17 09:05yes208 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 09:05yes149 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 09:04no08 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 08:58yes1520 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 08:18yes52 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 09:01no037 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 08:46yes1526 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 08:56no015 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 09:03no09 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 08:30yes189 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 08:59yes45 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 09:12yes2926 s
Negative framingPerplexity Sonarsonar2026-09-17 08:36yes207 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 08:51yes4015 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 08:57yes55 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 08:49yes2821 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 09:04yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 08:42yes1453 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 09:12yes2942 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 08:28yes29135 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 08:55yes2353 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
SAP read as SAP GRC
ServiceNow read as ServiceNow Integrated Risk Management
Unresolved, counted raw
ADP
ComplianceStack
Comply
ComplyAdvantage
ComplyUp
Huma
ISNetworld
Klaay
OneTrust Tech Risk & Compliance
Paycor
Screenata
Trello
Discontinued, still offered
No shut-down product was recommended here.
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