Internal controls and SOX for small business buyers
Asked as “SOX compliance software”, and as “internal controls management tool”, on behalf of a small B2B company. 59 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
15%
Contested · Vanta 14%
15ComplyJet14Vanta10ControlHatch61others
15% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: ComplyJet (15%) replaces Vanta (14% then, 14% now), 1 point clear, inside the 10-point floor.ComplyJet leads at 15%, replacing Vanta, which led at 14% and stands at 14% now: 1 point clear, inside the floor, so the swap reads as unsettled.
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 business
ComplyJet15%Contested↗new leaderNew leader since October 2026: ComplyJet (15%) replaces Vanta (14% then, 14% now), 1 point clear, inside the 10-point floor.This pageMid-market
FloQast23%Contested▼−2Since October 2026: 25% → 23%, −2 points. Inside the 10-point floor: within noise.Standing →Enterprise
Workiva23%Contested↗new leaderNew leader since October 2026: Workiva (23%) replaces AuditBoard (23% then, 23% now), 0 points clear, inside the 10-point floor.Standing →
ComplyJet15%Contested↗new leaderNew leader since October 2026: ComplyJet (15%) replaces Vanta (14% then, 14% now), 1 point clear, inside the 10-point floor.This pageMid-marketFloQast23%Contested▼−2Since October 2026: 25% → 23%, −2 points. Inside the 10-point floor: within noise.Standing →EnterpriseWorkiva23%Contested↗new leaderNew leader since October 2026: Workiva (23%) replaces AuditBoard (23% then, 23% now), 0 points clear, inside the 10-point floor.Standing →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 October 2026
01ComplyJet15%0%18accepted challenger▲+14Since October 2026: 1% → 15%, +14 points. Past the 10-point floor: movement.1% → 15%
ComplyJet15%0%18accepted challenger▲+14Since October 2026: 1% → 15%, +14 points. Past the 10-point floor: movement.1% → 15%02
Vanta14%6%31accepted challenger=heldSince October 2026: 14% → 14%, ±0 points. Inside the 10-point floor: within noise.14% → 14%
Vanta14%6%31accepted challenger=heldSince October 2026: 14% → 14%, ±0 points. Inside the 10-point floor: within noise.14% → 14%03
ControlHatch10%0%11accepted challenger▲+4Since October 2026: 6% → 10%, +4 points. Inside the 10-point floor: within noise.6% → 10%
ControlHatch10%0%11accepted challenger▲+4Since October 2026: 6% → 10%, +4 points. Inside the 10-point floor: within noise.6% → 10%04
Drata8%7%27accepted challenger▼−3Since October 2026: 11% → 8%, −3 points. Inside the 10-point floor: within noise.11% → 8%
Drata8%7%27accepted challenger▼−3Since October 2026: 11% → 8%, −3 points. Inside the 10-point floor: within noise.11% → 8%05
Process Street5%0%14accepted challenger▲+5Since October 2026: 0% → 5%, +5 points. Inside the 10-point floor: within noise.0% → 5%
Process Street5%0%14accepted challenger▲+5Since October 2026: 0% → 5%, +5 points. Inside the 10-point floor: within noise.0% → 5%06
VComply5%0%11accepted challenger▲+4Since October 2026: 1% → 5%, +4 points. Inside the 10-point floor: within noise.1% → 5%
VComply5%0%11accepted challenger▲+4Since October 2026: 1% → 5%, +4 points. Inside the 10-point floor: within noise.1% → 5%07
Secureframe3%0%15accepted challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 10-point floor: within noise.0% → 3%
Secureframe3%0%15accepted challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 10-point floor: within noise.0% → 3%08
Hyperproof2%18%11accepted challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 10-point floor: within noise.8% → 2%
Hyperproof2%18%11accepted challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 10-point floor: within noise.8% → 2%09
AuditBoard2%70%23criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise.4% → 2%
AuditBoard2%70%23criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise.4% → 2%10Workiva2%74%31criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
Workiva2%74%31criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%Show the four products at 0%, ordered by negative rate
13
Diligent One Platform0%85%13criticized challenger▼−1Since October 2026: 1% → 0%, −1 point. Inside the 10-point floor: within noise.1% → 0%
Diligent One Platform0%85%13criticized challenger▼−1Since October 2026: 1% → 0%, −1 point. Inside the 10-point floor: within noise.1% → 0%14
MetricStream0%83%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
MetricStream0%83%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%12FloQast0%20%15accepted challenger▼−8Since October 2026: 8% → 0%, −8 points. Inside the 10-point floor: within noise.8% → 0%
FloQast0%20%15accepted challenger▼−8Since October 2026: 8% → 0%, −8 points. Inside the 10-point floor: within noise.8% → 0%11
Sprinto0%0%13accepted challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 10-point floor: within noise.3% → 0%
Sprinto0%0%13accepted challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 10-point floor: within noise.3% → 0%The floor is 10 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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-eight head-to-head pages: the top eight products, each against each
FloQast vs OptroFloQast vs VComplyFloQast vs Process StreetFloQast vs OnspringAuditBoard vs WorkivaAuditBoard vs HyperproofAuditBoard vs OptroAuditBoard vs VComplyAuditBoard vs Process StreetAuditBoard vs OnspringWorkiva vs HyperproofWorkiva vs OptroWorkiva vs VComplyWorkiva vs Process StreetWorkiva vs OnspringHyperproof vs OptroHyperproof vs VComplyHyperproof vs Process StreetHyperproof vs OnspringOptro vs VComplyOptro vs Process StreetOptro vs OnspringVComply vs Process StreetVComply vs OnspringProcess Street vs Onspring
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 →
0102030405060708091011121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01ComplyJet15%
ComplyJet15%02Vanta14%
Vanta14%03ControlHatch10%
ControlHatch10%04Drata8%
Drata8%05Process Street5%
Process Street5%06VComply5%
VComply5%07Secureframe3%
Secureframe3%08Hyperproof2%
Hyperproof2%09AuditBoard2%
AuditBoard2%10Workiva2%
Workiva2%11Sprinto0%
Sprinto0%12FloQast0%
FloQast0%13Diligent One Platform0%
Diligent One Platform0%14MetricStream0%
MetricStream0%What they warned about
Zero of fourteen models held their first choice under the paraphrase. 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 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.
Workiva74%
23 of 31 labels negative · 9 of 14 models · 4 hard negative
“Avoid enterprise tools such as Workiva, AuditBoard/Optro, and FloQast unless you have a larger budget” Perplexity Sonar, budget prompt
MetricStream83%
15 of 18 labels negative · 8 of 14 models · 6 hard negative
“advanced platforms like RSA Archer, MetricStream, or full SOX-compliant systems ... designed for large corporations with dedicated compliance teams” Grok 4.20, negative prompt
AuditBoard70%
16 of 23 labels negative · 8 of 14 models · 4 hard negative
“Don't default to AuditBoard (Optro), MetricStream, or Diligent unless you have a dedicated internal audit function.” Kimi K2, direct prompt
Diligent One Platform85%
11 of 13 labels negative · 7 of 14 models · 2 hard negative
“Avoid enterprise-tier tools like Workiva, AuditBoard/Optro, or Diligent” DeepSeek V4 Flash, budget prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
71 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. 780 links across 241 sites, every framing counted. Ranked by the number of answers carrying the site or page. 30 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 · ComplyJet32 answers · 43 citations · 12 models
24 answers · 27 citations · 10 models
20 answers · 23 citations · 11 models
18 answers · 25 citations · 9 models
vendor site · Sourceforge17 answers · 23 citations · 9 models
15 answers · 15 citations · 11 models
15 answers · 15 citations · 10 models
vendor site · Capterra13 answers · 23 citations · 6 models
vendor site · Netwrix13 answers · 13 citations · 7 models
vendor site · Sprinto12 answers · 15 citations · 9 models
vendor site · Mitti12 answers · 14 citations · 8 models
vendor site · SmartSuite11 answers · 16 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.
31 answers · 12 models
23 answers · 10 models
15 answers · 11 models
15 answers · 10 models
13 answers · 7 models
12 answers · 8 models
11 answers · 9 models
11 answers · 9 models
11 answers · 9 models
10 answers · 9 models
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 sox compliance software”, “internal controls tools”, “sox compliance software”. 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 products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| ComplyJet complyjet.com | 15% | 28 | 90 | 0 | 2,025 | |||
| Vanta vanta.com | 14% | 61 | 40,500 | 1,219 | 72,260 | 120 | ||
| ControlHatch controlhatch.com | 10% | 19 | 0 | |||||
| Drata drata.com | 8% | 55 | 9,900 | 257 | 36,413 | 54 | ||
| Vibato Internal Control Suite - SMB vibato.com Vibato Internal Control Suite – Foundation 5%, Vibato Internal Control Suite - SMB 2% | 7% | 8 | ||||||
| Process Street process.st | 5% | 27 | 1,900 | 42 | 45,540 | 5 | ||
| VComply v-comply.com | 5% | 25 | 260 | 5 | 35,297 | 17 | 9 | |
| QuickBooks quickbooks.ninja | 5% | 288 | 1,000,000 | 54,681 | 253 | |||
| Secureframe secureframe.com | 3% | 33 | 2,400 | 39 | 45,014 | 27 | ||
| Xero xero.com | 3% | 729 | 90,500 | 4,610 | 1,200,289 | $500 | 119 |
Google's top ten for the three searches hold 20 sites; 3 of them are among the sites the models cited here (mitti.com, netwrix.com, v-comply.com). The first result for “best sox compliance software” is zluri.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
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.
ShowHideModelDirect“What is the best SOX compliance software for a small B2B company?”Paraphrase“Which internal controls management tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top internal controls tools for a small team and how do they differ?”Budget-constrained“What is the best SOX compliance software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a SOX compliance software. What should we look at?”Negative“Which internal controls tools should a small business avoid or be cautious about?”
Claude Haiku 4.5ComplyJetQuickBooks, XeroChangedno first choiceSOX Expertno first choicenothing named
Three alternatives
Onspring, Optro, SOX ExpertTwo alternatives
Cin7, TradeGeckoThree alternatives
Complies.ai, ControlHatch, SoxifyGPT-5.4 miniWorkivaOnspringChangedno first choiceAuditRunnerno first choicenothing named
Four alternatives
AuditBoard, FloQast, Hyperproof, LogicGate Risk CloudThree alternatives
Hyperproof, Scytale, VantaTwo alternatives
Mitti, WorkhubGemini 3.5 FlashAuditBoardagainst: Archer, MetricStreamRampChangedRampagainst: Diligent One Platform, MetricStream, WorkivaHyperproofagainst: Microsoft 365, Optro, ServiceNow Integrated Risk Management, Workivano first choiceagainst: Archer, Excel/Google Sheets, SAP GRC, ServiceNow Integrated Risk Management
Six alternatives
Drata, FloQast, LogicGate Risk Cloud, SmartSuite SOX Management, Vanta, WorkivaFive alternatives
ApprovalMax, BILL, Drata, Procurify, VantaSix alternatives
ApprovalMax, FloQast, Process Street, Sprinto, V-Comply, VantaThree alternatives
FloQast, Netwrix Auditor, Process StreetPerplexity SonarComplyJetagainst: AuditBoard, Diligent One Platform, WorkivaVibato Internal Control Suite – FoundationChangedagainst: AuditBoard, Diligent One Platform, WorkivaZenGRCagainst: MetricStream, SAP Audit Management, ServiceNow Integrated Risk Management, WorkivaSmartSuite SOX Managementagainst: AuditBoard, FloQast, Optro, Workivano first choicenothing named
Three alternatives
FloQast, Process Street, VantaOne alternative
VComplyFour alternatives
Drata, Hyperproof, Secureframe, SupervizorThree alternatives
ComplyJet, Drata, MittiGrok 4.20ComplyJetagainst: AuditBoard, MetricStream, Onspring, WorkivaVComplyChangedagainst: AuditBoard, Google Workspace templates, MetricStream, Microsoft Excel, SAP GRC, WorkivaHyperproof, VComplyagainst: Archer, Diligent One Platform, Eramba, Google Workspace, MetricStream, Microsoft 365, Microsoft Excel, SAP, SharePoint, WorkivaComplyJetagainst: AuditBoard, BlackLine Controls & Certifications, WorkivaDrata, Vantaagainst: Archer, MetricStream
Four alternatives
ControlHatch, ManageEngine Log360, Process Street, VantaThree alternatives
Drata, Vanta, Vibato Internal Control Suite – FoundationTwo alternatives
AuditBoard, SprintoThree alternatives
Log360, ManageEngine EventLog Analyzer, SprintoSix alternatives
ComplyJet, Process Street, Scytale, SmartSuite SOX Management, Sprinto, VComplyMistral SmallComplyJet, VantaQuickBooks, XeroChangedagainst: LogicGate Risk Cloud, MetricStreamQuickBooks, XeroCompyJet, SmartSuite SOX Managementno first choicenothing named
Two alternatives
BlackLine Controls & Certifications, DrataNine alternatives
Google Workspace, LogicGate Risk Cloud, Microsoft 365, NetSuite, Onspring, Sage 50, Secureframe, Sprinto, WorkivaOne alternative
Process StreetDeepSeek V4 FlashComplyJet, Vantaagainst: Diligent One Platform, Hyperproof, MetricStream, WorkivaSecureframeChangedagainst: VantaSecureframe, Sprintoagainst: Spreadsheet TemplatesControlHatchagainst: AuditBoard, Diligent One Platform, Optro, WorkivaDrata, Secureframeagainst: AuditBoard, Diligent One Platform, Workivanothing named
One alternative
VComplyTwo alternatives
Drata, SprintoSix alternatives
AuditFindings, Drata, Hyperproof, Mitti, VComply, VantaThree alternatives
ComplyJet, SmartSuite SOX Management, Vibato Internal Control Suite – FoundationThree alternatives
BlackLine Controls & Certifications, FloQast, Trintech CadencyLlama 4 Maverickno first choiceVibato Internal Control Suite - SMBChangedOnspringagainst: OptroControlHatchno first choicenothing named
Two alternatives
MyOfficeOps, Vibato Internal Control Suite – FoundationFour alternatives
MetricStream, Secureframe, Sprinto, TeamMateTwo alternatives
Mitti, SmartSuite SOX ManagementQwen 3.7 FlashComplyJet, Vantaagainst: Diligent One Platform, MetricStreamBILLChangedBILL, QuickBooks, XeroControlHatchagainst: Drata, VantaVComplyagainst: Airtable, AuditBoard, Deloitte EY Bridge, Monday.com, SharePoint, Workivaagainst: Archer, NetSuite, Oracle Risk Management and Compliance, SAP, ServiceNow Integrated Risk Management
Two alternatives
AssurAI, ControlHatchTwo alternatives
Oracle NetSuite, VantaTwo alternatives
Expensify, RampFour alternatives
Compliance Quest, ComplyJet, Process Street, SmartSuite SOX ManagementThree alternatives
SAI360, Trullion, ZenesysKimi K2Drata, Vantaagainst: AuditBoard, Diligent One Platform, MetricStream, WorkivaBILL, QuickBooksChangedOnspringagainst: AuditBoard, MetricStream, SAP, WorkivaControlHatchagainst: AuditBoard, Diligent One Platform, WorkivaDrata, Vantaagainst: FloQast, MetricStream, Workivaagainst: COSO
Four alternatives
Complies.ai, FloQast, Process Street, SecureframeFour alternatives
ApprovalMax, NetSuite, Sage Intacct, XeroFour alternatives
AuditFindings, Jadian, TeamMate, VComplyTwo alternatives
ComplyJet, SmartSuite SOX ManagementTwo alternatives
ComplyJet, SecureframeGLM 4.7 FlashXMittiagainst: AuditBoard, WorkivaVibato Internal Control Suite – FoundationChangedDrata, Mitti, Sprinto, Vantaagainst: SAP Process Control, WorkivaControlHatch, Process Streetno first choicenothing named
Two alternatives
Complies.ai, ManageEngine Log360Four alternatives
GRC Toolbox, Onspring, VComply, VantaFive alternatives
Bastion, LogicGate Risk Cloud, QuickBooks, Resolver, XeroThree alternatives
ComplyJet, Secureframe, Vibato Internal Control Suite – FoundationMiniMax M2.5Process Street, VComplyVibato Internal Control Suite – FoundationChangedVComplyagainst: AuditBoardControlHatchno first choiceagainst: Google Sheets, Microsoft Excel
Two alternatives
ManageEngine Log360, VantaSix alternatives
ApprovalMax, BILL, Drata, Microsoft Purview Suite, Sprinto, VantaThree alternatives
Coefficient.io, Copedia, MittiGPT-6 LunaVantaagainst: Optro, WorkivaDrataChangedBILL, Rampagainst: A shared checklist or spreadsheetSOXLayer Starterno first choicenothing named
One alternative
SecureframeThree alternatives
FloQast, Numeric, QuickBooks Online or Xero user permissionsOne alternative
Excel/Google SheetsMuse Glimmer 30BComplyJetagainst: AuditBoard, Diligent One Platform, MetricStream, Wolters Kluwer TeamMate+ Controls, WorkivaVantaChangedVantaComplyJetagainst: AuditBoard, BlackLine Controls & Certifications, Drata, FloQast, Optro, WorkivaProcess Streetagainst: Archer, Hyperproof, LogicGate Risk Cloud, MetricStreamagainst: Microsoft Excel
Three alternatives
ControlHatch, Hyperproof, VantaTwo alternatives
Drata, Vibato Internal Control Suite – FoundationFour alternatives
Drata, Process Street, Secureframe, SprintoFour alternatives
ControlHatch, Process Street, RiskWatch SOX Compliance, SecureframeFour alternatives
BlackLine Controls & Certifications, FloQast, Optro, WorkivaBold 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.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:41 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:06 | yes | 2 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:27 | yes | 9 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:59 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:12 | yes | 15 | 34 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:31 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:00 | yes | 21 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:06 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:06 | yes | 5 | 16 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:57 | yes | 14 | 57 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:50 | yes | 22 | 22 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:55 | yes | 5 | 24 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:16 | yes | 5 | 32 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:36 | yes | 11 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:53 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:34 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:04 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:12 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:28 | yes | 5 | 25 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:00 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:54 | yes | 25 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:56 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:46 | no | 0 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:47 | no | 0 | 7 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:46 | yes | 18 | 27 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:52 | yes | 16 | 57 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:40 | yes | 1 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:40 | yes | 22 | 30 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:56 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:59 | yes | 5 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:50 | yes | 10 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:50 | yes | 10 | 4 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:04 | yes | 5 | 40 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:41 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:40 | yes | 25 | 40 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:43 | yes | 8 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:45 | yes | 5 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:58 | yes | 17 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:40 | yes | 13 | 32 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:40 | yes | 20 | 67 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:39 | yes | 5 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:26 | yes | 24 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:12 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:50 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:04 | yes | 8 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:40 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 7 | 28 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:54 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:46 | yes | 22 | 18 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:50 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:47 | yes | 10 | 45 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:55 | yes | 18 | 33 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:06 | yes | 9 | 22 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:44 | yes | 9 | 30 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:23 | yes | 3 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:21 | yes | 11 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:13 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:05 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:24 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:58 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:15 | yes | 15 | 29 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:35 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:43 | yes | 15 | 28 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:52 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:22 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:02 | yes | 8 | 24 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:33 | yes | 12 | 63 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:00 | no | 0 | 90 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:55 | yes | 3 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:50 | yes | 15 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:31 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:46 | no | 0 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:05 | no | 0 | 13 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:20 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:29 | yes | 12 | 31 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:21 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:38 | yes | 17 | 23 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:59 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:32 | no | 0 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:12 | yes | 25 | 36 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:19 | yes | 14 | 59 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:37 | yes | 22 | 86 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:00 | yes | 5 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:48 | yes | 24 | 38 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Bill.com read as BILL
BlackLine read as BlackLine Controls & Certifications
Diligent read as Diligent One Platform
Excel read as Microsoft Excel
LogicGate read as LogicGate Risk Cloud
Netwrix read as Netwrix Auditor
Oracle read as Oracle Risk Management and Compliance
QuickBooks Online read as QuickBooks
QuickBooks Online Advanced read as QuickBooks
Sage read as Sage 50
ServiceNow read as ServiceNow Integrated Risk Management
ServiceNow GRC read as ServiceNow Integrated Risk Management
SmartSuite read as SmartSuite SOX Management
Vibato Foundation read as Vibato Internal Control Suite – Foundation
Vibato Internal Control Suite read as Vibato Internal Control Suite – Foundation
Unresolved, counted raw
A shared checklist or spreadsheet
AuditRunner
COSO
Coefficient.io
Compliance Quest
CompyJet
Copedia
Deloitte EY Bridge
Docsie
GRC Toolbox
Google Workspace templates
Intellect
Jadian
Microsoft Purview Suite
MyFieldAudits
MyOfficeOps
NAVEX IRM
Orca
Positive Pay
PowerDMS
QuickBooks Online or Xero user permissions
Revver
Scrut
Spreadsheet Templates (Google Sheets/Excel)
Vertex42 Templates
Wiz
Zenesys
i-Sight
Discontinued, still offered
No shut-down product was recommended here.