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. 71 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
14%
Contested · Drata 11%
14Vanta11Drata08FloQast66others
14% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: Drata (13%) replaces Complies.ai (14% then, 6% now), 6 points clear, inside the 10-point floor.Drata leads at 13%, replacing Complies.ai, which led at 14% and stands at 6% now: 6 points 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
Vanta14%Contested↗new leaderNew leader since September 2026: Drata (13%) replaces Complies.ai (14% then, 6% now), 6 points clear, inside the 10-point floor.This pageMid-market
FloQast25%Contested↗new leaderNew leader since September 2026: FloQast (27%) replaces AuditBoard (18% then, 13% now), 13 points clear, past the 10-point floor.Standing →Enterprise
AuditBoard23%Contested=heldSince September 2026: 25% → 25%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →
Vanta14%Contested↗new leaderNew leader since September 2026: Drata (13%) replaces Complies.ai (14% then, 6% now), 6 points clear, inside the 10-point floor.This pageMid-marketFloQast25%Contested↗new leaderNew leader since September 2026: FloQast (27%) replaces AuditBoard (18% then, 13% now), 13 points clear, past the 10-point floor.Standing →EnterpriseAuditBoard23%Contested=heldSince September 2026: 25% → 25%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.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 September 2026
01Vanta14%8%25accepted challenger▲+1Since September 2026: 10% → 11%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.10% → 11%
Vanta14%8%25accepted challenger▲+1Since September 2026: 10% → 11%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.10% → 11%02
Drata11%12%25accepted challenger▲+5Since September 2026: 8% → 13%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 13%
Drata11%12%25accepted challenger▲+5Since September 2026: 8% → 13%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 13%03
Hyperproof8%14%22accepted challenger▼−1Since September 2026: 10% → 10%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.10% → 10%
Hyperproof8%14%22accepted challenger▼−1Since September 2026: 10% → 10%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.10% → 10%04FloQast8%27%15criticized challenger=heldSince September 2026: 6% → 6%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.6% → 6%
FloQast8%27%15criticized challenger=heldSince September 2026: 6% → 6%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.6% → 6%05
SmartSuite SOX Management6%7%15accepted challenger▲+6Since September 2026: 0% → 6%, +6 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 6%
SmartSuite SOX Management6%7%15accepted challenger▲+6Since September 2026: 0% → 6%, +6 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 6%07AuditBoard4%56%25criticized challenger▲+1Since September 2026: 4% → 5%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 5%
AuditBoard4%56%25criticized challenger▲+1Since September 2026: 4% → 5%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 5%08
Sprinto3%0%17accepted challenger▼−1Since September 2026: 4% → 3%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 3%
Sprinto3%0%17accepted challenger▼−1Since September 2026: 4% → 3%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 3%09
QuickBooks3%0%14accepted challenger▼−1Since September 2026: 4% → 3%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 3%
QuickBooks3%0%14accepted challenger▼−1Since September 2026: 4% → 3%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 3%10
Xero1%0%11accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 2%
Xero1%0%11accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 2%11
Diligent One Platform1%46%13criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%
Diligent One Platform1%46%13criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%Show the three products at 0%, ordered by negative rate
13
MetricStream0%70%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
MetricStream0%70%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%14
Workiva0%63%35criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%
Workiva0%63%35criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%12
BlackLine0%30%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
BlackLine0%30%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 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 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 twenty-eight head-to-head pages: the top eight products, each against each
FloQast vs OptroFloQast vs HyperproofFloQast vs ScytaleFloQast vs DrataAuditBoard vs SprintoAuditBoard vs OnspringAuditBoard vs OptroAuditBoard vs HyperproofAuditBoard vs ScytaleAuditBoard vs DrataSprinto vs OnspringSprinto vs OptroSprinto vs HyperproofSprinto vs ScytaleSprinto vs DrataOnspring vs OptroOnspring vs HyperproofOnspring vs ScytaleOnspring vs DrataOptro vs HyperproofOptro vs ScytaleOptro vs DrataHyperproof vs ScytaleHyperproof vs DrataScytale vs Drata
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 →
0102030405
060708091011121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Vanta14%
Vanta14%02Drata11%
Drata11%03Hyperproof8%
Hyperproof8%04FloQast8%
FloQast8%05SmartSuite SOX Management6%
SmartSuite SOX Management6%06ControlHatch6%
ControlHatch6%07AuditBoard4%
AuditBoard4%08Sprinto3%
Sprinto3%09QuickBooks3%
QuickBooks3%10Xero1%
Xero1%11Diligent One Platform1%
Diligent One Platform1%12BlackLine0%
BlackLine0%13MetricStream0%
MetricStream0%14Workiva0%
Workiva0%What they warned about
One 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 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 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.
Workiva63%
22 of 35 labels negative · 9 of 14 models · 10 hard negative
“What to avoid on a tight budget ... Workiva leads for organizations needing integrated financial reporting ... starting at roughly $30,000 per year.” Muse Glimmer 30B, budget prompt
AuditBoard56%
14 of 25 labels negative · 8 of 14 models · 6 hard negative
“enterprise GRC platforms (AuditBoard, Workiva, MetricStream) are **overkill and too expensive**” DeepSeek V4 Flash, comparative prompt
MetricStream70%
7 of 10 labels negative · 6 of 14 models · 3 hard negative
“**Why to avoid:** These are powerful but expensive, complex platforms designed for large corporations” DeepSeek V4 Flash, negative prompt
Diligent One Platform46%
6 of 13 labels negative · 6 of 14 models · 2 hard negative
“What to Avoid (Enterprise-Only Pricing)” DeepSeek V4 Flash, budget 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
72 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. 978 links across 250 sites, every framing counted. Ranked by the number of answers carrying the site or page. 28 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.
30 answers · 38 citations · 11 models
26 answers · 36 citations · 10 models
25 answers · 25 citations · 10 models
21 answers · 37 citations · 11 models
vendor site · Sprinto20 answers · 23 citations · 11 models
vendor site · HighRadius17 answers · 21 citations · 10 models
vendor site · Sourceforge17 answers · 19 citations · 10 models
17 answers · 17 citations · 6 models
vendor site · MetricStream17 answers · 17 citations · 10 models
vendor site · SmartSuite16 answers · 20 citations · 7 models
vendor site · Supervizor16 answers · 17 citations · 10 models
vendor site · Worldmetrics15 answers · 26 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.
25 answers · 10 models
18 answers · 11 models
17 answers · 6 models
16 answers · 8 models
15 answers · 10 models
15 answers · 10 models
14 answers · 10 models
13 answers · 9 models
13 answers · 7 models
13 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 |
|---|---|---|---|---|---|---|---|
| Vanta vanta.com | 14% | 49 | 40,500 | 1,219 | 72,260 | 120 | |
| Drata drata.com | 11% | 43 | 9,900 | 257 | 36,413 | 54 | |
| Hyperproof hyperproof.io | 8% | 43 | 1,600 | 37 | 64,238 | $59 | 34 |
| FloQast floqast.com | 8% | 377 | 9,900 | 194 | 41,324 | $5,039 | 76 |
| Complies.ai complies.ai | 7% | 13 | 0 | 72 | |||
| SmartSuite SOX Management smartsuite.com | 6% | 27 | 0 | 19,550 | 0 | ||
| ControlHatch controlhatch.com | 6% | 17 | 0 | ||||
| AuditBoard auditboard.com | 4% | 94 | 8,100 | 220 | 129 | 0 | |
| ManageEngine Log360 manageengine.com ManageEngine Log360 3%, ManageEngine EventLog Analyzer 1% | 4% | 8 | 140 | 7 | 521,751 | $316,777 | 120 |
| Sprinto sprinto.com | 3% | 39 | 2,400 | 79 | 26,896 | 43 |
Google's top ten for the three searches hold 20 sites; 1 of them are among the sites the models cited here (highradius.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 4.5Vantaagainst: AuditBoardQuickBooks, XeroChangedProcess StreetManageEngine EventLog Analyzer, Onspringno first choicenothing named
One alternative
SprintoOne alternative
WaveFour alternatives
AuditBoard, TeamMate, VComply, WorkivaOne alternative
MittiGPT-5.4 miniAuditBoard, ZeroRiskImperoChangedagainst: TeamMate ControlsHyperproof, Onspringagainst: Airtable, Asana, MetricStream, Monday.com, Notion, ServiceNow Integrated Risk Management, SharePoint, SmartsheetTeamMate+ Audit Essentialsagainst: Archer, AuditBoard, Diligent One Platform, Optro, ServiceNow Integrated Risk Management, Workivano first choicenothing named
One alternative
Toppan Merrill SOX AutomationOne alternative
ControlloNine alternatives
AuditBoard, Diligent One Platform, Drata, Pathlock, SAP Audit Management, Secureframe, Sprinto, Vanta, WorkivaTwo alternatives
Hyperproof, SmartSuite SOX ManagementGemini 3.5 FlashDrata, Vantaagainst: WorkivaBILLChangedagainst: Optro, WorkivaSprintoagainst: SimpleRiskSimpleRiskagainst: AuditBoard, WorkivaDrata, Thoropass, Vantaagainst: AuditBoard, MetricStream, Workivaagainst: Dropbox, Google Sheets, Microsoft Excel, Oracle NetSuite, Personal Google Drive, SAP, iCloud
Three alternatives
Optro, Scytale, SprintoFive alternatives
FloQast, Ramp, Sprinto, Vanta, VibatoFour alternatives
Drata, Hyperproof, Scrut Automation, VantaFour alternatives
Complies.ai, Hyperproof, Scrut Automation, SprintoPerplexity SonarHyperproof, SmartSuite SOX ManagementVantaChangedHyperproof, Vantaagainst: Diligent One Platform, MetricStreamManageEngine Log360, SmartSuite SOX Managementagainst: BlackLine, Scytale, Workiva, ZenGRCno first choicenothing named
Two alternatives
BlackLine, ZluriTwo alternatives
Archer, ProcessUnityTwo alternatives
Drata, TeamMate ControlsGrok 4.1 FastDrataagainst: AuditBoard, IBM OpenPages, SAP GRC, WorkivaSprintoChangedagainst: Drata, VantaSmartSuite SOX Management, Sprintoagainst: WorkivaControlHatchagainst: BlackLine, FloQast, WorkivaAuditBoard, FloQastagainst: Drata, Hyperproof, Onspring, SAP GRC, SmartSuite SOX Management, Workivaagainst: AuditBoard, IBM OpenPages, Oracle GRC, SAP Process Control, ServiceNow Integrated Risk Management, Workiva, full SAP or Oracle implementations
Two alternatives
Hyperproof, VantaThree alternatives
BILL, SmartSuite SOX Management, Vibato Internal Control Suite FoundationTwo alternatives
Drata, VantaOne alternative
Sox ArmorOne alternative
BlackLineMistral SmallDrata, MittiSprintoChangedagainst: MetricStreamWorkivaComplies.aiagainst: BlackLine, FloQastno first choicenothing named
Two alternatives
Diligent One Platform, HyperproofOne alternative
MittiFive alternatives
Diligent One Platform, Drata, ProcessUnity, Secureframe, SprintoTwo alternatives
ManageEngine Log360, QuickBooksDeepSeek V4 FlashDrata, Hyperproof, VantaVComplyChangedagainst: Archer, ServiceNow Integrated Risk ManagementBILL, QuickBooks, Xeroagainst: AuditBoard, MetricStream, WorkivaComplies.aiagainst: AuditBoard, Diligent One Platform, FloQast, Hyperproof, WorkivaDrata, FloQast, Hyperproof, Vantaagainst: AuditBoard, IBM OpenPages, SAP GRC, Workivaagainst: Google Sheets, MetricStream, Microsoft Excel, Oracle GRC, SAP GRC
Three alternatives
AuditBoard, FloQast, WorkivaThree alternatives
Secureframe, Sprinto, VantaFour alternatives
Expensify, Google Workspace, Ramp, SafetyCultureThree alternatives
ControlHatch, Drata, SmartSuite SOX ManagementLlama 4 MaverickHyperproofDiligent One Platform, HyperproofChangedWorkivaAuditBoardno first choicenothing named
One alternative
BlackLineTwo alternatives
SAP Process Control, TeamMate ControlsTwo alternatives
BlackLine, HyperproofQwen 3.7 FlashDrata, Vantaagainst: WorkivaRampChangedSmartHubs MicroGRCComplyJet, SmartSuite SOX Managementagainst: Drata, VantaFinout, Solvayagainst: AuditBoard, Excel templates, Smartsheet, Workivaagainst: Microsoft Excel, Oracle NetSuite, SAP, SailPoint, Saviynt
One alternative
AuditBoardFour alternatives
BILL, QuickBooks, Xero, Zoho OneTwo alternatives
Onspring, SuralinkFour alternatives
ControlHatch, Soxify, Sprinto, ThoropassOne alternative
Netsuite ComplianceKimi K2Complies.aiagainst: AuditBoard, WorkivaSmartSuite SOX ManagementChangedagainst: LogicGate Risk Cloud, Oracle GRC, SAP, WorkivaVantaComplies.ai, ControlHatchagainst: AuditBoard, Diligent One Platform, FloQast, Hyperproof, Optro, WorkivaFloQastagainst: AuditBoard, Optro, Oracle GRC, SAP GRC, Workivanothing named
Two alternatives
ControlHatch, FloQastThree alternatives
Drata, Suralink, VantaFive alternatives
Drata, Hyperproof, Secureframe, Sprinto, Tugboat LogicTwo alternatives
RiskWatch, SmartSuite SOX ManagementThree alternatives
Drata, Onspring, VantaGLM 4.7 FlashXCopedia SOX 404 LiteAirtableChangedagainst: Diligent One Platform, ServiceNow Integrated Risk ManagementTeamMate Controls, Workivaagainst: Compliance.ai, MetricStreamControlHatchFloQast, Hyperproofnothing named
Three alternatives
Drata, Netwrix Strongpoint, SmartSuite SOX ManagementOne alternative
VibatoFour alternatives
Galvanize, LogicGate Risk Cloud, Microsoft Excel, StandardFusionTwo alternatives
Complies.ai, Microsoft Power AutomateMiniMax M2.5no first choiceQuickBooksChangedSprinto, VantaDrata, ManageEngine Log360no first choicenothing named
Two alternatives
Hyperproof, XeroOne alternative
HyperproofTwo alternatives
FloQast, LogicManagerGPT-6 LunaVantaVantaHeldno first choiceMicrosoft 365against: Diligent One Platform, Optro, TeamMate, Workivano first choicenothing named
Two alternatives
Optro, WorkivaThree alternatives
Drata, Google Sheets, Microsoft ListsFour alternatives
BILL, QuickBooks, Ramp, XeroOne alternative
Sox ArmorMuse Glimmer 30BControlHatch, FloQastagainst: AuditBoardVantaChangedVantaComplies.aiagainst: WorkivaFloQastagainst: Google, Microsoft, Spreadsheet-based control documentation and tracking
One alternative
iShield GRC ICFR & SOX ComplianceTwo alternatives
Secureframe, SuralinkFive alternatives
Drata, LogicGate Risk Cloud, Secureframe, TeamMate Controls, ZenGRCTwo alternatives
ControlHatch, SprintoBold 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.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:11 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:54 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:19 | yes | 24 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:16 | yes | 18 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:06 | yes | 21 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:43 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:38 | yes | 22 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:10 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:39 | no | 0 | 33 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:09 | yes | 14 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:25 | yes | 21 | 46 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:52 | yes | 5 | 15 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:21 | yes | 3 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:15 | yes | 22 | 35 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:08 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:54 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:41 | yes | 8 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:10 | yes | 16 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:09 | yes | 18 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:45 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:14 | yes | 19 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:26 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:40 | no | 0 | 24 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:48 | yes | 22 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:24 | yes | 23 | 68 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:04 | yes | 5 | 19 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:43 | yes | 1 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:50 | yes | 23 | 34 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:53 | yes | 14 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:38 | yes | 0 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:58 | yes | 16 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 10:21 | yes | 15 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:24 | yes | 18 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:45 | yes | 10 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:20 | yes | 22 | 37 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:37 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:27 | yes | 18 | 55 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:21 | yes | 24 | 39 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:58 | yes | 17 | 66 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:47 | yes | 13 | 21 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:19 | yes | 5 | 17 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:32 | yes | 15 | 34 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:46 | yes | 9 | 16 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:39 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:00 | yes | 18 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:36 | yes | 19 | 6 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:17 | yes | 18 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:30 | yes | 13 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:38 | yes | 18 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:25 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:58 | yes | 9 | 45 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:29 | yes | 22 | 26 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:31 | yes | 21 | 72 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:24 | yes | 9 | 16 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:44 | yes | 3 | 29 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:17 | yes | 19 | 33 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:29 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:16 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:13 | yes | 12 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 08:22 | yes | 16 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:13 | yes | 16 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:58 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:20 | yes | 22 | 52 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:20 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:14 | no | 0 | 34 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:04 | yes | 12 | 18 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:20 | yes | 17 | 38 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:55 | no | 0 | 8 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:10 | yes | 2 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:31 | yes | 13 | 34 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:56 | no | 0 | 4 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:58 | no | 0 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:23 | yes | 24 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:49 | yes | 17 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:19 | yes | 18 | 6 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:58 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:38 | yes | 18 | 39 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:12 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:51 | no | 0 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:14 | yes | 19 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:15 | yes | 19 | 62 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:22 | yes | 16 | 45 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:14 | yes | 3 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:08 | yes | 21 | 24 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
Bill.com (Spend & Expense) read as BILL
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 GRC
QuickBooks Online 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
Unresolved, counted raw
Compliance.ai
ComplyJet
Controllo
Copedia SOX 404 Lite
Google
Microsoft Lists
Microsoft SharePoint/Teams
Netsuite Compliance
Netwrix Strongpoint
Personal Google Drive
Predict360
Protecht Group
SailPoint
Saviynt
SmartHubs MicroGRC
Solvay
Spreadsheet-based control documentation and tracking
TeamMate+ Audit Essentials
Toppan Merrill SOX Automation
Tugboat Logic
Vibato Internal Control Suite Foundation
ZeroRisk
full SAP or Oracle implementations
iCloud
Discontinued, still offered
No shut-down product was recommended here.