Internal controls and SOX
Asked as “SOX compliance software”, and as “internal controls management tool”, on behalf of a mid-market B2B company. 45 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
18%
Contested · FloQast 18%
18AuditBoard18FloQast11Complies.ai53others
18% 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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the two products at 0%, ordered by negative rate
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 head
All twenty-eight head-to-head pages: the top eight products, each against each
AuditBoard vs HyperproofAuditBoard vs OptroAuditBoard vs WorkivaAuditBoard vs OnspringFloQast vs Diligent One PlatformFloQast vs LogicGate Risk CloudFloQast vs HyperproofFloQast vs OptroFloQast vs WorkivaFloQast vs OnspringDiligent One Platform vs LogicGate Risk CloudDiligent One Platform vs HyperproofDiligent One Platform vs OptroDiligent One Platform vs WorkivaDiligent One Platform vs OnspringLogicGate Risk Cloud vs HyperproofLogicGate Risk Cloud vs OptroLogicGate Risk Cloud vs WorkivaLogicGate Risk Cloud vs OnspringHyperproof vs OptroHyperproof vs WorkivaHyperproof vs OnspringOptro vs WorkivaOptro vs OnspringWorkiva 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 →
01
02
03
04
05
06
07
08
09
10
11
12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01AuditBoard18%
AuditBoard18%02FloQast18%
FloQast18%03Diligent One Platform4%
Diligent One Platform4%04LogicGate Risk Cloud4%
LogicGate Risk Cloud4%05Hyperproof4%
Hyperproof4%06Optro4%
Optro4%07Workiva2%
Workiva2%08Onspring2%
Onspring2%09Vanta2%
Vanta2%10Archer2%
Archer2%11Drata2%
Drata2%12MetricStream0%
MetricStream0%13ServiceNow Integrated Risk Management0%
ServiceNow Integrated Risk Management0%What they warned about
Zero of twelve 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 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.
ServiceNow Integrated Risk Management47%
7 of 15 labels negative · 4 of 12 models · 2 hard negative
“ServiceNow GRC / OneTrust / MetricStream – $150k+ per year. Not even in the same universe.” DeepSeek V4 Flash, budget prompt
Archer27%
4 of 15 labels negative · 4 of 12 models · 1 hard negative
“Avoid legacy enterprise GRC systems (such as RSA Archer or ServiceNow GRC).” Gemini 3.5 Flash, scale prompt
MetricStream30%
6 of 20 labels negative · 4 of 12 models · 1 hard negative
“ServiceNow GRC / OneTrust / MetricStream – $150k+ per year. Not even in the same universe.” DeepSeek V4 Flash, budget prompt
Workiva12%
4 of 33 labels negative · 4 of 12 models · 1 hard negative
“Workiva, AuditBoard, LogicGate – Overkill, quote-only, and almost always over $40k/year.” DeepSeek V4 Flash, budget prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
63 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. 826 links across 207 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Optro46 answers · 51 citations · 11 models
vendor site · Worldmetrics33 answers · 59 citations · 9 models
vendor site · Netwrix28 answers · 32 citations · 11 models
25 answers · 30 citations · 10 models
20 answers · 20 citations · 8 models
19 answers · 33 citations · 9 models
19 answers · 24 citations · 9 models
vendor site · HighRadius19 answers · 22 citations · 10 models
vendor site · Pathlock18 answers · 22 citations · 9 models
vendor site · RiskWatch17 answers · 22 citations · 9 models
vendor site · Sprinto17 answers · 19 citations · 10 models
14 answers · 19 citations · 8 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.
28 answers · 11 models
24 answers · 10 models
23 answers · 11 models
21 answers · 10 models
20 answers · 8 models
19 answers · 10 models
16 answers · 9 models
14 answers · 9 models
12 answers · 10 models
11 answers · 8 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 |
|---|---|---|---|---|---|---|---|---|
| AuditBoard auditboard.com | 18% | 87 | 8,100 | 220 | 129 | 0 | ||
| FloQast floqast.com | 18% | 389 | 9,900 | 194 | 41,324 | $5,039 | 76 | |
| Complies.ai complies.ai | 11% | 7 | 0 | 72 | ||||
| Mitti mitti.com | 9% | 13 | 1,900 | 3,885 | 268,513 | 48 | 4 | |
| Diligent diligent.com Diligent One Platform 4% | 4% | 70 | 165,000 | 6,449 | 317,551 company | $287 | 120 | 6 |
| LogicGate logicgate.ai LogicGate Risk Cloud 4% | 4% | 33 | 18,100 | 70 | 421 company | 31 | ||
| Hyperproof hyperproof.io | 4% | 38 | 1,600 | 37 | 64,238 | $59 | 34 | |
| Optro optro.ai | 4% | 54 | 2,900 | 39 | 126,117 | $4,599 | 75 | 4 |
| Workiva workiva.com | 2% | 490 | 22,200 | 524 | 58,186 | $23 | 64 | 3 |
| Onspring onspring.com | 2% | 26 | 1,300 | 25 | 7,536 | 24 |
Google's top ten for the three searches hold 20 sites; 6 of them are among the sites the models cited here (gartner.com, highradius.com, netwrix.com, optro.ai, pathlock.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 mid-market B2B company?”Paraphrase“Which internal controls management tool would you recommend to a mid-sized B2B company?”Comparative“What are the top internal controls tools and how do they differ?”Budget-constrained“What is the best SOX compliance software for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a SOX compliance software. What should we look at?”Negative“Which internal controls tools should I avoid or be cautious about?”
Claude Haiku 4.5AuditBoardno first choiceChangedno first choiceEnvelopno first choicenothing named
Three alternatives
FloQast, Optro, ScytaleTwo alternatives
Arvexi, WorkivaGPT-5.4 miniWorkivaagainst: Secureframe, VantaAuditBoardChangedagainst: MetricStreamWorkivaScalePad ControlMapno first choicenothing named
Two alternatives
AuditBoard, LogicGate Risk CloudTwo alternatives
LogicGate Risk Cloud, WorkivaFive alternatives
AuditBoard, Diligent One Platform, MetricStream, Oracle Risk Management and Compliance, SAP Process ControlTwo alternatives
AuditRunner, ComplianceAgentGemini 3.5 FlashOptroagainst: MetricStream, ServiceNow Integrated Risk ManagementDrata, OptroChangedOptro, WorkivaSmartSuite SOX Managementagainst: AuditBoard, MetricStream, WorkivaAuditBoardagainst: Archer, ServiceNow Integrated Risk Managementagainst: Google Sheets, Microsoft Excel
Four alternatives
FloQast, Hyperproof, Scytale, WorkivaOne alternative
HyperproofSix alternatives
Drata, LogicGate Risk Cloud, MetricStream, ServiceNow Integrated Risk Management, TeamMate, VantaFive alternatives
DoubleCheck Software, LogicGate Risk Cloud, Mitti, Scytale, VantaThree alternatives
Drata, Vanta, WorkivaPerplexity SonarFloQastAuditBoardChangedno first choiceComplies.aiagainst: AuditBoard, BlackLine Controls & Certificationsno first choicenothing named
Two alternatives
AuditBoard, OptroTwo alternatives
LogicManager, ZenGRCTwo alternatives
FloQast, WorkivaGrok 4.20FloQastagainst: BlackLine Controls & Certifications, HighRadiusAuditBoardChangedagainst: SAP, ServiceNow Integrated Risk ManagementAuditBoardComplies.aiagainst: Drata, Hyperproof, Workivano first choiceagainst: Microsoft Excel, OneTrust GRC, SAP GRC, ServiceNow Integrated Risk Management
Three alternatives
AuditBoard, Onspring, VComplyThree alternatives
Hyperproof, LogicManager, VComplySix alternatives
Archer, Diligent One Platform, LogicGate Risk Cloud, MetricStream, ServiceNow Integrated Risk Management, WorkivaTwo alternatives
Mitti, Netwrix AuditorMistral SmallFloQastArcher, Diligent One PlatformChangedAuditBoardComplies.ai, MittiAuditBoardnothing named
Two alternatives
HighRadius, OptroSix alternatives
Archer, Diligent One Platform, MetricStream, Pathlock, Sprinto, WorkivaOne alternative
Process StreetDeepSeek V4 FlashFloQastHyperproof, LogicGate Risk CloudChangedagainst: Archer, MetricStream, ServiceNow Integrated Risk ManagementAuditBoardComplies.aiagainst: AuditBoard, Drata, Hyperproof, LogicGate Risk Cloud, MetricStream, OneTrust GRC, ServiceNow Integrated Risk Management, Vanta, WorkivaSailPoint, Vanta, Zlurinothing named
Four alternatives
AuditBoard, Hyperproof, Onspring, WorkivaFive alternatives
Drata, Onspring, Optro, Vanta, WorkivaNine alternatives
Archer, Diligent One Platform, LogicGate Risk Cloud, MetricStream, Pathlock, SAP GRC / SAP Audit Management, ServiceNow Integrated Risk Management, Sprinto, WorkivaOne alternative
Netwrix AuditorFive alternatives
AuditBoard, BlackLine Controls & Certifications, FloQast, Riskonnect, WorkivaLlama 4 MaverickFloQastAscent ControlsChangedno first choiceno first choiceno first choicenothing named
Two alternatives
HighRadius, OnspringFour alternatives
Diligent One Platform, Hyperproof, OneTrust GRC, TeamMateQwen 3.7 FlashOnspringagainst: Deltek, SAPVComplyChangedno first choiceMittino first choiceagainst: Archer, IBM OpenPages, MetricStream, SAP GRC, Spreadsheets
Two alternatives
Hyperproof, ScytaleThree alternatives
AuditBoard, Onspring, RiskWatchTwo alternatives
Complies.ai, ManageEngineKimi K2FloQastLogicGate Risk CloudChangedagainst: Archer, ServiceNow Integrated Risk Managementno first choiceMittino first choiceagainst: Riskonnect, Workivaagainst: Spreadsheets
Three alternatives
AuditBoard, Onspring, WorkivaFour alternatives
AuditBoard, Hyperproof, Secureframe, ZenGRCEight alternatives
AuditBoard, Diligent One Platform, Hyperproof, OneTrust GRC, Secureframe, ServiceNow Integrated Risk Management, Supervizor, WorkivaThree alternatives
Envelop, ManageEngine EventLog Analyzer, Site24x7GLM 4.7 FlashXAuditBoard, FloQastHyperproofChangedagainst: Diligent One PlatformLogicGate Risk CloudComplies.aino first choicenothing named
Four alternatives
Hyperproof, Mitti, NAVEX One, WorkivaTwo alternatives
LogicGate Risk Cloud, OnspringFive alternatives
AuditBoard, Pathlock, Resolver, SAP Audit Management, WorkivaFour alternatives
ManageEngine Log360, Mitti, RiskWatch, Site24x7MiniMax M2.5FloQastAuditBoard, Diligent One PlatformChangedagainst: OneTrust GRCDiligent One PlatformMittino first choicenothing named
Three alternatives
Diligent One Platform, Optro, VComplyTwo alternatives
Archer, VantaFive alternatives
Archer, LogicGate Risk Cloud, MetricStream, Vanta, WorkivaTwo alternatives
ManageEngine, Site24x7Bold 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.
Seventy-two 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 | 2026-09-17 21:06 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:53 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:54 | yes | 24 | 59 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 19:59 | yes | 20 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:46 | yes | 29 | 22 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:26 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:48 | yes | 13 | 16 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:00 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:21 | yes | 9 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:02 | yes | 7 | 48 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:59 | yes | 11 | 40 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:34 | yes | 17 | 32 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:51 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:32 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:20 | yes | 13 | 51 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 19:15 | yes | 12 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:19 | yes | 30 | 16 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:40 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:54 | yes | 17 | 18 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:35 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:14 | yes | 9 | 43 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:12 | yes | 20 | 27 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:19 | yes | 23 | 87 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:50 | yes | 12 | 30 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:28 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:17 | yes | 4 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:06 | yes | 13 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 18:24 | yes | 18 | 9 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:07 | yes | 23 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:39 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 18:13 | yes | 14 | 83 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:51 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:39 | yes | 7 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:20 | yes | 9 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:17 | yes | 26 | 124 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:01 | yes | 9 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:32 | yes | 13 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:11 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:53 | yes | 20 | 52 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 18:41 | yes | 20 | 6 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:00 | yes | 31 | 20 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:03 | yes | 11 | 10 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 18:44 | yes | 20 | 55 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:52 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:07 | yes | 9 | 42 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:41 | yes | 11 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:57 | yes | 26 | 50 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:51 | yes | 9 | 29 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:51 | no | 0 | 9 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:46 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:18 | yes | 11 | 60 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 19:36 | yes | 19 | 11 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:26 | yes | 14 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:56 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:25 | yes | 17 | 23 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:01 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:50 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:36 | yes | 9 | 22 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:04 | no | 0 | 20 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:01 | yes | 5 | 29 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:37 | no | 0 | 2 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:57 | no | 0 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:22 | yes | 17 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 17:53 | yes | 20 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:45 | yes | 20 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:54 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:08 | yes | 10 | 13 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:35 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:25 | yes | 5 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:20 | yes | 20 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:49 | yes | 14 | 40 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:36 | yes | 12 | 41 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
BlackLine read as BlackLine Controls & Certifications
Diligent read as Diligent One Platform
Excel read as Microsoft Excel
LogicGate read as LogicGate Risk Cloud
LogicGate (Risk Cloud) read as LogicGate Risk Cloud
Netwrix read as Netwrix Auditor
OneTrust read as OneTrust GRC
Oracle read as Oracle Risk Management and Compliance
Oracle GRC read as Oracle Risk Management and Compliance
Oracle GRC / Controls tools read as Oracle Risk Management and Compliance
ServiceNow read as ServiceNow Integrated Risk Management
ServiceNow GRC read as ServiceNow Integrated Risk Management
ServiceNow GRC (Integrated Risk Management) read as ServiceNow Integrated Risk Management
SmartSuite read as SmartSuite SOX Management
Unresolved, counted raw
AuditRunner
ComplianceAgent
DoubleCheck Software
Open-AudIT
Protecht Group
SailPoint
ScalePad ControlMap
Tugboat Logic/OneTrust
Vero AI
Discontinued, still offered
No shut-down product was recommended here.