AI governance platforms for small business buyers
Asked as “AI governance platform”, and as “tool to govern AI models and AI use cases”, on behalf of a small B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
31%
Contested · Credo AI 11%
31Strac11Credo AI06Fairly AI52others
31% 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 fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the four 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.
For buyers
All ten head-to-head pages: the top five products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05I06
Q07
08
09
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Strac31%
Strac31%02Credo AI11%
Credo AI11%03Lumenova AI6%
Lumenova AI6%04Arize AI2%
Arize AI2%05Microsoft Purview2%
Microsoft Purview2%06IBM watsonx.governance2%
07Qlik Staige0%
08Fiddler AI0%
Fiddler AI0%09Holistic AI0%
Holistic AI0%10OneTrust AI Governance0%
OneTrust AI Governance0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, DeepSeek V4 Flash, Kimi K2, 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.
OneTrust AI Governance92%
22 of 24 labels negative · 12 of 14 models · 9 hard negative
“you should generally **avoid** heavy enterprise GRC ... platforms like **OneTrust** or **IBM OpenPages**” Qwen 3.7 Flash, budget prompt
Credo AI52%
28 of 54 labels negative · 10 of 14 models · 9 hard negative
“Enterprise-focused, sales-led model governance. Not ideal for: “❌Startups and small teams on a tight budget: pricing is sales-quoted, a competitor reports $30K-$150K+ a year” Muse Glimmer 30B, negative prompt
Holistic AI59%
13 of 22 labels negative · 10 of 14 models · 8 hard negative
“**At no point** should you sign an enterprise contract with Credo AI or Holistic AI as a small company. That's a trap.” DeepSeek V4 Flash, budget prompt
IBM watsonx.governance
69%
18 of 26 labels negative · 8 of 14 models · 8 hard negative
“Small businesses should avoid or exercise extreme caution when considering the following categories of AI governance platforms: ... IBM watsonx.governance” Gemini 3.5 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
77 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. 1071 links across 272 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Strac42 answers · 57 citations · 11 models
39 answers · 39 citations · 11 models
37 answers · 39 citations · 11 models
29 answers · 29 citations · 10 models
vendor site · G220 answers · 33 citations · 11 models
vendor site · Anaconda20 answers · 20 citations · 9 models
18 answers · 18 citations · 9 models
vendor site · FitGap16 answers · 17 citations · 8 models
vendor site · ClickUp16 answers · 16 citations · 10 models
vendor site · Respan15 answers · 15 citations · 8 models
14 answers · 14 citations · 8 models
vendor site · Domo13 answers · 13 citations · 6 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.
42 answers · 11 models
39 answers · 11 models
36 answers · 11 models
29 answers · 10 models
20 answers · 9 models
16 answers · 10 models
15 answers · 8 models
15 answers · 8 models
15 answers · 8 models
14 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 “ai governance platform”, “ai governance platforms”, “best ai governance platform”. 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 | Google ads, last 30 days |
|---|---|---|---|---|---|---|
| Strac strac.io | 31% | 85 | 3,600 | 26 | 6,518 | 1 |
| Credo AI credo.ai | 11% | 151 | 2,400 | 59 | 9,753 | 5 |
| Arize AI arize.com Arize Phoenix 4%, Arize AI 2%, Arize AI's Phoenix 2% | 7% | 22 | 3,600 | 116 | 25,305 | 10 |
| Lumenova AI lumenova.ai | 6% | 30 | 70 | 0 | 1,571 | 7 |
| Fairly AI fairly.ai | 6% | 8 | ||||
| VerifyWise verifywise.ai | 6% | 7 | ||||
| Vanta vanta.com | 4% | 500 | 40,500 | 1,219 | 72,260 | 120 |
| Govern365 govern365.ai | 4% | 6 | ||||
| Langfuse langfuse.com | 2% | 36 | 18,100 | 216 | 8,530 | 4 |
| Drata drata.com | 2% | 390 | 9,900 | 257 | 36,413 | 54 |
Google's top ten for the three searches hold 20 sites; 1 of them are among the sites the models cited here (domo.com). The first result for “ai governance platform” is reddit.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 AI governance platform for a small B2B company?”Paraphrase“Which tool to govern AI models and AI use cases would you recommend to a small business that sells to other businesses?”Comparative“What are the top AI governance platforms for a small team and how do they differ?”Budget-constrained“What is the best AI governance platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an AI governance platform. What should we look at?”Negative“Which AI governance platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Zelkiragainst: Credo AI, IBM watsonx.governanceno first choiceChangedagainst: DataRobot, Databricks Unity CatalogLumenova AIagainst: Credo AIGovern365against: Collibra, Credo AI, OneTrust AI Governanceno first choicenothing named
Two alternatives
Maxim AI, OneTrust AI GovernanceOne alternative
ZelkirThree alternatives
IBM watsonx.governance, Lumenova AI, ZelkirGPT-5.4 miniCredo AIagainst: OneTrust AI Governance, SAP, ServiceNow AI Control TowerIBM watsonx.governanceChangedIBM watsonx.governanceCredo AI, Microsoft Purviewagainst: Holistic AI, IBM, OneTrust AI Governance, ServiceNow AI Control Towerno first choicenothing named
Two alternatives
IBM watsonx.governance, MicrosoftFour alternatives
Microsoft's AI governance guidance, Monitaur, Pacific AI, Portal26Four alternatives
Amazon SageMaker governance / AWS governance tooling, Domino Data Lab, Microsoft-aligned governance platforms, TruyoGemini 3.5 FlashDocsOrbagainst: Credo AI, IBM watsonx.governance, OneTrust AI GovernanceDrata, VantaChangedagainst: Arthur, Credo AI, Fiddler AI, IBM OpenScaleTrustibleagainst: IBM watsonx.governance, Microsoft PurviewVerifyWiseagainst: Credo AI, IBM watsonx.governance, OneTrust AI GovernanceNetskope, Stracagainst: IBM watsonx.governanceagainst: Arthur AI, AuditBoard, Credo AI, Dataiku, Fiddler AI, IBM watsonx.governance, OneTrust AI Governance, Robust Intelligence
Six alternatives
Assury.ai, Galileo, Lakera, Microsoft Purview, Strac, TrustibleThree alternatives
Giskard, Kindo, Obsidian SecurityThree alternatives
Braintrust, Credo AI, GalileoEight alternatives
Arize Phoenix, Bifrost, ComplyJet, DeepEval, Langfuse, LiteLLM, Portkey, TrueFoundryEight alternatives
Credo AI, Drata, Langfuse, LiteLLM, Optro, Portkey, TrueFoundry, VantaPerplexity SonarStracagainst: ModelOp CenterDeeployChangedQlik Staige, Stracagainst: Credo AI, OneTrust AI GovernanceStracagainst: Credo AI, OneTrust AI Governanceno first choiceagainst: Credo AI, Holistic AI
Four alternatives
Credo AI, Drata, FairNow, RaftLabsThree alternatives
Drata, Strac, TransparIATwo alternatives
Drata, Holistic AIOne alternative
Qlik StaigeGrok 4.1 FastStracStracHeldStracagainst: DataRobot, Datatron, ModelOp CenterArize AI's Phoenixagainst: Credo AIno first choiceagainst: IBM watsonx.governanceagainst: Holistic AI, IBM watsonx.governance, ModelOp Center, Netskope, OneTrust AI Governance, Palo Alto, Securiti, Zscaler
Two alternatives
Credo AI, Microsoft PurviewThree alternatives
Arize Phoenix, Guardrails AI, NIST AI Risk Management FrameworkFour alternatives
Arize AI, Credo AI, Fiddler AI, Lumenova AIThree alternatives
LiteLLM, Portkey AI Gateway, StracMistral SmallLumenova AILumenova AIHeldModelCharter, Risk MeridianStracno first choiceagainst: Amazon SageMaker, Atlan, Azure Machine Learning, Holistic AI, IBM OpenPages, ModelOp Center, OneTrust AI Governance
Two alternatives
CampaignAgent, StracTwo alternatives
Airia, Guardrails AIThree alternatives
Arthur AI, Credo AI, Fiddler AITwo alternatives
Lumenova AI, Qlik StaigeDeepSeek V4 FlashLumenova AIFairly AIChangedagainst: Credo AI, IBM watsonx.governance, OneTrust AI GovernanceLumenova AIagainst: Credo AI, IBM watsonx.governanceGiskard, Langfuse, Promptfooagainst: Credo AI, Dataiku, Fiddler AI, Holistic AI, IBM watsonx.governance, OneTrust AI GovernanceStracagainst: IBM, OneTrust AI Governance, ServiceNow AI Control Toweragainst: Credo AI, Holistic AI, IBM OpenPages, ModelOp Center, OneTrust AI Governance
Two alternatives
Holistic AI, TrustibleOne alternative
StracFour alternatives
Arize Phoenix, Holistic AI, Langfuse, OneTrust AI GovernanceThree alternatives
Arize AI, EU AI Act compliance checklist template, NIST AI RMF PlaybookTwo alternatives
Credo AI, Holistic AILlama 4 Maverickno first choiceno first choiceHeldLumenova AIStracno first choicenothing named
Two alternatives
Qlik Staige, StracThree alternatives
Fairly AI, Lumenova AI, Qlik StaigeQwen 3.7 FlashStracagainst: Fairly AIStracHeldLumenova AI, Stracagainst: Netskope AI, Zscaler AIStracagainst: IBM OpenPages, OneTrust AI Governanceno first choiceagainst: Google's Responsible AI Toolkitagainst: Amazon SageMaker, Azure Machine Learning, DataRobot, Holistic AI, IBM OpenPages, OneTrust AI Governance
Two alternatives
Credo AI, SafetyCultureTwo alternatives
Lumenova AI, Microsoft PurviewTwo alternatives
Lumenova AI, Qlik StaigeKimi K2Credo AI, StracCredo AIChangedArize Phoenix, Langfuseagainst: Credo AI, Holistic AIArize Phoenix, Fairly AIagainst: Credo AI, Holistic AIAim Securityagainst: CalypsoAIagainst: Credo AI, Holistic AI, IBM watsonx.governance, OneTrust AI Governance, Trail
Two alternatives
Holistic AI, Lumenova AIOne alternative
Fairly AIThree alternatives
Arize AX, Galileo, PromptfooThree alternatives
Grip Security, Metomic, Nudge SecurityGLM 4.7 FlashXStracagainst: Credo AI, IBM watsonx.governance, OneTrust AI GovernanceStracHeldLumenova AIagainst: Credo AI, IBM watsonx.governanceGovern365, Prompts.aino first choiceagainst: Credo AI, Drata, Holistic AI, IBM watsonx.governance, OneTrust AI Governance, Trail
One alternative
Lumenova AIFour alternatives
ClickUp, LogicGate, Lumenova AI, Microsoft 365Six alternatives
Atlan, Datatron, Domo, Fiddler AI, Holistic AI, StracOne alternative
Arthur AIMiniMax M2.5Fairly AICredo AIChangedLumenova AIStrac, VerifyWiseno first choiceagainst: Credo AI, Microsoft Purviewagainst: Credo AI, Holistic AI, IBM watsonx.governance
Three alternatives
Credo AI, Monitaur, Qlik StaigeTwo alternatives
Arize AI, DataRobot AI PlatformThree alternatives
Credo AI, Monitaur, StracOne alternative
Qlik StaigeGPT-6 LunaVantaagainst: Credo AI, TrustibleAirtableChangedagainst: Credo AI, OneTrust AI GovernanceGAIN, Platoyaagainst: OneTrust AI GovernanceNIST's AI Risk Management Frameworkno first choiceagainst: Microsoft Purview
One alternative
GovarnaOne alternative
Microsoft ListsThree alternatives
Credo AI, Govern365, Holistic AIOne alternative
GovernKitMuse Glimmer 30BCredo AI, StracStracChangedStracagainst: Arize AI, Credo AI, DataRobot AI Platform, IBM watsonx.governanceArize AI, Arize Phoenix, VerifyWiseagainst: Credo AIno first choiceagainst: Credo AI, Holistic AI, IBM OpenPages, IBM watsonx.governance, ModelOp Center, OneTrust AI Governance
Five alternatives
Arize AI, DataRobot AI Platform, IBM watsonx.governance, Microsoft Purview, Qlik StaigeThree alternatives
Credo AI, Fairly AI, IBM watsonx.governanceFour alternatives
Comp AI, Fiddler AI, Guardrails AI, Lumenova AINine alternatives
Giskard, Guardrails AI, Lakera, Langfuse, LiteLLM, Portkey, Promptfoo, StackAI, n8nFour alternatives
Airia, Fiddler AI, Speakeasy, TrueFoundryBold 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 | 2026-10-04 23:00 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:09 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:05 | yes | 15 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 01:19 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:07 | yes | 21 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:43 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:15 | yes | 21 | 33 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:16 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:09 | yes | 24 | 78 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:43 | yes | 10 | 15 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:34 | yes | 20 | 271 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:58 | yes | 15 | 24 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:22 | yes | 4 | 25 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:12 | yes | 13 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:36 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:28 | yes | 6 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:09 | yes | 18 | 27 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:43 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:46 | yes | 18 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:57 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:23 | yes | 23 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:49 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:50 | yes | 8 | 25 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:09 | yes | 17 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:27 | yes | 18 | 32 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:13 | yes | 9 | 25 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:44 | yes | 2 | 26 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:50 | yes | 12 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:43 | yes | 16 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:16 | yes | 7 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:52 | yes | 28 | 34 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:54 | yes | 20 | 3 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:06 | yes | 17 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:31 | yes | 11 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:17 | yes | 19 | 44 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:59 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:10 | yes | 10 | 46 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:48 | yes | 24 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:58 | yes | 23 | 50 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:14 | yes | 20 | 35 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:19 | yes | 6 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:27 | yes | 20 | 38 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:42 | yes | 14 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:00 | yes | 0 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:33 | yes | 25 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:13 | yes | 20 | 11 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:32 | yes | 22 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:23 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:17 | yes | 25 | 45 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:44 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:49 | yes | 5 | 23 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:51 | yes | 24 | 27 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:33 | yes | 14 | 45 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:48 | yes | 18 | 20 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:15 | yes | 2 | 22 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:12 | yes | 13 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:37 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:54 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:51 | yes | 15 | 28 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 22:22 | yes | 20 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:44 | yes | 12 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:51 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:06 | yes | 21 | 34 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:11 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:15 | no | 0 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:41 | no | 0 | 18 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:24 | yes | 8 | 68 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:02 | yes | 14 | 22 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:07 | yes | 2 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:15 | yes | 14 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:56 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:09 | yes | 4 | 9 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:42 | yes | 22 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:21 | yes | 25 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:45 | yes | 16 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:45 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:22 | yes | 25 | 50 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:19 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:40 | yes | 5 | 21 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:28 | yes | 21 | 39 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:41 | yes | 23 | 24 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:14 | yes | 5 | 17 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:27 | yes | 4 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:03 | yes | 18 | 27 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
Arize read as Arize AX
Databricks read as Databricks Unity Catalog
Fiddler read as Fiddler AI
ModelOp read as ModelOp Center
ModelOp (formerly ModelOp Center) read as ModelOp Center
OneTrust read as OneTrust AI Governance
OneTrust (AI Governance Module) read as OneTrust AI Governance
OneTrust AI read as OneTrust AI Governance
OneTrust AI Suite read as OneTrust AI Governance
ServiceNow read as ServiceNow AI Control Tower
Unresolved, counted raw
Amazon SageMaker governance / AWS governance tooling
Arize AI's Phoenix
Assury.ai
Credo
DeepEval
Deepchecks
DocsOrb
EU AI Act compliance checklist template
EVE AI Core
GAIN
Google's Responsible AI Toolkit
GovernKit
IBM OpenScale
Kindo
Microsoft 365 Copilot admin controls
Microsoft Purview AI Hub
Microsoft's AI governance guidance
Microsoft-aligned governance platforms
ModelCharter
NIST's AI Risk Management Framework (AI RMF)
Netskope AI
Platoya
Pymetrics
Ragas
Risk Meridian
StackAI
TransparIA
Zscaler AI
Discontinued, still offered
No shut-down product was recommended here.