AI governance platforms · November 2026 Edition
dope.security vs Fiddler AI
Two of fourteen models named dope.security first on the direct prompt; zero named Fiddler AI. dope.security was named by seven of the fourteen models and Fiddler AI by ten and dope.security carries 14 labels and Fiddler AI 20, so the shares are not directly comparable.
dope.security
accepted challengerNamed in three categories this edition.
Named in one category this edition.
First-choice share12%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%5%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#7A position in a field of 10; printed, not drawn.
Labels1420A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, dope.security reading right to left. Rank and label count are printed, not drawn.Credo AI was named alongside these two in ten of the fourteen direct answers. Credo AI vs dope.security · Credo AI vs Fiddler AI · dope.security vs Strac
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the AI governance platforms page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
dope.securityFirst choices, of fourteen modelsFiddler AI
Direct20
Paraphrase50
Comparative00
Budget-constrained01
Scale-constrained00
Negative001 against Fiddler AI
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where dope.security and Fiddler AI stood in it.
| Model | DirectDS | ParaphraseDS | ComparativeDS | Budget-constrainedDS | Scale-constrainedDS | NegativeDS |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | | | | |||
| Perplexity Sonar | | | | |||
| Grok 4.20 | DS | | | |||
| Mistral Small | DS | DS | | |||
| DeepSeek V4 Flash | DS | DS | ||||
| Llama 4 Maverick | DS | DS | ||||
| Qwen 3.7 Flash | DS | DS | | |||
| Kimi K2 | | | ||||
| GLM 4.7 FlashX | DS | DS | ||||
| MiniMax M2.5 | | | ||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | DS | DS | |
DS dope.security Fiddler AIDS first choiceDS named as an alternativeDS argued againstblank: not namedEach cell is one answer, dope.security on the left and Fiddler AI on the right.
Fiddler AIDS first choiceDS named as an alternativeDS argued againstblank: not namedEach cell is one answer, dope.security on the left and Fiddler AI on the right.The direct prompt
The plain question, one answer per model, grouped by where dope.security and Fiddler AI stood in it.
dope.security first, Fiddler AI not the choice
2 of 14 modelsFiddler AI was named in the answer but not as the choice, or not at all.Llama 4 Maverickdope.security alternatives: Cakewalk, Govern365, Pillar Security
Muse Glimmer 30BStrac, dope.security alternatives: Credo AI, Govarna, IBM watsonx.governance, OneTrust AI Governance
Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashCredo AI alternatives: Fiddler AI, ModelOp Center, Trustible, Vanta
Grok 4.20Microsoft Purview alternatives: Credo AI, Drata, Holistic AI, Vanta, dope.security
Mistral SmallGovarna alternatives: Govern365, dope.security
Qwen 3.7 FlashGovarna alternatives: Credo AI, Govern365, dope.security
GLM 4.7 FlashXGovern365 alternatives: IBM watsonx.governance, dope.security
Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Credo AI alternatives: Govern365, Holistic AI, Walled AI
GPT-5.4 miniCredo AI alternatives: IBM watsonx.governance, OneTrust AI Governance
Perplexity SonarCredo AI alternatives: AWS SageMaker AI Governance, Govarna, Microsoft Purview, OneTrust AI Governance, Speakeasy
DeepSeek V4 FlashVanta alternatives: Credo AI, Govarna, Holistic AI
Kimi K2Govarna alternatives: Vanta
MiniMax M2.5Credo AI alternatives: Drata, Govarna, IBM watsonx.governance
GPT-6 LunaTrustible alternatives: Credo AI, OneTrust AI Governance
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
dope.security is not named for this buyer.
dope.security—not named
Fiddler AI0%#11 of 12Mid-marketThe figures above
dope.security leads by eleven points.
dope.security12%#2 of 10
Fiddler AI2%#7 of 10Enterprise
dope.security is not named for this buyer.
dope.security—not named
Fiddler AI0%#7 of 11What the models said about dope.security
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Enforcement and shadow-AI control now - e.g. dope.security - to discover every AI app, enforce enterprise-only accounts and block sensitive data in prompts.” Muse Glimmer 30B · paraphrase prompt · first choice
“The author argues the best AI governance tool for a mid-size company is "an enforcement layer that sees and controls AI use on every laptop"” Muse Glimmer 30B · direct prompt · first choice
“dope.security - discovers every AI app in use, enforces enterprise-only accounts, and blocks sensitive data in prompts from one console.” Llama 4 Maverick · paraphrase prompt · first choice
What the models said about Fiddler AI
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Both have high negative rates (17% and 16% respectively), which may reflect issues with functionality, support, or integration.” Mistral Small · negative prompt · soft negative
“Best Choice: Openlayer or Fiddler AI” MiniMax M2.5 · budget prompt · first choice
“Choose Fiddler or Arize when the immediate problem is production monitoring, LLM evaluation, tracing, or agent observability.” Perplexity Sonar · comparative prompt · alternative
“Choose Fiddler AI if your team needs deep technical insights into model behavior, drift, and explainability during production.” Qwen 3.7 Flash · comparative prompt · alternative
Also compared
Credo AI vs dope.securityCredo AI vs Fiddler AIdope.security vs Stracdope.security vs Microsoft Purviewdope.security vs Vantadope.security vs Holistic AIdope.security vs IBM watsonx.governanceStrac vs Fiddler AIMicrosoft Purview vs Fiddler AIVanta vs Fiddler AIHolistic AI vs Fiddler AIFiddler AI vs IBM watsonx.governanceAll twenty-eight head-to-head pages and the full AI governance standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.