# Fiddler AI: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 20 judge labels across 1 category by 10 of 14 models. Page: https://www.gane.ai/index/it/vendors/fiddler-ai

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [AI governance platforms](https://www.gane.ai/index/it/it-data/ai-governance-platforms/index.md) | 2% | 12 | 5% | 20 |

## What the models said for it

- "Best Choice: Openlayer or Fiddler AI" (MiniMax M2.5, AI governance)
- "Choose Fiddler or Arize when the immediate problem is production monitoring, LLM evaluation, tracing, or agent observability." (Perplexity Sonar, AI governance)
- "Choose Fiddler AI if your team needs deep technical insights into model behavior, drift, and explainability during production." (Qwen 3.7 Flash, AI governance)
- "Choose a Model Observability platform (Fiddler, Arthur) if your primary challenge is real-time production monitoring" (Gemini 3.5 Flash, AI governance)

## And against it

- "Both have high negative rates (17% and 16% respectively), which may reflect issues with functionality, support, or integration." (Mistral Small, AI governance)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 3 | 0 | 0 | 3 |
| Perplexity Sonar | 0 | 3 | 0 | 0 | 3 |
| Grok 4.20 | 0 | 2 | 1 | 0 | 3 |
| Mistral Small | 0 | 0 | 1 | 1 | 2 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 2 | 0 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 1 | 1 | 0 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 1 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named Fiddler AI, from 62 of the 69 answers that named it (only the models that return a source list).

### Domains cited

- superblocks.com: 30
- aimultiple.com: 21
- strac.io: 17
- upguard.com: 17
- github.com: 16
- gartner.com: 15
- zapier.com: 15
- decube.io: 12
- aicompliancevendors.com: 11
- bigid.com: 11

### Pages cited

- https://superblocks.com/blog/ai-governance-solutions: 23
- https://aimultiple.com/ai-governance-tools: 21
- https://strac.io/blog/best-ai-governance-tools-and-software: 17
- https://upguard.com/blog/best-ai-governance-platforms: 17
- https://superblocks.com/blog/ai-governance-platform: 16
- https://zapier.com/blog/ai-governance-tools: 15
- https://gartner.com/reviews/market/ai-governance-platforms: 14
- https://decube.io/post/ai-governance-tools: 12

## In its own words

What Fiddler AI's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: The AI Control Plane for enterprises (https://fiddler.ai/)
- For: Enterprise teams evaluating Fiddler for agentic and predictive AI deployments (https://fiddler.ai/)
- Price stated: The Free plan includes real-time guardrails powered by Fiddler Centor Models at under 80ms latency. The Developer plan is usage-based at $0.002 per trace. The Enterprise plan adds enterprise-grade guardrails, flexible deployment (SaaS, VPC, or on-premises), infrastructure scalability, and white-glove support with a named Customer Success Manager and customized onboarding. (https://fiddler.ai/)
- Starting price: 0.002 (https://fiddler.ai/)
- Free plan or trial: The Free plan includes real-time guardrails powered by Fiddler Centor Models at under 80ms latency. (https://fiddler.ai/)
- Certifications: SOC 2 Type II, HIPAA
- Hosting: SaaS, VPC, on-premises, AWS GovCloud, any secure cloud environment (VPC), air-gapped
- Customers named: Nielsen, Integral Ad Science

## What it publishes

Every page fiddler.ai exposes, read 2026-10-05: 1076 addresses. By kind, pages and the last 90 days:

- blog: 313 pages, 90 in the last 90 days, latest 2026-10-01
- case study: 10 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 42 pages, 6 in the last 90 days, latest 2026-10-01
- conference or event: 10 pages, 4 in the last 90 days, latest 2026-10-01
- report or ebook: 12 pages, 0 in the last 90 days, latest undated
- comparison: 14 pages, 6 in the last 90 days, latest 2026-10-01
- template or tool: 2 pages, 0 in the last 90 days, latest 2026-05-12
- glossary or explainer: 23 pages, 5 in the last 90 days, latest 2026-10-01
- podcast or video: 40 pages, 31 in the last 90 days, latest 2026-10-01
- news or press: 3 pages, 0 in the last 90 days, latest undated
- Recent: 2026-10-01 blog: 3 benefits of model monitoring and explainable ai before deployment https://www.fiddler.ai/blog/3-benefits-of-model-monitoring-and-explainable-ai-before-deployment
- Recent: 2026-10-01 blog: 5 things to know about ml model performance https://www.fiddler.ai/blog/5-things-to-know-about-ml-model-performance
- Recent: 2026-10-01 blog: 91 percent of ml models degrade over time https://www.fiddler.ai/blog/91-percent-of-ml-models-degrade-over-time
- Recent: 2026-10-01 blog: A maturity model for ai ethics https://www.fiddler.ai/blog/a-maturity-model-for-ai-ethics
- Recent: 2026-10-01 blog: A practical guide to adversarial robustness https://www.fiddler.ai/blog/a-practical-guide-to-adversarial-robustness
- Recent: 2026-10-01 blog: Accelerating the production of ai solutions with fiddler and databricks integration https://www.fiddler.ai/blog/accelerating-the-production-of-ai-solutions-with-fiddler-and-databricks-integration

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.