AI governance platforms · RankedFiddler AI
Fiddler AI is a model observability and governance platform from Fiddler · fiddler.ai ↗
Read the same way at every company size.
The standing depends on who is buying. Every model is asked the same questions for each company size.
Strac is first at 43%.
Credo AI is first at 19%. 0 of 14 models made it the first choice when asked directly.
IBM watsonx.governance is first at 29%.
Why models recommend it
“Best Choice: Openlayer or Fiddler AI”MiniMax M2.5 · Budget-constrained question · first choice
“Choose Fiddler or Arize when the immediate problem is production monitoring, LLM evaluation, tracing, or agent observability.”Perplexity Sonar · Comparative question · alternative
“Choose Fiddler AI if your team needs deep technical insights into model behavior, drift, and explainability during production.”Qwen 3.7 Flash · Comparative question · alternative
“Choose a Model Observability platform (Fiddler, Arthur) if your primary challenge is real-time production monitoring”Gemini 3.5 Flash · Comparative question · alternative
What gives them pause
“Both have high negative rates (17% and 16% respectively), which may reflect issues with functionality, support, or integration.”Mistral Small · Negative question · warning
Also on the shortlist
The products named in the same answers as Fiddler AI, over the 69 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 51 | 22 | Compare → | |
| 41 | 3 | Compare → | |
| 41 | 1 | View → | |
| 40 | 4 | Compare → | |
| 29 | 0 | Compare → | |
| 20 | 0 | View → | |
| 20 | 0 | View → | |
| 15 | 9 | Compare → | |
| 10 | 0 | View → | |
| 9 | 0 | View → |
What the models named instead of Fiddler AI →
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Fiddler AI's own site, not checked by Gane.
- For
- Enterprise teams evaluating Fiddler for agentic and predictive AI deployments
- 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.
- Starting price
- 0.002
- Free plan or trial
- The Free plan includes real-time guardrails powered by Fiddler Centor Models at under 80ms latency.
- 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
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 62 of the 69 answers that named Fiddler AI and are not a share of its labels.
Domains cited
165 of the 165 domain citations in answers naming Fiddler AI came from a third party's page.
Pages cited
Pages are listed as the models cited them.
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 |
What it publishes
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 313 | 90 | 2026-10-01 | Observability, APM | |
| Webinar or virtual event | 42 | 6 | 2026-10-01 | GRC, Observability | |
| Podcast or video | 40 | 31 | 2026-10-01 | GRC | |
| Glossary or explainer | 23 | 5 | 2026-10-01 | ||
| Comparison | 14 | 6 | 2026-10-01 | ||
| Report or ebook | 12 | undated | |||
| Case study | 10 | undated | |||
| Conference or event | 10 | 4 | 2026-10-01 | ||
| News or press | 3 | undated | |||
| Template or tool | 2 | 0 | 2026-05-12 |
Most recent
- 2026-10-013 benefits of model monitoring and explainable ai before deployment blog
- 2026-10-015 things to know about ml model performance blog
- 2026-10-0191 percent of ml models degrade over time blog
- 2026-10-01A maturity model for ai ethics blog
- 2026-10-01A practical guide to adversarial robustness blog
- 2026-10-01Accelerating the production of ai solutions with fiddler and databricks integration blog
How it is countedHide how it is counted
Every page fiddler.ai exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read October 5, 2026.