Data catalogs and governance · Named, not rankedFiddler
Named, too few times to rank.
A product needs 10 labels in a category before a share is stated. Fiddler has 1.
Why models recommend it
“Generally Positive (The Standards): Alation, Collibra, Fiddler, and Microsoft Purview”Qwen 3.7 Flash · Negative question · alternative
What gives them pause
No model argued against it.
Also on the shortlist
The products named in the same answers as Fiddler, over the 1 answer that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 1 | 0 | View → | |
| 1 | 0 | View → | |
| 1 | 0 | View → | |
| 1 | 0 | View → | |
| 1 | 0 | View → | |
| 1 | 0 | View → | |
| 1 | 0 | View → | |
| 1 | 0 | View → | |
| 1 | 0 | View → | |
| 1 | 0 | View → |
A side-by-side page exists where both products are among a category's top eight.
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 →By model
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
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.