2 categories · Named, not rankedConfident AI
Confident AI is an evaluation-first LLM observability platform for enterprise teams · confident-ai.com ↗
Named, too few times to rank.
A product needs 10 labels in a category before a share is stated. Confident AI has 4.
Why models recommend it
“Choose Confident AI if: You need standardized evaluation across multiple teams”GLM 4.7 FlashX · Comparative question · alternative
“Option 4: Confident AI + LiteLLM”GLM 4.7 FlashX · Paraphrase question · alternative
What gives them pause
No model argued against it.
Also on the shortlist
The products named in the same answers as Confident AI, over the 10 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 7 | 2 | View → | |
| 5 | 4 | View → | |
| 5 | 2 | View → | |
| 4 | 0 | View → | |
| 3 | 0 | View → | |
| 2 | 2 | View → | |
| 2 | 1 | View → | |
| 2 | 1 | View → | |
| 2 | 0 | View → | |
| 2 | 0 | View → |
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Confident AI's own site, not checked by Gane.
- For
- enterprise teams
- Price stated
- Free $0; Starter $200 / month; Team $2,000 / month; Enterprise Custom pricing
- Starting price
- 0
- Free plan or trial
- Try Now For Free
- Integrations
- 20
- Certifications
- SOC 2 Type II, HIPAA, GDPR
- Hosting
- On-prem, AWS, Azure, GCP, Multi-region residency, us_west_1, us_east_1, eu_central_1
- Customers named
- RLDatix, Finom, Amdocs, Humach, Supernormal
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 10 of the 10 answers that named Confident AI and are not a share of its labels.
Domains cited
Thirty of the thirty-eight domain citations in answers naming Confident 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 | 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 | 2 | 0 | 2 |
| 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 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 0 | 2 |
| 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 | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Comparison | 65 | 15 | 2026-09-22 | Observability | |
| Blog | 62 | 7 | 2026-09-25 | ||
| Report or ebook | 62 | 29 | 2026-09-23 | ||
| Case study | 5 | 0 | 2026-03-18 | ||
| Glossary or explainer | 2 | 0 | 2024-10-29 | ||
| Webinar or virtual event | 1 | undated |
Most recent
- 2026-09-25Launch week q3 2026 day 5 jev as a judge blog
- 2026-09-24Launch week q3 2026 day 4 customer monitoring blog
- 2026-09-23Launch week q3 2026 day 3 category correlation blog
- 2026-09-23Migrate to langfuse alternative report or ebook
- 2026-09-23Migrate to langsmith alternative report or ebook
- 2026-09-23Migrate to arize phoenix alternative report or ebook
How it is countedHide how it is counted
Every page confident-ai.com 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 September 29, 2026.