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

Gane Index, November 2026 Edition. Named in 4 judge labels across 2 categories by 2 of 14 models. Page: https://www.gane.ai/index/it/vendors/confident-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) | 0% | 44 | 0% | 2 |
| [LLM gateways and observability](https://www.gane.ai/index/it/it-data/llm-gateways-and-observability/index.md) | 0% | 32 | 0% | 2 |

## What the models said for it

- "Choose Confident AI if: You need standardized evaluation across multiple teams" (GLM 4.7 FlashX, AI governance)
- "Option 4: Confident AI + LiteLLM" (GLM 4.7 FlashX, LLM gateways)

## 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 |

## Sources returned with these answers

The sites and pages cited by the answers that named Confident AI, from 10 of the 10 answers that named it (only the models that return a source list).

### Domains cited

- confident-ai.com: 8 (its own site)
- getmaxim.ai: 7
- github.com: 5
- braintrust.dev: 3
- dev.to: 3
- kanerika.com: 3
- orq.ai: 3
- aimultiple.com: 2
- datadoghq.com: 2
- developersdigest.tech: 2

### Pages cited

- https://confident-ai.com/knowledge-base/compare/best-enterprise-llm-observability-tools: 5
- https://getmaxim.ai/articles/top-5-llm-observability-tools-for-enterprises-in-2026.md: 5
- https://getmaxim.ai/articles/top-5-llm-observability-platforms-for-enterprises-in-2026.md: 3
- https://aimultiple.com/ai-governance-tools: 2
- https://braintrust.dev/articles/best-llm-gateways-observability-2026: 2
- https://confident-ai.com/knowledge-base/compare/best-observability-tools-for-startups: 2
- https://firecrawl.dev/blog/best-llm-observability-tools: 2
- https://getmaxim.ai/articles/top-5-llm-observability-platforms-for-2026.md: 2

## In its own words

What Confident AI's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: The AI quality platform built by the creators of DeepEval. It gives engineering, QA, and product teams a single place to evaluate, observe, and improve LLM applications — from prototyping through production. (https://www.confident-ai.com/)
- For: enterprise teams (https://www.confident-ai.com/)
- Price stated: Free $0; Starter $200 / month; Team $2,000 / month; Enterprise Custom pricing (https://www.confident-ai.com/pricing)
- Starting price: 0 (https://www.confident-ai.com/pricing)
- Free plan or trial: Try Now For Free (https://www.confident-ai.com/)
- Integrations claimed: 20 (https://www.confident-ai.com/)
- 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

## What it publishes

Every page confident-ai.com exposes, read 2026-09-29: 1134 addresses. By kind, pages and the last 90 days:

- blog: 62 pages, 7 in the last 90 days, latest 2026-09-25
- case study: 5 pages, 0 in the last 90 days, latest 2026-03-18
- webinar or virtual event: 1 pages, 0 in the last 90 days, latest undated
- report or ebook: 62 pages, 29 in the last 90 days, latest 2026-09-23
- comparison: 65 pages, 15 in the last 90 days, latest 2026-09-22
- glossary or explainer: 2 pages, 0 in the last 90 days, latest 2024-10-29
- Recent: 2026-09-25 blog: Launch week q3 2026 day 5 jev as a judge https://www.confident-ai.com/blog/launch-week-q3-2026-day-5-jev-as-a-judge
- Recent: 2026-09-24 blog: Launch week q3 2026 day 4 customer monitoring https://www.confident-ai.com/blog/launch-week-q3-2026-day-4-customer-monitoring
- Recent: 2026-09-23 blog: Launch week q3 2026 day 3 category correlation https://www.confident-ai.com/blog/launch-week-q3-2026-day-3-category-correlation
- Recent: 2026-09-23 report or ebook: Migrate to langfuse alternative https://www.confident-ai.com/docs/guides/migrate-to-langfuse-alternative
- Recent: 2026-09-23 report or ebook: Migrate to langsmith alternative https://www.confident-ai.com/docs/guides/migrate-to-langsmith-alternative
- Recent: 2026-09-23 report or ebook: Migrate to arize phoenix alternative https://www.confident-ai.com/docs/guides/migrate-to-arize-phoenix-alternative

## 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.