# Astera: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/it/vendors/astera

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data quality and observability](https://www.gane.ai/index/it/it-data/data-quality-and-observability/index.md) | 0% | 51 | 0% | 1 |

## What the models said for it

- "Best if budget < $40k/year | Astera or Data Ladder" (Grok 4.20, Data observability)

## 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 | 1 | 0 | 0 | 1 |
| 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 | 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 |

## Sources returned with these answers

The sites and pages cited by the answers that named Astera, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- astera.com: 2 (its own site)
- apiboost.com: 1
- costbench.com: 1
- devopsschool.com: 1
- digitalapi.ai: 1
- g2.com: 1
- integrate.io: 1
- pickmysoft.com: 1
- pilotstack.online: 1
- slashdot.org: 1

### Pages cited

- https://apiboost.com/post/best-api-management-tools: 1
- https://astera.com/type/blog/api-management-tools: 1
- https://astera.com/type/blog/data-quality-tools: 1
- https://costbench.com/software/api-management/compare-all: 1
- https://devopsschool.com/blog/top-10-api-management-platforms-in-2025-features-pros-cons-comparison: 1
- https://digitalapi.ai/blogs/api-management-cost: 1
- https://digitalapi.ai/blogs/api-management-tools-and-platforms: 1
- https://g2.com/categories/api-platforms/small-business: 1

## 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.