# Apica Ascent: 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/apica-ascent

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Observability platforms](https://www.gane.ai/index/it/operations/observability-platforms/index.md) | 0% | 26 | 0% | 1 |

## What the models said for it

- "Has a free plan up to 1 TB/month and is designed to reduce ingest costs" (Mistral Small, 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 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| 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 Apica Ascent, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- apica.io: 2 (its own site)
- atatus.com: 2
- dotcom-monitor.com: 2
- datamation.com: 1
- g2.com: 1
- groundcover.com: 1
- reddit.com: 1

### Pages cited

- https://apica.io/blog/how-to-choose-the-best-observability-tools: 2
- https://atatus.com/blog/observability-software-tools: 2
- https://dotcom-monitor.com/blog/best-observability-tools: 2
- https://datamation.com/big-data/data-observability-tools: 1
- https://g2.com/categories/data-observability/small-business: 1
- https://groundcover.com/guides/observability-platforms-cost-predictability: 1
- https://reddit.com/r/Observability/comments/1plqnec/best_observabilty_platform: 1

## What it publishes

Every page apica.io exposes, read 2026-10-05: 1830 addresses. By kind, pages and the last 90 days:

- blog: 479 pages, 5 in the last 90 days, latest 2026-09-01
- case study: 1 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 2 pages, 0 in the last 90 days, latest 2022-02-04
- conference or event: 13 pages, 0 in the last 90 days, latest 2026-05-07
- report or ebook: 1 pages, 0 in the last 90 days, latest undated
- comparison: 12 pages, 0 in the last 90 days, latest 2025-08-06
- template or tool: 6 pages, 0 in the last 90 days, latest 2026-02-14
- glossary or explainer: 9 pages, 0 in the last 90 days, latest 2025-05-19
- podcast or video: 1 pages, 0 in the last 90 days, latest 2025-01-27
- news or press: 121 pages, 5 in the last 90 days, latest 2026-09-09
- Recent: 2026-09-09 news or press: Apica launches ascent 3 0 with ai assisted governance for telemetry https://www.apica.io/news/apica-launches-ascent-3-0-with-ai-assisted-governance-for-telemetry
- Recent: 2026-09-08 news or press: Apica adds ai agents and mcp server to platform for managing telemetry data https://www.apica.io/news/apica-adds-ai-agents-and-mcp-server-to-platform-for-managing-telemetry-data
- Recent: 2026-09-01 blog: 22 https://www.apica.io/blog/2026/09/22/
- Recent: 2026-09-01 blog: 09 https://www.apica.io/blog/2026/09/09/
- Recent: 2026-09-01 blog: 08 https://www.apica.io/blog/2026/09/08/
- Recent: 2026-08-01 blog: 25 https://www.apica.io/blog/2026/08/25/

## 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.