# Telegraf: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 1 category by 4 of 14 models. Page: https://www.gane.ai/index/it/vendors/telegraf

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Telemetry pipelines](https://www.gane.ai/index/it/operations/telemetry-pipelines/index.md) | 0% | 21 | 0% | 5 |

## What the models said for it

- "Other options include Telegraf, syslog-ng, Edge Delta, and Vector." (Llama 4 Maverick, Telemetry pipelines)
- "Heavy metric collection with InfluxDB? → Telegraf" (MiniMax M2.5, Telemetry pipelines)

## 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 | 1 | 0 | 1 |
| 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 | 1 | 0 | 0 | 1 |
| 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 | 1 | 1 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Telegraf, from 8 of the 9 answers that named it (only the models that return a source list).

### Domains cited

- thegeeksclub.com: 5
- middleware.io: 4
- algoramming.com: 3
- nxlog.co: 3
- sourceforge.net: 3
- coralogix.com: 2
- cribl.io: 2
- expanso.io: 2
- gane.ai/index: 2
- mezmo.com: 2

### Pages cited

- https://thegeeksclub.com/best/telemetry-pipeline-software: 5
- https://middleware.io/blog/opentelemetry-tools: 4
- https://algoramming.com/blogs/observability-startups-opentelemetry-budget: 3
- https://sourceforge.net/software/telemetry-pipelines: 3
- https://coralogix.com/guides/observability/observability-platforms: 2
- https://modelsagree.com/best/best-telemetry-pipeline-for-observability-cost-control: 2
- https://openobserve.ai/blog/best-telemetry-agents: 2
- https://opentelemetry.io/: 2

## 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.