# OpenCensus: 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/opencensus

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Telemetry pipelines](https://www.gane.ai/index/it/operations/telemetry-pipelines/index.md) | 0% | 97 | 100% | 1 |

## And against it

- "Avoid: Any new work. OpenCensus compatibility is now deprecated in OpenTelemetry specs." (DeepSeek V4 Flash, 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 | 0 | 0 | 0 |
| 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 | 1 | 1 |
| 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 OpenCensus, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- acikerisim.ikcu.edu.tr: 1
- apica.io: 1
- blog.kjamistan.com: 1
- chronosphere.io: 1
- cloudraft.io: 1
- datenschutz-berlin.de: 1
- dev.to: 1
- f5.com: 1
- github.com: 1
- hubble.com: 1

### Pages cited

- https://acikerisim.ikcu.edu.tr/dosyalar/cengizhan-oner-donem-projesi_66d9594458610.pdf: 1
- https://apica.io/compliance-and-security: 1
- https://blog.kjamistan.com/spying-on-your-agents-a-privacy-and-security-focused-guide.html: 1
- https://chronosphere.io/wp-content/uploads/2024/06/Chronosphere-Telemetry-Pipeline-Technical-Brief.pdf: 1
- https://cloudraft.io/blog/implement-compliance-first-observability-opentelemetry: 1
- https://datenschutz-berlin.de/fileadmin/user_upload/pdf/publikationen/berlin-group/2023/20230608_IWGDPT-WP_Telemetry-Diagnostic-Data.pdf: 1
- https://dev.to/corporateone/telemetry-with-purpose-observability-that-respects-user-privacy-5484: 1
- https://dev.to/devhelm/distributed-tracing-101-the-mental-model-the-standards-and-your-first-pipeline-ga6: 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.