# Kibana: how AI models rank it, October 2026

IT AI Recommendation Index, October 2026 Edition. Named in 2 judge labels across 2 categories by 2 of 14 models. Page: https://it-ai-index.com/vendors/kibana/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Infrastructure monitoring | 0% | 66 | 100% | 1 |
| Telemetry pipelines | 0% | 97 | 0% | 1 |

## And against it

- "Elastic/Kibana (historical licensing pivots)" (Gemini 3.5 Flash, Infra monitoring)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat. A larger change is movement; a smaller one is noise.

- Infrastructure monitoring: 0% to 0%, ±0. New · not ranked in September 2026 · rank 66 of 79.
- Telemetry pipelines: 0% to 0%, ±0. New · not ranked in September 2026 · rank 97 of 124.

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, October 2026 Edition, it-ai-index.com.