# Lightstep: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 10 judge labels across 3 categories by 6 of 14 models. Page: https://www.gane.ai/index/it/vendors/lightstep

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Observability platforms](https://www.gane.ai/index/it/operations/observability-platforms/index.md) | 0% | 17 | 0% | 6 |
| [Application performance monitoring](https://www.gane.ai/index/it/operations/application-performance-monitoring/index.md) | 0% | 29 | 0% | 2 |
| [Telemetry pipelines](https://www.gane.ai/index/it/operations/telemetry-pipelines/index.md) | 0% | 32 | 0% | 2 |

## What the models said for it

- "simpler APMs like Honeycomb or Lightstep that scale more linearly with usage" (Qwen 3.7 Flash, APM)
- "now part of ServiceNow — good for complex distributed tracing" (DeepSeek V4 Flash, APM)
- "The "High Volume/Complexity" Choice: Honeycomb or Lightstep" (Qwen 3.7 Flash, Telemetry pipelines)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| 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 | 1 | 0 | 1 |
| Mistral Small | 0 | 0 | 3 | 0 | 3 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 2 | 1 | 0 | 3 |
| 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 Lightstep, from 11 of the 21 answers that named it (only the models that return a source list).

### Domains cited

- github.com: 3
- graphapp.ai: 3
- logz.io: 3
- research.oz.spotlightar.com: 3
- dotcom-monitor.com: 2
- idle-ti.me: 2
- instatus.com: 2
- manageengine.com: 2
- openobserve.ai: 2
- reddit.com: 2

### Pages cited

- https://graphapp.ai/blog/top-observability-platforms-a-comprehensive-guide-for-2024: 3
- https://research.oz.spotlightar.com/reports/magic-quadrant-observability-platforms-2024/leaders: 3
- https://dotcom-monitor.com/blog/application-performance-monitoring-tools: 2
- https://idle-ti.me/awesome-performance-engineering/observability-tools: 2
- https://instatus.com/blog/apm-tools: 2
- https://logz.io/learn/observability-tools-platforms-guide: 2
- https://manageengine.com/it-operations-management/application-observability/apm-tools-comparison.html: 2
- https://aptosolutions.co.uk/lp/the-telemetry-pipeline-playbook-whitepaper: 1

## What it publishes

Every page lightstep.com exposes, read 2026-09-29: 10 addresses. By kind, pages and the last 90 days:


## 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.