3 categories · RankedLightstep
Lightstep is an observability platform for application performance monitoring and infrastructure monitoring · lightstep.com ↗
Why models recommend it
“simpler APMs like Honeycomb or Lightstep that scale more linearly with usage”Qwen 3.7 Flash · Negative question · alternative
“now part of ServiceNow — good for complex distributed tracing”DeepSeek V4 Flash · Negative question · alternative
“The "High Volume/Complexity" Choice: Honeycomb or Lightstep”Qwen 3.7 Flash · Direct question · alternative
What gives them pause
No model argued against it.
Also on the shortlist
The products named in the same answers as Lightstep, over the 21 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 19 | 3 | View → | |
| 14 | 2 | View → | |
| 13 | 0 | View → | |
| 12 | 1 | View → | |
| 11 | 0 | View → | |
| 9 | 1 | View → | |
| 9 | 0 | View → | |
| 8 | 1 | View → | |
| 7 | 3 | View → | |
| 6 | 2 | View → |
A side-by-side page exists where both products are among a category's top eight.
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 11 of the 21 answers that named Lightstep and are not a share of its labels.
Domains cited
Twenty-four of the twenty-four domain citations in answers naming Lightstep came from a third party's page.
Pages cited
Pages are listed as the models cited them.
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 |