How AI answer engines name Traceloop
Data through October 26, 2026
Across 1,376 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about AI Infrastructure between May 10, 2026 and October 26, 2026, Traceloop was named in 19 (1.4%).
Last 28 days: named in 4 of 636 answers in its home categories (0.6%), down 1.8 points from the 28 days before.
By engine
Answers each engine gave to buyer questions about AI Infrastructure, and how many of them named Traceloop.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 0 | 340 | 0.0% |
| Claude | 5 | 347 | 1.4% |
| Gemini | 8 | 311 | 2.6% |
| Perplexity | 6 | 347 | 1.7% |
| Google AI Mode | 0 | 18 | 0.0% |
| Google AI Overviews | 0 | 13 | 0.0% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 0 | 212 | 0.0% |
| Ranked list | 19 | 234 | 8.1% |
| Head-to-head | 0 | 234 | 0.0% |
| Is it worth it | 0 | 232 | 0.0% |
| How to choose | 0 | 232 | 0.0% |
| Problem first | 0 | 232 | 0.0% |
Week by week
Traceloop was named in at least one answer in 8 of the 8 weeks on record; the latest was the week of October 19, 2026.
Each week's answers to buyer questions about AI Infrastructure, Monday to Sunday, newest first, and how many of them named Traceloop. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 1 | 140 | 0.7% | |
| 1 | 179 | 0.6% | |
| 1 | 180 | 0.6% | |
| 1 | 168 | 0.6% | |
| 4 | 168 | 2.4% | |
| 4 | 157 | 2.5% | |
| 5 | 196 | 2.6% | |
| 2 | 188 | 1.1% |
Named first
When an answer named Traceloop alongside another brand in this record, it was named first in 0 of 19 (0.0%).
Named alongside
- Langfuse: named together in 19 answers
- LangChain: named together in 18 answers
- LlamaIndex: named together in 11 answers
- Dynatrace: named together in 9 answers
- Pinecone: named together in 8 answers
- Weaviate: named together in 8 answers
- MLflow: named together in 6 answers
- Braintrust: named together in 5 answers
Sources the engines cited when they named Traceloop
Domains cited in answers that named Traceloop, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| mlflow.org | 11 |
| langchain.com | 10 |
| signoz.io | 10 |
| braintrust.dev | 7 |
| confident-ai.com | 7 |
| langfuse.com | 6 |
| dev.to | 5 |
| openobserve.ai | 5 |
| medium.com | 4 |
| dynatrace.com | 3 |
Traceloop's own site (traceloop.com) was cited in 6 of 19 (31.6%).
Across every answer run in the Machine Relations Index, not only the answers that named Traceloop, traceloop.com was cited in 7 of 31,629 (0.02%), by 2 of the 6 engines it observes. The Index is still collecting evidence on traceloop.com before it grades or ranks it.
Across every AI Infrastructure buyer question, not only the answers that named Traceloop, the Machine Relations Index ranks which sources AI engines cite for AI Infrastructure questions.
How this is measured
Names are matched case-sensitively from each brand's own homepage title, in answers stored by the Machine Relations Index. Only derived counts are published here; no answer text is.
A brand appears only once it has been named in at least 10 answers on 7 separate days.
A name match counts a mention. It does not count a recommendation, and it does not measure sentiment.
Categories are the Index's buyer-question categories.
Source: Machine Relations Index.
FAQ
Does ChatGPT recommend Traceloop?
ChatGPT did not name Traceloop in any of its 340 answers to buyer questions about AI Infrastructure between May 10, 2026 and October 26, 2026.
Which sources do AI engines cite when they mention Traceloop?
The domains cited most often in answers that named Traceloop were mlflow.org (11 answers), langchain.com (10 answers) and signoz.io (10 answers).
Which AI engine names Traceloop most often?
Gemini, at 2.6%: it named Traceloop in 8 of 311 answers to buyer questions about AI Infrastructure.