How AI answer engines name MLflow
Data through October 10, 2026
Across 501 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about Enterprise AI between May 10, 2026 and October 10, 2026, MLflow was named in 26 (5.2%).
By engine
Answers each engine gave to buyer questions in the 4 categories where MLflow was named at least 3 times, and how many of them named MLflow.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 12 | 663 | 1.8% |
| Claude | 12 | 675 | 1.8% |
| Gemini | 12 | 675 | 1.8% |
| Perplexity | 6 | 646 | 0.9% |
| Google AI Mode | 8 | 205 | 3.9% |
| Google AI Overviews | 2 | 59 | 3.4% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 7 | 331 | 2.1% |
| Ranked list | 12 | 300 | 4.0% |
| Head-to-head | 0 | 308 | 0.0% |
| Is it worth it | 3 | 344 | 0.9% |
| How to choose | 0 | 352 | 0.0% |
| Problem first | 0 | 298 | 0.0% |
| News | 30 | 990 | 3.0% |
Named first
When an answer named MLflow alongside another brand in this record, it was named first in 1 of 32 (3.1%).
Named alongside
- Databricks: named together in 31 answers
- Cisco: named together in 2 answers
- Landbase: named together in 2 answers
- Glean: named together in 1 answers
- Palo Alto Networks: named together in 1 answers
Sources the engines cited when they named MLflow
Domains cited in answers that named MLflow, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| medium.com | 16 |
| youtube.com | 16 |
| databricks.com | 14 |
| dataforest.ai | 8 |
| reddit.com | 8 |
| signoz.io | 8 |
| dzone.com | 7 |
| langchain.com | 7 |
| microsoft.com | 7 |
| truefoundry.com | 7 |
MLflow's own site (mlflow.org) was cited in 13 of 52 (25.0%).
All categories
| Category | Named | Answers | Rate |
|---|---|---|---|
| Enterprise AI | 26 | 501 | 5.2% |
| AI Infrastructure | 14 | 959 | 1.5% |
| AI Security & Privacy | 8 | 974 | 0.8% |
| Infrastructure & Dev Tools | 4 | 489 | 0.8% |
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 MLflow?
ChatGPT named MLflow in 12 of 663 answers (1.8%) to buyer questions in the 4 categories where MLflow was named at least 3 times between May 10, 2026 and October 10, 2026. This record counts a name, not a recommendation: it does not judge whether the answer endorsed MLflow.
Which sources do AI engines cite when they mention MLflow?
The domains cited most often in answers that named MLflow were medium.com (16 answers), youtube.com (16 answers) and databricks.com (14 answers).
Which AI engine names MLflow most often?
Google AI Mode, at 3.9%: it named MLflow in 8 of 205 answers to buyer questions in the 4 categories where MLflow was named at least 3 times.