How AI answer engines name TrueFoundry
Data through November 1, 2026
Across 1,511 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about AI Infrastructure between May 10, 2026 and November 1, 2026, TrueFoundry was named in 6 (0.4%).
Last 28 days: named in 2 of 1,143 answers in its home categories (0.2%), down 0.1 points from the 28 days before.
By engine
Answers each engine gave to buyer questions about AI Infrastructure, Enterprise AI and AI Security & Privacy, and how many of them named TrueFoundry.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 1 | 869 | 0.1% |
| Claude | 5 | 881 | 0.6% |
| Gemini | 4 | 764 | 0.5% |
| Perplexity | 3 | 852 | 0.4% |
| Google AI Mode | 1 | 146 | 0.7% |
| Google AI Overviews | 1 | 55 | 1.8% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 4 | 518 | 0.8% |
| Ranked list | 3 | 493 | 0.6% |
| Head-to-head | 0 | 501 | 0.0% |
| Is it worth it | 2 | 531 | 0.4% |
| How to choose | 0 | 531 | 0.0% |
| Problem first | 0 | 492 | 0.0% |
| News | 6 | 501 | 1.2% |
Week by week
TrueFoundry was named in at least one answer in 9 of the 19 weeks on record; the latest was the week of October 19, 2026.
Each week's answers to buyer questions about AI Infrastructure, Enterprise AI and AI Security & Privacy, Monday to Sunday, newest first, and how many of them named TrueFoundry. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 0 | 292 | 0.0% | |
| 1 | 296 | 0.3% | |
| 0 | 268 | 0.0% | |
| 1 | 359 | 0.3% | |
| 0 | 336 | 0.0% | |
| 2 | 336 | 0.6% | |
| 0 | 120 | 0.0% | |
| 0 | 344 | 0.0% | |
| 1 | 388 | 0.3% | |
| 4 | 327 | 1.2% | |
| 0 | 48 | 0.0% | |
| 1 | 40 | 2.5% | |
| 0 | 53 | 0.0% | |
| 3 | 52 | 5.8% | |
| 1 | 35 | 2.9% | |
| 1 | 111 | 0.9% | |
| 0 | 111 | 0.0% | |
| 0 | 48 | 0.0% | |
| 0 | 3 | 0.0% |
Named first
When an answer named TrueFoundry alongside another brand in this record, it was named first in 2 of 14 (14.3%).
Named alongside
- Kubernetes: named together in 5 answers
- Databricks: named together in 4 answers
- MLflow: named together in 3 answers
- vLLM: named together in 3 answers
- Braintrust: named together in 2 answers
- CrewAI: named together in 2 answers
- LangChain: named together in 2 answers
- LlamaIndex: named together in 2 answers
Sources the engines cited when they named TrueFoundry
Domains cited in answers that named TrueFoundry, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| truefoundry.com | 14 |
| databricks.com | 5 |
| reddit.com | 4 |
| ibm.com | 3 |
| langchain.com | 3 |
| langfuse.com | 3 |
| microsoft.com | 3 |
| signoz.io | 3 |
| addepto.com | 2 |
| arxiv.org | 2 |
TrueFoundry's own site (truefoundry.io) was cited in 0 of 15 (0.0%).
Across every answer run in the Machine Relations Index, not only the answers that named TrueFoundry, truefoundry.io was cited in 4 of 34,788 (0.01%), by 1 of the 6 engines it observes. The Index is still collecting evidence on truefoundry.io before it grades or ranks it.
Across every AI Infrastructure buyer question, not only the answers that named TrueFoundry, the Machine Relations Index ranks which sources AI engines cite for AI Infrastructure questions.
All categories
| Category | Named | Answers | Rate |
|---|---|---|---|
| AI Infrastructure | 6 | 1,511 | 0.4% |
| Enterprise AI | 6 | 501 | 1.2% |
| AI Security & Privacy | 3 | 1,555 | 0.2% |
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 TrueFoundry?
ChatGPT named TrueFoundry in 1 of 869 answers (0.1%) to buyer questions about AI Infrastructure, Enterprise AI and AI Security & Privacy between May 10, 2026 and November 1, 2026. This record counts a name, not a recommendation: it does not judge whether the answer endorsed TrueFoundry.
Which sources do AI engines cite when they mention TrueFoundry?
The domains cited most often in answers that named TrueFoundry were truefoundry.com (14 answers), databricks.com (5 answers) and reddit.com (4 answers).
Which AI engine names TrueFoundry most often?
Google AI Overviews, at 1.8%: it named TrueFoundry in 1 of 55 answers to buyer questions about AI Infrastructure, Enterprise AI and AI Security & Privacy.