How AI answer engines name Hugging Face
Data through November 8, 2026
Across 1,630 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about AI Infrastructure between May 10, 2026 and November 8, 2026, Hugging Face was named in 80 (4.9%).
By engine
Answers each engine gave to buyer questions in the 5 categories where Hugging Face was named at least 3 times, and how many of them named Hugging Face.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 35 | 1,420 | 2.5% |
| Claude | 11 | 1,436 | 0.8% |
| Gemini | 72 | 1,249 | 5.8% |
| Perplexity | 13 | 1,407 | 0.9% |
| Google AI Mode | 6 | 279 | 2.2% |
| Google AI Overviews | 5 | 102 | 4.9% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 68 | 815 | 8.3% |
| Ranked list | 18 | 769 | 2.3% |
| Head-to-head | 1 | 809 | 0.1% |
| Is it worth it | 8 | 851 | 0.9% |
| How to choose | 21 | 827 | 2.5% |
| Problem first | 4 | 832 | 0.5% |
| News | 22 | 990 | 2.2% |
Week by week
Hugging Face was named in at least one answer in 18 of the 20 weeks on record; the latest was the week of November 2, 2026.
Each week's answers to buyer questions in the 5 categories where Hugging Face was named at least 3 times, Monday to Sunday, newest first, and how many of them named Hugging Face. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 6 | 328 | 1.8% | |
| 3 | 463 | 0.6% | |
| 8 | 467 | 1.7% | |
| 12 | 415 | 2.9% | |
| 18 | 419 | 4.3% | |
| 15 | 504 | 3.0% | |
| 11 | 504 | 2.2% | |
| 3 | 232 | 1.3% | |
| 9 | 504 | 1.8% | |
| 24 | 568 | 4.2% | |
| 11 | 499 | 2.2% | |
| 4 | 96 | 4.2% | |
| 0 | 80 | 0.0% | |
| 3 | 105 | 2.9% | |
| 1 | 97 | 1.0% | |
| 2 | 65 | 3.1% | |
| 2 | 223 | 0.9% | |
| 5 | 222 | 2.3% | |
| 5 | 96 | 5.2% | |
| 0 | 6 | 0.0% |
Named first
When an answer named Hugging Face alongside another brand in this record, it was named first in 15 of 134 (11.2%).
Named alongside
Other sources the engines cited when they named Hugging Face
Domains other than Hugging Face's own sites, ranked by the number of answers that named Hugging Face and cited each domain. Own-site citations are shown separately below.
| Domain | Answers |
|---|---|
| medium.com | 25 |
| github.com | 23 |
| arxiv.org | 20 |
| youtube.com | 17 |
| huggingface.co | 14 |
| deploybase.ai | 11 |
| spheron.network | 11 |
| bentoml.com | 8 |
| microsoft.com | 8 |
| reddit.com | 8 |
Hugging Face's own site (hugging-face.cn) was cited in 3 of 143 (2.1%).
Across every answer run in the Machine Relations Index, not only the answers that named Hugging Face, hugging-face.cn was cited in 3 of 37,536 (0.01%), by 1 of the 6 engines it observes. The Index is still collecting evidence on hugging-face.cn before it grades or ranks it.
Across every AI Infrastructure buyer question, not only the answers that named Hugging Face, the Machine Relations Index ranks which sources AI engines cite for AI Infrastructure questions.
All categories
| Category | Named | Answers | Rate |
|---|---|---|---|
| AI Infrastructure | 80 | 1,630 | 4.9% |
| AI Security & Privacy | 37 | 1,622 | 2.3% |
| Enterprise AI | 19 | 501 | 3.8% |
| AI Visibility & GEO | 3 | 1,651 | 0.2% |
| Infrastructure & Dev Tools | 3 | 489 | 0.6% |
| Deep Tech & Hardware | 1 | 1,573 | 0.1% |
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.
Window-to-window brand movement is unmeasured. The stored counts do not establish unchanged prompts, collection instruments and sampling weights across periods. Historical counts and weekly rows are descriptive, not a matched trend.
Source: Machine Relations Index.
FAQ
Does ChatGPT recommend Hugging Face?
ChatGPT named Hugging Face in 35 of 1,420 answers (2.5%) to buyer questions in the 5 categories where Hugging Face was named at least 3 times between May 10, 2026 and November 8, 2026. This record counts a name, not a recommendation: it does not judge whether the answer endorsed Hugging Face.
Which sources do AI engines cite when they mention Hugging Face?
Excluding Hugging Face's own sites, the domains cited most often in answers that named Hugging Face were medium.com (25 answers), github.com (23 answers) and arxiv.org (20 answers). Hugging Face's own site (hugging-face.cn) was cited in 3 of 143 (2.1%).
Which AI engine names Hugging Face most often?
Gemini, at 5.8%: it named Hugging Face in 72 of 1,249 answers to buyer questions in the 5 categories where Hugging Face was named at least 3 times.