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Compare · ml frameworks

Hugging Face PEFT VS Hugging Face Transformers

As of 30 October 2026, Hugging Face Transformers is named by 449 companies and Hugging Face PEFT by 155; Hugging Face PEFT skews to companies under 200 people (46% vs 45%), Hugging Face Transformers to companies over 1,000 (31% vs 36%).

As of 30 October 2026 · refreshed daily · counts move as websites, DNS and career sites are re-read.

The website-and-DNS footprint is not comparable between a marketing suite and a CRM: Hugging Face PEFT's script and mail records show on hundreds of thousands of small sites, Hugging Face Transformers rarely leaves a trace outside its own apps. Compare on the job-posting numbers; use the footprint for reach.

Hugging Face PEFT: 2–200 employees
46%
Hugging Face Transformers: 2–200 employees
45%
Hugging Face PEFT: 1,000+ employees
36%
Hugging Face Transformers: 1,000+ employees
31%
Postings per company, 90 days
2.8 · 2.2
Website or DNS footprint
0 · 0
155companies name Hugging Face PEFT
449companies name Hugging Face Transformers
73name both
429 · 1,006postings in 90 days, Hugging Face PEFT · Hugging Face Transformers
02Side by side

Who chooses which

Share of each tool's companies in every segment. "Leans" marks a gap of more than two points.

By company size
SegmentHugging Face PEFTshareHugging Face TransformersshareLeans
Self-employed11%164%Hugging Face Transformers
2-10 employees1510%429%even
11-50 employees2415%7617%even
51-200 employees3221%8619%even
201-500 employees1610%4911%even
501-1000 employees117%429%Hugging Face Transformers
1001-5000 employees2919%6615%Hugging Face PEFT
5001-10000 employees117%184%Hugging Face PEFT
10,001+ employees1610%5412%even
By industry
SegmentHugging Face PEFTshareHugging Face TransformersshareLeans
Technology & software10467%26860%Hugging Face PEFT
Business & finance services2415%7416%even
Manufacturing & industry64%337%Hugging Face Transformers
Media & content64%204%even
Public, community & associations53%225%even
Utilities & infrastructure53%82%even
Consumer services & leisure21%133%even
Health care21%10%even
Automotive11%41%even
Commerce & trade––51%outside top 12
Transport, logistics & rental––10%outside top 12
By country
SegmentHugging Face PEFTshareHugging Face TransformersshareLeans
United States10568%28864%Hugging Face PEFT
United Kingdom128%225%Hugging Face PEFT
India75%286%even
Switzerland43%––outside top 12
Sweden43%––outside top 12
Germany32%245%Hugging Face Transformers
Italy32%61%even
France21%102%even
Singapore21%92%even
Australia11%––outside top 12
Canada11%92%even
Cyprus11%––outside top 12
Spain––72%outside top 12
Romania––41%outside top 12
United Arab Emirates––31%outside top 12
Belgium––31%outside top 12
Postings by team (share of each tool's postings)
SegmentHugging Face PEFTshareHugging Face TransformersshareLeans
Data & AI46485%1,10477%Hugging Face PEFT
Software engineering387%1017%even
General management & consulting20%40%even
IT operations & business systems20%232%even
Education & training10%––outside top 12
Research and science10%191%even
Engineering (non-software)––151%outside top 12
Legal, compliance & risk––91%outside top 12
Sales––91%outside top 12
Marketing & communications––50%outside top 12
Product, program & project management––50%outside top 12
Finance & accounting––40%outside top 12
Design & UX––30%outside top 12
Cite this

Quote the sentence with the date and the link. The numbers change daily; the link always shows the current ones.

Hugging Face Transformers is named by 449 companies in job postings and Hugging Face PEFT by 155; 73 name both. (Breaknorm, 30 October 2026, https://breaknorm.co/compare/hugging-face-peft-vs-hugging-face-transformers)
How we know

Read from the source, not self-reported

Every number on this page can be traced to a page we crawled or a posting we read. Full methodology →

  • Job postingsRead hourly from career sites. A tool counts when the employer's own text names it as the team's system; both tools can count for one company.
  • Website and DNSScripts and embeds on the company's pages, plus SPF, DKIM, MX and CNAME records of its domain that point at the vendor.
  • SegmentsCountry, size and industry from the company profile built from its website.
  • Not a reviewNo ratings, prices or feature claims. For those, read the vendors.
FAQ

Hugging Face PEFT vs Hugging Face Transformers: questions

Which is more used, Hugging Face PEFT or Hugging Face Transformers?

By companies naming it in their own job postings, Hugging Face Transformers (449) over Hugging Face PEFT (155). By website-and-DNS footprint, Hugging Face Transformers (0 vs 0), because its scripts and mail records sit on many small company sites.

Who chooses Hugging Face PEFT?

46% of Hugging Face PEFT companies have 2 to 200 employees, against 45% for Hugging Face Transformers. 36% of Hugging Face PEFT companies have over 1,000 employees, against 31% for Hugging Face Transformers.

Do companies run both?

73 companies name both in their postings, usually Hugging Face PEFT in marketing and Hugging Face Transformers in sales, or during a migration.

Where do these numbers come from?

From the employer's own text in job postings read hourly from career sites, and from scripts found on company websites in our crawl. No vendor data, no surveys.

Companies and people

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Every company on either tool,
with the person who owns it

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