Breaknorm
Sign inStart free

Product

SignalsPeopleCompaniesLocal businessesMCP and API

Plays

Post engagersTeam build-outChampion movedHiring surgeNewly fundedLookalikesAll plays

Data

Coverage by countryHiring dataJob changesEmail verificationCompanies by toolWho is hiringMarket mapsOutboundCompany profilesCompare
PricingDatasetsDocsSign in
Compare · ml frameworks

Hugging Face PEFT VS ONNX

As of 30 October 2026, ONNX is named by 326 companies and Hugging Face PEFT by 155; Hugging Face PEFT skews to companies under 200 people (46% vs 55%), ONNX to companies over 1,000 (23% 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, ONNX 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%
ONNX: 2–200 employees
55%
Hugging Face PEFT: 1,000+ employees
36%
ONNX: 1,000+ employees
23%
Postings per company, 90 days
2.8 · 2.2
Website or DNS footprint
0 · 0
155companies name Hugging Face PEFT
326companies name ONNX
15name both
429 · 713postings in 90 days, Hugging Face PEFT · ONNX
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 PEFTshareONNXshareLeans
Self-employed11%82%even
2-10 employees1510%4413%ONNX
11-50 employees2415%6921%ONNX
51-200 employees3221%6520%even
201-500 employees1610%3912%even
501-1000 employees117%258%even
1001-5000 employees2919%3210%Hugging Face PEFT
5001-10000 employees117%103%Hugging Face PEFT
10,001+ employees1610%3410%even
By industry
SegmentHugging Face PEFTshareONNXshareLeans
Technology & software10467%16250%Hugging Face PEFT
Business & finance services2415%268%Hugging Face PEFT
Manufacturing & industry64%8626%ONNX
Media & content64%93%even
Public, community & associations53%113%even
Utilities & infrastructure53%41%even
Consumer services & leisure21%72%even
Health care21%31%even
Automotive11%82%even
Commerce & trade––41%outside top 12
Property & construction––31%outside top 12
Transport, logistics & rental––31%outside top 12
By country
SegmentHugging Face PEFTshareONNXshareLeans
United States10568%20563%Hugging Face PEFT
United Kingdom128%186%Hugging Face PEFT
India75%103%even
Switzerland43%––outside top 12
Sweden43%––outside top 12
Germany32%155%ONNX
Italy32%31%even
France21%62%even
Singapore21%41%even
Australia11%52%even
Canada11%93%ONNX
Cyprus11%––outside top 12
Spain––72%outside top 12
United Arab Emirates––52%outside top 12
Poland––41%outside top 12
Postings by team (share of each tool's postings)
SegmentHugging Face PEFTshareONNXshareLeans
Data & AI46485%60564%Hugging Face PEFT
Software engineering387%13214%ONNX
General management & consulting20%––outside top 12
IT operations & business systems20%707%ONNX
Education & training10%––outside top 12
Research and science10%20%even
Engineering (non-software)––374%outside top 12
Product, program & project management––111%outside top 12
Sales––101%outside top 12
Customer service & success––10%outside top 12
Unclassified––10%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.

ONNX is named by 326 companies in job postings and Hugging Face PEFT by 155; 15 name both. (Breaknorm, 30 October 2026, https://breaknorm.co/compare/hugging-face-peft-vs-onnx)
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 ONNX: questions

Which is more used, Hugging Face PEFT or ONNX?

By companies naming it in their own job postings, ONNX (326) over Hugging Face PEFT (155). By website-and-DNS footprint, ONNX (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 55% for ONNX. 36% of Hugging Face PEFT companies have over 1,000 employees, against 23% for ONNX.

Do companies run both?

15 companies name both in their postings, usually Hugging Face PEFT in marketing and ONNX 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

Get either list your way

The same data as a search, over MCP and the API, as bulk files, or pushed to you as it changes.

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

Filter on Hugging Face PEFT or ONNX. Start free, no card.

  1. 01Sign up, no card
  2. 02Connect Claude, ChatGPT or an API key
  3. 03Ask for your market