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Compare · ml frameworks

NLTK VS spaCy

As of 30 October 2026, spaCy is named by 141 companies and NLTK by 108; NLTK skews to companies under 200 people (47% vs 51%), spaCy to companies over 1,000 (26% vs 35%).

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: NLTK's script and mail records show on hundreds of thousands of small sites, spaCy rarely leaves a trace outside its own apps. Compare on the job-posting numbers; use the footprint for reach.

NLTK: 2–200 employees
47%
spaCy: 2–200 employees
51%
NLTK: 1,000+ employees
35%
spaCy: 1,000+ employees
26%
Postings per company, 90 days
2.1 · 2.1
Website or DNS footprint
0 · 0
108companies name NLTK
141companies name spaCy
146name both
228 · 298postings in 90 days, NLTK · spaCy
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
SegmentNLTKsharespaCyshareLeans
Self-employed22%21%even
2-10 employees55%118%spaCy
11-50 employees2725%3323%even
51-200 employees1918%2820%spaCy
201-500 employees109%2014%spaCy
501-1000 employees76%107%even
1001-5000 employees1918%2216%even
5001-10000 employees76%64%NLTK
10,001+ employees1211%96%NLTK
By industry
SegmentNLTKsharespaCyshareLeans
Technology & software6459%10071%spaCy
Business & finance services2119%2115%NLTK
Manufacturing & industry98%86%NLTK
Consumer services & leisure76%54%NLTK
Public, community & associations22%21%even
Health care22%32%even
Automotive11%11%even
Commerce & trade11%––outside top 12
Utilities & infrastructure11%11%even
By country
SegmentNLTKsharespaCyshareLeans
United States7670%9870%even
United Kingdom87%107%even
Germany44%75%even
Switzerland33%11%NLTK
India33%32%even
Belgium22%32%even
Cyprus22%––outside top 12
Italy22%21%even
Brazil11%21%even
Spain11%––outside top 12
France11%32%even
NP11%––outside top 12
Canada––32%outside top 12
Singapore––32%outside top 12
Greece––11%outside top 12
Postings by team (share of each tool's postings)
SegmentNLTKsharespaCyshareLeans
Data & AI27175%32473%NLTK
Software engineering257%419%spaCy
Product, program & project management41%20%even
Research and science41%51%even
Education & training31%––outside top 12
Administration & office10%10%even
Arts media and entertainment10%10%even
Engineering (non-software)10%10%even
General management & consulting10%10%even
IT operations & business systems10%10%even
Legal, compliance & risk10%51%even
Marketing & communications10%31%even
Sales––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.

spaCy is named by 141 companies in job postings and NLTK by 108; 146 name both. (Breaknorm, 30 October 2026, https://breaknorm.co/compare/nltk-vs-spacy)
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

NLTK vs spaCy: questions

Which is more used, NLTK or spaCy?

By companies naming it in their own job postings, spaCy (141) over NLTK (108). By website-and-DNS footprint, spaCy (0 vs 0), because its scripts and mail records sit on many small company sites.

Who chooses NLTK?

47% of NLTK companies have 2 to 200 employees, against 51% for spaCy. 35% of NLTK companies have over 1,000 employees, against 26% for spaCy.

Do companies run both?

146 companies name both in their postings, usually NLTK in marketing and spaCy 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

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