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 · llm app frameworks

PydanticAI VS Ragas

As of 30 October 2026, Ragas is named by 163 companies and PydanticAI by 137; PydanticAI skews to companies under 200 people (49% vs 39%), Ragas to companies over 1,000 (36% vs 28%).

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

PydanticAI: 2–200 employees
49%
Ragas: 2–200 employees
39%
PydanticAI: 1,000+ employees
28%
Ragas: 1,000+ employees
36%
Postings per company, 90 days
2.0 · 2.2
Website or DNS footprint
0 · 0
137companies name PydanticAI
163companies name Ragas
15name both
271 · 357postings in 90 days, PydanticAI · Ragas
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
SegmentPydanticAIshareRagasshareLeans
Self-employed64%32%PydanticAI
2-10 employees1511%74%PydanticAI
11-50 employees2518%2515%PydanticAI
51-200 employees2720%3220%even
201-500 employees1511%2314%Ragas
501-1000 employees118%149%even
1001-5000 employees2015%3521%Ragas
5001-10000 employees75%106%even
10,001+ employees118%149%even
By industry
SegmentPydanticAIshareRagasshareLeans
Technology & software7454%10162%Ragas
Business & finance services3123%3521%even
Public, community & associations64%64%even
Media & content64%21%PydanticAI
Manufacturing & industry54%64%even
Health care43%11%PydanticAI
Commerce & trade32%21%even
Utilities & infrastructure32%11%even
Transport, logistics & rental21%32%even
Automotive11%––outside top 12
Hospitality & travel11%11%even
Property & construction11%––outside top 12
Consumer services & leisure––53%outside top 12
By country
SegmentPydanticAIshareRagasshareLeans
United States8058%10564%Ragas
Germany139%32%PydanticAI
France86%85%even
United Kingdom75%149%Ragas
Australia43%21%even
Netherlands43%––outside top 12
Canada32%42%even
Belgium21%––outside top 12
Italy21%––outside top 12
Sweden21%––outside top 12
Austria11%––outside top 12
Bulgaria11%––outside top 12
Spain––42%outside top 12
India––42%outside top 12
Singapore––42%outside top 12
United Arab Emirates––21%outside top 12
Brazil––21%outside top 12
Switzerland––21%outside top 12
Postings by team (share of each tool's postings)
SegmentPydanticAIshareRagasshareLeans
Data & AI23668%28062%PydanticAI
Software engineering7221%7717%PydanticAI
Sales62%20%even
Engineering (non-software)41%31%even
General management & consulting21%20%even
IT operations & business systems21%51%even
Quality, safety & environment––61%outside top 12
Product, program & project management––51%outside top 12
Finance & accounting––20%outside top 12
Research and science––20%outside top 12
Arts media and entertainment––10%outside top 12
Marketing & communications––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.

Ragas is named by 163 companies in job postings and PydanticAI by 137; 15 name both. (Breaknorm, 30 October 2026, https://breaknorm.co/compare/pydantic-ai-vs-ragas)
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

PydanticAI vs Ragas: questions

Which is more used, PydanticAI or Ragas?

By companies naming it in their own job postings, Ragas (163) over PydanticAI (137). By website-and-DNS footprint, Ragas (0 vs 0), because its scripts and mail records sit on many small company sites.

Who chooses PydanticAI?

49% of PydanticAI companies have 2 to 200 employees, against 39% for Ragas. 28% of PydanticAI companies have over 1,000 employees, against 36% for Ragas.

Do companies run both?

15 companies name both in their postings, usually PydanticAI in marketing and Ragas 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 PydanticAI or Ragas. Start free, no card.

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