The most visible software development companies in Europe, October 2026

October 2026 · 105 questions asked from 7 countries · ChatGPT, Google AI Overviews, Gemini and Google AI Mode · 420 answers read

Leader

Toptal

11Heralded Score, range 2–31

Most cited source

goodfirms.co

11citations

From Google AI Mode, Google AI Overviews and ChatGPT

Where engines disagree most

Netguru

1/4engines put it in their top three

Top three on ChatGPT, not on Google AI Mode, Gemini and Google AI Overviews

Brands

Rank Brand Rank change Heralded Score All AI Search Score trend Mentioned Recommended By engine Mentioned by Change
1 Toptal US New entry 11 , range 2–31 4#1 24#1
11
  • : score 11 · #1
4% 2% None First reading
2 Netguru PL New entry 5 , range 1–30 3#3 7#2
5
  • : score 5 · #2
2% 1% None First reading
3 N-iX UA New entry 3 , range 2–30 4#2 3#4
3
  • : score 3 · #3
3% 1% None First reading
4 Globant LU New entry 3 , range 1–29 2#5 4#3
3
  • : score 3 · #4
2% 0% None First reading
5 ScienceSoft US New entry 2 , range 1–29 3#4 1#8
2
  • : score 2 · #5
2% 0% None First reading
6 Endava GB New entry 1 , range 1–28 2#7 1= #9
1
  • : score 1 · #6
1% 0% None First reading
7 Pentalog FR New entry 1 , range 1–28 2#8 1= #9
1
  • : score 1 · #7
1% 0% None First reading
8 Itransition US New entry 1 , range 1–28 2#9 1= #9
1
  • : score 1 · #8
1% 0% None First reading
9 Thoughtworks US New entry 1 , range 1–28 2#10 1= #9
1
  • : score 1 · #9
1% 0% None First reading
10 Cognizant US New entry 1 , range 1–28 1#11 1= #9
1
  • : score 1 · #10
1% 0% None First reading

“=” marks brands whose score ranges overlap, so the test cannot separate them. Every brand named in at least three answers is ranked. AI and Search give each brand’s score and rank on that side alone. By engine has one dot per engine (ChatGPT, Google AI Overviews, Gemini and Google AI Mode), darker the more often it names the brand.

Most cited sources

Rank Source Type Cited in Engines Pages cited Brands its pages mention
1 goodfirms.co Review site 2.6% 3 of 4 7 Not read
2 techreviewer.co Review site 1.2% 3 of 4 4 Not read
3 lafabriquedunet.fr Review site 0.7% 1 of 4 4 Not read
4 g2.com Review site 0.7% 2 of 4 3 Not read
5 capterra.nl Review site 0.2% 1 of 4 1 Not read
6 drweb.de Review site 0.2% 1 of 4 1 Not read
7 getapp.fr Review site 0.2% 1 of 4 1 Not read
8 getapp.nl Review site 0.2% 1 of 4 1 Not read
9 searcia.com Review site 0.2% 1 of 4 1 Not read
10 topdevelopers.co Review site 0.2% 1 of 4 1 Not read

Questions asked

QuestionLanguageMost recommended
Quali sono le migliori aziende di sviluppo software per realizzare un prodotto su misura? Italian EPAM Systems and ScienceSoft, tied
Outsourcing dello sviluppo software su misura per startup Italian No brand recommended
Come può un'azienda sviluppare un software su misura senza un team interno? Italian No brand recommended
Come posso trovare un partner affidabile per lo sviluppo software? Italian Toptal
Sviluppatori interni o azienda di sviluppo software per una startup? Italian No brand recommended
Sviluppo software nearshore o offshore per un'azienda di medie dimensioni? Italian No brand recommended
Alternative all'assunzione di un team di sviluppo interno Italian No brand recommended
Alternative agli sviluppatori freelance per realizzare un'app Italian No brand recommended
Sono un founder senza competenze tecniche e devo realizzare un'app web. Quale azienda di sviluppo software dovrei ingaggiare? Italian No brand recommended
Gestisco l'IT in un'azienda di medie dimensioni e cerco un partner per modernizzare i nostri sistemi legacy. Italian No brand recommended

Each engine's top three

Method

Each leaderboard ranks brands on two sides. AI is how ChatGPT, Gemini, Google AI Overviews and Google AI Mode answer the board's buyer questions. Search is Google's top 10 results for the keywords behind those questions. All combines the two, where Search is measured.

For the AI side, each month Heralded asks every engine the same buyer questions, twice each, and reads every answer. An answer counts 0 for a brand it leaves out, 50 for a brand it names and 100 for a brand it recommends, and the Heralded Score is built from those. A brand named in at least three answers gets a score and a place.

How the leaderboards are measured