The most visible software development companies in France, October 2026

October 2026 · 15 questions asked from France in French and English · ChatGPT, Google AI Overviews, Gemini and Google AI Mode · 60 answers read

Leader

Capgemini

8Heralded Score, range 1–45

Most cited source

google.com

10citations

From ChatGPT

Where engines disagree most

Not compared

No engine has a top three yet.

Brands

Rank Brand Rank change Heralded Score All AI Search Score trend Mentioned Recommended By engine Mentioned by Change
1 Capgemini FR New entry 8 , range 1–45 4#4 14#2
8
  • : score 8 · #1
4% 2% None First reading
2 Yield Studio FR New entry 6 , range 2–48 9#1 2#19
6
  • : score 6 · #2
5% 4% First reading
3 Pentalog FR New entry 5 , range 1–46 6#2 2= #11
5
  • : score 5 · #3
4% 2% None First reading
4 Galadrim FR New entry 4 , range 1–46 6#3 0= #20
4
  • : score 4 · #4
4% 2% First reading
5 Hello Pomelo FR New entry 2 , range 1–42 4#5 0= #20
2
  • : score 2 · #5
3% 1% First reading
– 11labs US Unranked Too few answers Not measured 9#4
–
  • : Unranked
2% 1% First reading
– Accesa RO Unranked Too few answers Not measured 0= #20
–
  • : Unranked
0% 0% None First reading
– Alpha Korner Unranked Too few answers Not measured 0= #20
–
  • : Unranked
1% 1% None First reading
– Altar.io PT Unranked Too few answers Not measured 0= #20
–
  • : Unranked
1% 1% None First reading
– Anetmo Unranked Too few answers Not measured 0= #20
–
  • : Unranked
1% 1% 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
11 klientera.com Vendor site 5.0% 1 of 4 1 Not read
12 lonestone.io Consultancy 5.0% 2 of 4 2 2
13 yieldstudio.fr Consultancy 5.0% 2 of 4 3 Not read
14 bob-le-developpeur.com Consultancy 1.7% 1 of 4 2 Not read
15 coderio.com Consultancy 1.7% 1 of 4 2 Not read
16 devdey.com Directory 1.7% 1 of 4 1 Not read
17 digitalunicorn.fr Consultancy 3.3% 2 of 4 2 Not read
18 faintechsolutions.com Consultancy 3.3% 1 of 4 1 Not read
19 future-processing.com Consultancy 3.3% 2 of 4 1 Not read
20 highcircl.com Consultancy 3.3% 1 of 4 2 Not read

Questions asked

QuestionLanguageMost recommended
best software development companies for startups English Altar.io, BairesDev, Binary Studio, Cleveroad, Geniusee, OAKS LAB and You are launched, tied
custom software development outsourcing English Anetmo, Brainhub, ELEKS and Nexedi, tied
how to choose a software development partner English No brand recommended
how much does custom software development cost English No brand recommended
nearshore vs offshore software development English No brand recommended

Each engine's top three

Google AI Mode

No brand named in at least three answers.

Gemini

No brand named in at least three answers.

Google AI Overviews

No brand named in at least three answers.

ChatGPT

No brand named in at least three answers.

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