The most visible cloud hosting platforms 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

AWS

56Heralded Score, range 46–70

Most cited source

youtube.com

10citations

From Google AI Overviews

Where engines disagree most

DigitalOcean

1/4engines put it in their top three

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

Brands

Search is not measured for this board yet, so it ranks on AI answers.

Rank Brand Rank change Heralded Score All AI Score trend Mentioned Recommended By engine Mentioned by Change
1 AWS US New entry 56 , range 46–70 56#1
56
  • : score 56 · #1
71% 17% First reading
2 OVHcloud FR New entry 48 , range 40–63 48#2
48
  • : score 48 · #2
50% 23% First reading
3 Google Cloud US New entry 46 , range 39–59 46#3
46
  • : score 46 · #3
53% 15% First reading
4 DigitalOcean US New entry 41 , range 33–51 41#4
41
  • : score 41 · #4
32% 21% First reading
5 Hetzner DE New entry 39 , range 32–49 39#5
39
  • : score 39 · #5
30% 18% First reading
6 Microsoft Azure US New entry 37 , range 31–47 37#6
37
  • : score 37 · #6
35% 9% First reading
7 Vercel US New entry 37 , range 30–47 37#7
37
  • : score 37 · #7
27% 17% First reading
8 Scaleway FR New entry 36 , range 28–46 36#8
36
  • : score 36 · #8
27% 14% First reading
9 Cloudflare Workers US New entry 33 , range 19–42 33#9
33
  • : score 33 · #9
27% 7% First reading
10 Cloudflare Pages US New entry 33 , range 16–42 33#10
33
  • : score 33 · #10
26% 7% 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 gives each brand’s score and rank from the engines’ answers; Search is not measured for this board yet. 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 youtube.com Social 10.0% 1 of 4 8 Not read
2 lafabriquedunet.fr Review site 10.0% 3 of 4 5 3
3 shopify.com Vendor site 5.0% 3 of 4 5 Not read
4 woocommerce.com Vendor site 1.7% 1 of 4 5 Not read
5 codeur.com Directory 6.7% 3 of 4 1 7
6 cyber.gouv.fr Regulator 1.7% 1 of 4 4 Not read
7 free-work.com Directory 6.7% 2 of 4 1 11
8 cnil.fr Regulator 3.3% 1 of 4 3 Not read
9 freelance-stack.io Directory 5.0% 2 of 4 2 8
10 lesnumeriques.com Media 5.0% 2 of 4 2 4

Questions asked

QuestionLanguageMost recommended
best cloud hosting platform for independent developers English Hetzner and Vercel, tied
cloud hosting for small software teams English Railway
how can a developer host an app without managing servers English Cloudflare Pages, Cloudflare Workers, Firebase, Google Cloud, Netlify and Vercel, tied
how to keep a startup website online as traffic grows English AWS
managed cloud hosting vs self-managed servers for startups English DigitalOcean

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