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Vantage research · November 2026 · Developer tools

What AI cites for “best database for startups”

ChatGPT cited 9 sites, Gemini cited 7 sites, Perplexity cited 9 sites. 1 site was cited by all three.

Updated monthlyNext edition 1 December 2026

ChatGPTGeminiPerplexity dots beside a site: the other engines that cite it too

ChatGPT

9 sites · opens with a sentence · has a table · opening 16 words

  1. supabase.com
  2. neon.com
  3. mongodb.com
  4. firebase.google.com
  5. planetscale.com
  6. makerkit.dev
  7. rankite.com
  8. whatpeopleuse.com
  9. saasforthis.com

Brands namedSupabase, Neon, MongoDB Atlas, Firebase, PlanetScale, MongoDB

Gemini

7 sites · opens with a sentence · has a table · opening 28 words

  1. gritt.io
  2. failory.com
  3. harmonic.ai
  4. makerkit.dev
  5. landbase.com
  6. blog.octabyte.io
  7. delinea.com

Brands namednone

Perplexity

9 sites · opens with a sentence · no table · opening 25 words

  1. heygovind.com
  2. toolradar.com
  3. makerkit.dev
  4. rankite.com
  5. noizz.io
  6. lfbbd.com
  7. lister.ai
  8. ispirer.com
  9. appstackbuilder.com

Brands namedSupabase, Neon, AWS RDS, MongoDB Atlas, Firebase Firestore

Cited by more than one engine

  • makerkit.dev
  • rankite.com

Is your site one of them?

Ask your AI agent to run Vantage's analyze_citation_coverage for your domain and “best database for startups”, on all three engines, and it will tell you whether you are cited, who is instead, and what changed since your last check.

See the tools All results for November 2026

More Developer tools questions

Each engine was asked once, in English, as from the United States, on 2026-11-01. Answers change from run to run, so read this as a snapshot. Download the data.