AI search visibility
serverless database
Who ChatGPT, Claude, and Gemini actually mention when users ask about serverless database. 5 brands tested, 60 prompts each, 900 total probes.
Generated June 3, 2026. Methodology: 20 representative category prompts run three times each — once per engine (GPT-5.4, Claude Sonnet 4.6, Gemini 2.5 Flash). A brand counts as cited if its name appears in the model’s answer.
Leader this round
Neon — 41/60 (68% cited)
From a panel of 5 brands in the serverless database category, with identical prompts run against each.
Full leaderboard
- 1Neon41/60 · 68%
- 2PlanetScale40/60 · 67%
- 3Supabase39/60 · 65%
- 4Turso29/60 · 48%
- 5Upstash20/60 · 33%
Per-engine breakdown
| Brand | ChatGPT | Claude | Gemini |
|---|---|---|---|
| Neon | 14/20 | 18/20 | 9/20 |
| PlanetScale | 14/20 | 17/20 | 9/20 |
| Supabase | 12/20 | 17/20 | 10/20 |
| Turso | 9/20 | 16/20 | 4/20 |
| Upstash | 5/20 | 9/20 | 6/20 |
Prompts used in this audit (60)
- 1.What are the best serverless database tools in 2026?
- 2.What are the best serverless database tools in 2026?
- 3.What are the best serverless database tools in 2026?
- 4.Recommend serverless database services for a small business
- 5.Recommend serverless database services for a small business
- 6.Recommend serverless database services for a small business
- 7.Compare Neon to Supabase, PlanetScale, Turso, Upstash
- 8.Compare Neon to Supabase, PlanetScale, Turso, Upstash
- 9.Compare Neon to Supabase, PlanetScale, Turso, Upstash
- 10.What is Neon and what does it do?
- 11.What is Neon and what does it do?
- 12.What is Neon and what does it do?
- 13.Who are the top competitors in the serverless database space?
- 14.Who are the top competitors in the serverless database space?
- 15.Who are the top competitors in the serverless database space?
- 16.How do I choose a serverless database provider?
- 17.How do I choose a serverless database provider?
- 18.How do I choose a serverless database provider?
- 19.What alternatives exist to Supabase for serverless database?
- 20.What alternatives exist to Supabase for serverless database?
- 21.What alternatives exist to Supabase for serverless database?
- 22.What is the most trusted serverless database service in 2026?
- 23.What is the most trusted serverless database service in 2026?
- 24.What is the most trusted serverless database service in 2026?
- 25.How does Neon pricing compare to alternatives?
- 26.How does Neon pricing compare to alternatives?
- 27.How does Neon pricing compare to alternatives?
- 28.What should I look for when evaluating serverless database products?
- 29.What should I look for when evaluating serverless database products?
- 30.What should I look for when evaluating serverless database products?
- 31.What serverless database product should a startup founder use?
- 32.What serverless database product should a startup founder use?
- 33.What serverless database product should a startup founder use?
- 34.Which serverless database tool has the best customer support?
- 35.Which serverless database tool has the best customer support?
- 36.Which serverless database tool has the best customer support?
- 37.Is Neon a good choice for enterprise serverless database?
- 38.Is Neon a good choice for enterprise serverless database?
- 39.Is Neon a good choice for enterprise serverless database?
- 40.What are the biggest pitfalls when switching serverless database providers?
- 41.What are the biggest pitfalls when switching serverless database providers?
- 42.What are the biggest pitfalls when switching serverless database providers?
- 43.Which serverless database tool integrates best with common tech stacks?
- 44.Which serverless database tool integrates best with common tech stacks?
- 45.Which serverless database tool integrates best with common tech stacks?
- 46.What are users' common complaints about Supabase in serverless database?
- 47.What are users' common complaints about Supabase in serverless database?
- 48.What are users' common complaints about Supabase in serverless database?
- 49.What makes a serverless database product worth paying for?
- 50.What makes a serverless database product worth paying for?
- 51.What makes a serverless database product worth paying for?
- 52.Which serverless database tool is fastest-growing right now?
- 53.Which serverless database tool is fastest-growing right now?
- 54.Which serverless database tool is fastest-growing right now?
- 55.Give me a shortlist of 3 serverless database products to evaluate
- 56.Give me a shortlist of 3 serverless database products to evaluate
- 57.Give me a shortlist of 3 serverless database products to evaluate
- 58.What should I ask a serverless database vendor during their sales pitch?
- 59.What should I ask a serverless database vendor during their sales pitch?
- 60.What should I ask a serverless database vendor during their sales pitch?
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