Leaderboards · developer tools
Who AI recommends for databases, orms & hosted postgres
136 answers to 39 questions across 5 engines, Oct 13 to Oct 13, 2026.
The bar behind each point is its likely range (95%). Brands whose ranges overlap share a rank (=).
Engine by engine.
The same questions, answered differently.
| Gemini (coding) | Google AI Overviews | Codex | Perplexity | Perplexity (coding) | |
|---|---|---|---|---|---|
| Neon | 24% | 27% | 36% | 32% | 24% |
| SQLite | 24% | 27% | 24% | 23% | 24% |
| Drizzle | 32% | 17% | 28% | 16% | 20% |
| Supabase | 16% | 33% | 20% | 26% | 12% |
| Prisma | 24% | 17% | 36% | 19% | 12% |
| pgvector | 16% | 27% | 16% | 16% | 16% |
| Qdrant | 16% | 13% | 12% | 16% | 12% |
| SQLAlchemy | 12% | 13% | 20% | 13% | 12% |
| Pinecone | 12% | 17% | 4% | 16% | 4% |
| DBeaver | 8% | 13% | 8% | 10% | 8% |
| Cloudflare D1 | 8% | 13% | 8% | 6% | 8% |
| MongoDB | 0% | 33% | 0% | 6% | 0% |
Chat and code disagree.
Developers ask their editor, not just a chatbot. The same questions, asked both ways.
About the coding lane| Brand | Chat | Coding | Gap |
|---|---|---|---|
| Neon | 30% | 28% | -1 |
| SQLite | 25% | 24% | -1 |
| Drizzle | 16% | 27% | +10 |
| Supabase | 30% | 16% | -13 |
| Prisma | 18% | 24% | +6 |
| pgvector | 21% | 16% | -5 |
| Qdrant | 15% | 13% | -1 |
| SQLAlchemy | 13% | 15% | +2 |
| Pinecone | 16% | 7% | -10 |
| DBeaver | 12% | 8% | -4 |
How it's measured.
We ask each engine the category's questions as a buyer would, read every answer, and count which brands it names. The last 90 days are pooled; each answer counts once. A board is published once it covers most of the category's questions.
Rates carry a 95% range. A brand's rank counts only the brands clearly ahead of it, so close calls tie.
Where does your brand rank?
One field. A report you can share.
Free, no signup, about two minutesor open the demo