Who each engine recommends
Position of every brand named in the latest run.
| Brand | ChatGPT | Perplexity | AI Mode | Mention rate |
|---|---|---|---|---|
| PostgreSQLTop pick | #2 | #1 | #1 | |
| Qdrant | #1 | #2 | #3 | |
| Pinecone | #4 | #4 | — | |
| AWS | — | — | #2 | |
| Amazon S3 Vectors | — | #3 | — | |
| Zilliz Cloud | #3 | — | — | |
| Chroma | — | — | #4 | |
| Weaviate | #5 | — | — | |
| Supabase | #6 | — | — |
Responses
What each engine answered, and how the shortlist moved.
Most affordable reliable vector databases (2026)
- Qdrant — My recommendation: Qdrant or PostgreSQL with pgvector.
- PostgreSQL — My recommendation: Qdrant or PostgreSQL with pgvector.
- Zilliz Cloud — Zilliz Cloud — Best free managed option.
- Pinecone — Pinecone — Easiest managed experience.
- Weaviate — Weaviate — Best for hybrid search.
- Supabase — Website: pgvector · Supabase pricing.
Best value for most projects:
- PostgreSQL — Already using PostgreSQL: choose pgvector.
- Qdrant — Need a managed service with minimal operations: choose Qdrant Cloud.
- Amazon S3 Vectors — Need the absolute lowest storage cost for infrequently queried data: consider Amazon S3 Vectors, listed at about $0.06 per GB-month, but expect higher latency and fewer database-like capabilities.
- Pinecone — Avoid Pinecone if minimizing cost is the priority—its production Standard plan commonly has a roughly $50/month minimum.
- PostgreSQL — When balancing cost and reliability for a vector database, the consensus points to open-source extensions running on existing infrastructure or developer-friendly managed free/low-tier…
- AWS — If you already use PostgreSQL (or use a serverless Postgres host like Neon or AWS RDS), pgvector is easily the most affordable option.[](https://vdf.ai/blog/best-vector-database-for-…
- Qdrant — Best Dedicated Open-Source / Low-Cost Cloud: Qdrant (Open-Source / Managed).
- Chroma — Best for Prototyping & Small Scale: Chroma (Embedded).
Citations
Sources the engines cited for this prompt.
| Source | Type | Citations | Cited by |
|---|---|---|---|
| qdrant.tech | Brand site · Qdrant | 3 | ChatGPT, Google AI Mode |
| zilliz.com | Brand site · Zilliz Cloud | 3 | ChatGPT |
| costbench.com | Web | 2 | Perplexity |
| pinecone.io | Brand site · Pinecone | 2 | ChatGPT |
| toolradar.com | Web | 2 | Perplexity |
| weaviate.io | Brand site · Weaviate | 2 | ChatGPT |
| agentopshub.tech | Web | 1 | Perplexity |
| aifree.dev | Web | 1 | ChatGPT |
| g2.com | Review site | 1 | Perplexity |
| geekflare.com | Web | 1 | Perplexity |
| github.com | Web | 1 | ChatGPT |
| mixpeek.com | Web | 1 | Perplexity |
| rework.com | Web | 1 | Perplexity |
| selfhost.dev | Web | 1 | Google AI Mode |
| supabase.com | Brand site · Supabase | 1 | ChatGPT |
| vdf.ai | Web | 1 | Google AI Mode |
| webcrawlerapi.com | Web | 1 | Perplexity |