Real ChatGPT answer · index seedAvJxhIX9jWUcompleteB2B software · data and analytics platformscommercial
I just graduated and my startup team needs to pick a vector database that handles millions of embeddings without breaking our tiny budget. Which one is best for a small dev team right now?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I just graduated and my startup team needs to pick a vector database that handles millions of embeddings without breaking our tiny budget. Which one is best for a small dev team right now?
5 real searches · 1 real-search pass
best budget vector databases for startups millions embeddings pricing comparison 2026Google ↗
OBSERVEDComparison
Qdrant pricing cloud free tier 2026 vector database officialGoogle ↗
OBSERVEDOther / navigational
Pinecone pricing serverless 2026 official vector databaseGoogle ↗
OBSERVEDOther / navigational
Weaviate pricing cloud serverless 2026 officialGoogle ↗
OBSERVEDOther / navigational
pgvector PostgreSQL extension million vectors performance cost officialGoogle ↗
OBSERVEDComparison
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (5)
Classes come from the query-classifier (a local Laya model). 4 of 5 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT5 real searches · gpt-6
best budget vector databases for startups millions embeddings pricing comparison 2026 Google ↗
Qdrant pricing cloud free tier 2026 vector database official Google ↗
Pinecone pricing serverless 2026 official vector database Google ↗
Weaviate pricing cloud serverless 2026 official Google ↗
pgvector PostgreSQL extension million vectors performance cost official Google ↗
- Website · qdrant.tech
- Pricing · qdrant.tech
- GitHub · github.com
- pgvectorscale · github.com
- Pricing · pinecone.io
- Website · weaviate.io
- Pricing · weaviate.io
- Website · milvus.io
- Create a Cluster · qdrant.tech
- vector: Open-source vector similarity search for Postgres / PostgreSQL Extension Network · pgxn.org
Queries
5 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best budget vector databases for startups millions embeddings pricing comparison 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Qdrant pricing cloud free tier 2026 vector database official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Pinecone pricing serverless 2026 official vector database OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Weaviate pricing cloud serverless 2026 official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
pgvector PostgreSQL extension million vectors performance cost official OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |