What is the most cost-effective way to store and query high-dimensional embeddings for a bootstrapped AI application right now?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the most cost-effective way to store and query high-dimensional embeddings for a bootstrapped AI application right now?
4 real searches · 1 real-search pass
2026 cost comparison PostgreSQL pgvector Qdrant managed vector database pricing self hostedGoogle ↗
OBSERVED
pgvector HNSW IVFFlat halfvec binary quantization documentation 2026Google ↗
OBSERVED
Qdrant cloud pricing free tier storage pricing 2026Google ↗
OBSERVED
Pinecone pricing serverless vector database 2026Google ↗
OBSERVED
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.
Classifying 4 queries…
Searches and sources
ChatGPT4 real searches · gpt-6
2026 cost comparison PostgreSQL pgvector Qdrant managed vector database pricing self hosted Google ↗
pgvector HNSW IVFFlat halfvec binary quantization documentation 2026 Google ↗
Qdrant cloud pricing free tier storage pricing 2026 Google ↗
Pinecone pricing serverless vector database 2026 Google ↗
- GitHub / documentation · github.com
- pgvector Documentation: Types, Operators, Functions, Indexes & Settings (0.8.7) · pgvector.app
- Pricing · neon.com
- Pricing · supabase.com
- Official website · qdrant.tech
- Pricing · qdrant.tech
- Create a Cluster · qdrant.tech
- Pricing · pinecone.io
- Scale pgvector with binary quantization on Amazon Aurora PostgreSQL · aws.amazon.com
- pgvector Benchmarks: HNSW & IVFFlat Recall, Latency, Build Time (0.8.7) · pgvector.app
- Pricing and details · cloudflare.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 cost comparison PostgreSQL pgvector Qdrant managed vector database pricing self hosted OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
pgvector HNSW IVFFlat halfvec binary quantization documentation 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Qdrant cloud pricing free tier storage pricing 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Pinecone pricing serverless vector database 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |