Interactive calculator

Vector Database Pricing Comparison for RAG Apps

Compare vector database pricing for Pinecone, Qdrant, and other retrieval infrastructure. Change usage inputs to see cheapest, balanced, and excluded options.

Cheapest eligibleCalculating
Balanced optionCalculating
CoverageCalculating
Provider / modelEstimated monthly costUnit priceContextRate limitSignal

Excluded or custom-priced models

Provider / modelStatusReason

Recommended Starting Points

Lowest listed starting rate

Pinecone Builder

$20 per month flat

Flat $20 per month with included usage limits.

Balanced comparison pick

Pinecone Standard

$0.33 per GB-month, $50 minimum

Minimum $50/month. Read units are $16-$18 per 1M and writes $4-$4.50 per 1M depending on cloud and region.

Useful alternative

Qdrant Managed Cloud

Usage-based pricing

Usage-based cluster pricing; use Qdrant pricing calculator for current vCPU, RAM, and storage rates.

Pricing Details

ProviderModelCategoryCurrent pricingContextCapabilities
Pinecone Pinecone Builder
Flat $20 per month with included usage limits.
vector-db $20 per month flat Not applicable Check provider
Pinecone Pinecone Standard
Minimum $50/month. Read units are $16-$18 per 1M and writes $4-$4.50 per 1M depending on cloud and region.
vector-db $0.33 per GB-month, $50 minimum Not applicable Check provider
Qdrant Qdrant Managed Cloud
Usage-based cluster pricing; use Qdrant pricing calculator for current vCPU, RAM, and storage rates.
vector-db Usage-based pricing Not applicable Check provider

Limits and Notes

Rates checked 2026-11-10. Tiered, batch, cached-input, peak/off-peak, and regional pricing can differ from the standard planning rate shown here. Confirm the official source before committing budget.

FAQ

How is monthly cost calculated?

Token APIs use input and output token prices. Per-request APIs use monthly requests. Character-priced TTS uses monthly characters, while token-priced speech models use text and audio token volumes. Vector database estimates use storage and read/write units when the provider publishes them.

Why are some models excluded?

The calculator excludes models that miss required context, rate-limit, streaming, JSON, or tool-calling requirements. Custom or purely resource-based pricing is also excluded from numeric ranking.

Are prices guaranteed?

No. This is a planning dataset with official source links. Model availability, promotions, and account-tier limits can change.

Data Sources and Last Checked