Embedding Usage & Cost Calculator
Estimate costs for generating embeddings and storing vector data
Embedding Parameters
Cost: $0.00002 / 1K tokensDimensions: 1536
Cost & Storage Estimates
Total Tokens
200,000
Embedding Dimensions
1536
Embedding Generation Cost
$0.004000
1000 chunks × 200 tokens
Vector Storage Size
5.86 MB
1000 vectors × 1536 dimensions
Storage Cost Estimate
$0.0006/month
~$0.0001/MB/month (vector DB storage)
Usage Tips
• Chunk text into 200-500 tokens for optimal results
• Consider overlap between chunks for better retrieval
• Vector storage costs vary by provider (Pinecone, Weaviate, etc.)
• Consider overlap between chunks for better retrieval
• Vector storage costs vary by provider (Pinecone, Weaviate, etc.)
Embedding Model Comparison
OpenAI text-embedding-3-small
$0.004000
1536 dimensions • 5.9 MB storage
OpenAI text-embedding-3-large
$0.026000
3072 dimensions • 11.7 MB storage
OpenAI text-embedding-ada-002
$0.020000
1536 dimensions • 5.9 MB storage
Cohere embed-english-v3.0
$0.020000
1024 dimensions • 3.9 MB storage
Anthropic Claude Embeddings
$0.050000
4096 dimensions • 15.6 MB storage