Embeddings Pricing Calculator (15+ models)
Estimate initial index construction costs and monthly query costs for 15+ embedding models including OpenAI, Voyage, Cohere, Gemini, Mistral, Together, and more. Also provides a comprehensive list of dimensions, maximum tokens, and Matryoshka Representation Learning (MRL) support.
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⚠ Pricing as of 2026-04. Verify on official pages: OpenAI · Voyage · Cohere · Google
📚 Index build (one-time)
🔍 Query (monthly)
📊 Quick stats
Index input
0 tokens
Monthly query input
0 tokens
| Model | Dim | Max tok | $/MT | Index cost | Monthly query | Total (month 1) | MRL |
|---|
※ Prices as of April 2026. MRL = Matryoshka Representation Learning (dimensions can be reduced retroactively).
❓ Frequently Asked Questions
Index = one-time?
Yes, only at initial build. Adding new docs incurs incremental cost
Choosing dimensions?
512-1536 typical. MRL models truncate post-training (e.g., 3072 → 512 retains most quality)
OSS embeddings?
BGE / E5 / Nomic etc. are free (self-host). Add CPU/GPU + vector DB cost. Table covers API only
🐛 Found a bug or issue with this tool?
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