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Embeddings Pricing Calculator (15+ models)

Estimate initial index-build cost + monthly query cost for 15+ embedding models (OpenAI / Voyage / Cohere / Gemini / Mistral / Together). Compare dimensions, max tokens, MRL support.

100% Free No signup Browser-only 5 languages Dark mode

⚠ Pricing as of 2026-04. Verify on official pages: OpenAI · Voyage · Cohere · Google

Related: 🪓 RAG Chunker · 🪙 LLM Token Counter

📚 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

※ Pricing as of 2026-04. MRL = Matryoshka Representation Learning (truncate dimensions post-hoc).

❓ FAQ

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
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