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Embeddings Cost Comparison

SağlayıcıBoyutMTEB$/1M tokenAylık
BGE-M3 (self-hosted)102459$0.00$0
OpenAI text-embedding-3-small153662.3$0.02$1.6
Voyage 3 lite51260.8$0.02$1.6
Gemini text-embedding-00576861.5$0.03$2
Mistral embed102460$0.10$8
Cohere embed-v4153663.9$0.12$9.6
OpenAI text-embedding-3-large307264.6$0.13$10.4
Voyage 3 large102465.1$0.18$14.4
MTEB is the standard public retrieval benchmark (avg of 56 tasks). 1-2 points of MTEB rarely matters for typical RAG; 5+ points does. Cheap models like text-embedding-3-small and BGE-M3 usually win the cost/quality tradeoff — reserve text-embedding-3-large or Voyage 3 large for niche domains where retrieval recall is mission-critical.

Eight embedding providers compared by cost per million tokens, vector dimensions, and MTEB benchmark scores (the standard public retrieval benchmark, average of 56 tasks). 1-2 points of MTEB rarely matters for typical RAG; 5+ does. Cheap models like text-embedding-3-small and BGE-M3 usually win the cost/quality tradeoff.

Nasıl Kullanılır

  1. Enter document count + tokens per doc.
  2. Enter monthly re-embeds.
  3. Read sorted cost table.