Embedding Models Decision Framework Model Catalog (2025) | Model | Provider | Dims | Max Tokens | $ / 1M tokens | MTEB Avg | Notes | |---|---|---|---|---|---|---| | text-embedding-3-small | OpenAI | 1536 (MRL) | 8191 | $0.02 | 62.3 | Default cheap choice | | text-embedding-3-large | OpenAI | 3072 (MRL) | 8191 | $0.13 | 64.6 | MRL-truncatable | | voyage-3 | Voyage AI | 1024 | 32000 | $0.06 | 67.0+ | Long context | | voyage-3-large | Voyage AI | 2048 | 32000 | $0.18 | 68.0+ | Top retrieval | | voyage-code-3 | Voyage AI | 1024 | 32000 | $0.18 | — | Code-specialized | | embed-english-v3.0 | Coher…