GPUVecGPUVec
HomeGPUsProvidersLLMsEmbeddings

Tools

GPU ComparisonCost EstimatorModel CalculatorCompute CapabilityQdrant CalculatorBlog
← Back to Models

Compare Embedding Models

Side-by-side comparison of embedding model specifications

Gemini Embedding 001▾
Jina Embeddings v4 Jina Embeddings v3 Qwen3-Embedding-8B✓ Gemini Embedding 001 mxbai-embed-large-v1 Cohere Embed v4 Cohere Embed English v3 Cohere Embed Multilingual v3 Voyage 3 Large GTE-Qwen2-7B-instruct Linq-Embed-Mistral LFM2-ColBERT-350M Jina Embeddings v5 Omni Small Jina Embeddings v5 Omni Nano Jina Embeddings v5 Omni Nano Text-Matching Jina Embeddings v5 Text Small Jina Embeddings v5 Text Nano Jina Embeddings v5 Text Small Text-Matching
Gemini Embedding 001Google
Jina Embeddings v5 Text Small▾
Jina Embeddings v4 Jina Embeddings v3 Qwen3-Embedding-8B Gemini Embedding 001 mxbai-embed-large-v1 Cohere Embed v4 Cohere Embed English v3 Cohere Embed Multilingual v3 Voyage 3 Large GTE-Qwen2-7B-instruct Linq-Embed-Mistral LFM2-ColBERT-350M Jina Embeddings v5 Omni Small Jina Embeddings v5 Omni Nano Jina Embeddings v5 Omni Nano Text-Matching✓ Jina Embeddings v5 Text Small Jina Embeddings v5 Text Nano Jina Embeddings v5 Text Small Text-Matching
Jina Embeddings v5 Text SmallJina AI
Jina Embeddings v4▾
✓ Jina Embeddings v4 Jina Embeddings v3 Qwen3-Embedding-8B Gemini Embedding 001 mxbai-embed-large-v1 Cohere Embed v4 Cohere Embed English v3 Cohere Embed Multilingual v3 Voyage 3 Large GTE-Qwen2-7B-instruct Linq-Embed-Mistral LFM2-ColBERT-350M Jina Embeddings v5 Omni Small Jina Embeddings v5 Omni Nano Jina Embeddings v5 Omni Nano Text-Matching Jina Embeddings v5 Text Small Jina Embeddings v5 Text Nano Jina Embeddings v5 Text Small Text-Matching
Jina Embeddings v4Jina AI
Jina Embeddings v5 Omni Nano▾
Jina Embeddings v4 Jina Embeddings v3 Qwen3-Embedding-8B Gemini Embedding 001 mxbai-embed-large-v1 Cohere Embed v4 Cohere Embed English v3 Cohere Embed Multilingual v3 Voyage 3 Large GTE-Qwen2-7B-instruct Linq-Embed-Mistral LFM2-ColBERT-350M Jina Embeddings v5 Omni Small✓ Jina Embeddings v5 Omni Nano Jina Embeddings v5 Omni Nano Text-Matching Jina Embeddings v5 Text Small Jina Embeddings v5 Text Nano Jina Embeddings v5 Text Small Text-Matching
Jina Embeddings v5 Omni NanoJina AI
SPECIFICATIONS
Max dimension 3K 1K 2K 768
Max tokens 2K 33K 33K 8K
Parameters — 677M 3.8B 1.04B
License Proprietary CC BY-NC 4.0 Apache 2.0 CC BY-NC 4.0
EMBEDDING TYPES
Types
Dense
Dense
DenseLate
Dense
MATRYOSHKA DIMENSIONS
Available sizes
1282565127681024153620483072
32641282565127681024
12825651210242048
3264128256512768
INPUT MODALITIES
Text ✓ ✓ ✓ ✓
Image — — ✓ ✓
PDF — — ✓ ✓
OUTPUT TYPES
Single vector ✓ — ✓ —
Multi vector — — ✓ —
LANGUAGE SUPPORT
Languages 🌍 Multi — 🌍 29+ —
PRICING
Per 1M tokens $0.150 — $0.050 —
BENCHMARKS
COIR — — 71.59 —
JINA VDR — — 84.11 —
LONGEMBED — — 67.11 —
MMTEB — 67.70 66.49 —
MTEB 1536D 68.17 — — —
MTEB 2048D 68.16 — — —
MTEB 768D 67.99 — — —
MTEB EN — — 55.97 —
MTEB ENGLISH V2 — 71.70 — —
MTEB MULTILINGUAL AVG 68.32 — — —
VIDORE — — 90.17 —