Text and multimodal embeddings
24
Models
3
Benchmarks
15
Providers
21
Open Weight
22
Deployable Now
21 self-host
4
Structured benchmark-backed rows
2
Signal-backed rows without full normalized tables
0
Benchmark-expected rows still catching up
| # | Model | Economic Footprint | Quality | Params | SWE-Bench | Aider Polyglot | GAIA | $/M In | Speed | Open |
|---|---|---|---|---|---|---|---|---|---|---|
1 | Gemini Embedding 001 |
| 31.2 |
| 22.2 |
| Undisclosed |
| 42.4 |
| 83.1 |
| — |
$1.25/M Cheapest verified |
| — |
4 | Qwen3-Embedding-0.6B Qwen Open WeightsStructured | 30.4 | 44.4 | 600M | 42.4 | 8.0 | 44.2 | Free Free | — |
2 | embeddinggemma-300m | 27.5 | 44.7 | 300M | 42.4 | — | — | Free Free | — |
7 | Embedding 3 Large OpenAI Not standardized | 22.1 | 0.0 | Undisclosed | — | — | — | $0.1300/M Cheapest verified | — |
6 | Embedding 3 Small OpenAI Not standardized | 22.0 | 0.0 | Undisclosed | — | — | — | $0.0200/M Cheapest verified | — |
8 | harrier-oss-v1-0.6b Microsoft Open WeightsProvider-reported* | 15.1 | 42.3 | 600M | — | — | — | Free Free | — |
13 | harrier-oss-v1-270m Microsoft Open WeightsProvider-reported* | 14.7 | 41.0 | 270M | — | — | — | Free Free | — |
3 | pplx-embed-v1-0.6b perplexity-ai Open WeightsStructured | — | — | 600M | 42.4 | — | — | Free Free | — |
5 | all-MiniLM-L6-v2 sentence-transformers Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
9 | z-image-turbo-flow-dpo F16 Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
10 | Supra-Title-350M-exp-GGUF SupraLabs Open WeightsNot standardized | — | — | 350M | — | — | — | Free Free | — |
12 | LFM2.5-Embedding-350M LiquidAI Open WeightsNot standardized | — | — | 350M | — | — | — | Free Free | — |
14 | granite-embedding-311m-multilingual-r2 ibm-granite Open WeightsNot standardized | — | — | 311M | — | — | — | Free Free | — |
16 | granite-embedding-97m-multilingual-r2 ibm-granite Open WeightsNot standardized | — | — | 97M | — | — | — | Free Free | — |
17 | LFM2.5-ColBERT-350M LiquidAI Open WeightsNot standardized | — | — | 350M | — | — | — | Free Free | — |
18 | bge-m3 BAAI Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
19 | granite-speech-4.1-2b-nar ibm-granite Open WeightsNot standardized | — | — | 2B | — | — | — | Free Free | — |
20 | jina-embeddings-v5-omni-small jinaai Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
21 | Reason-ModernColBERT lightonai Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
22 | jina-embeddings-v5-omni-nano jinaai Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
23 | zembed-1 zeroentropy Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
24 | epicure-cooc Kaikaku Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
25 | Agent-ModernColBERT lightonai Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |
26 | LateOn lightonai Open WeightsNot standardized | — | — | Unknown | — | — | — | Free Free | — |