{"slug":"jina-embeddings-v4","name":"Jina Embeddings v4","domain":"jina.ai","verdict":"As of 2026-07-17, ChatGPT, Claude, Gemini, Grok collectively rank Jina Embeddings v4 #4 of 9 for multimodal embedding api for image search (one of 3 leaderboards it appears on). Source: https://modelsagree.com/product/jina-embeddings-v4 (modelsagree.com, CC BY 4.0).","best_rank":4,"categories":3,"entries":[{"slug":"best-multimodal-embedding-api-for-image-search","title":"Best multimodal embedding API for image search","rank":4,"of":9,"score":6,"appearances":2,"modelRanks":{"ChatGPT":2,"Claude":4},"reason":"Near-tie for first on visually rich and multilingual retrieval, with 32K context, image/PDF inputs, configurable dense embeddings, and late-interaction output for higher-precision search","reasons":[{"model":"ChatGPT","reason":"Near-tie for first on visually rich and multilingual retrieval, with 32K context, image/PDF inputs, configurable dense embeddings, and late-interaction output for higher-precision search"},{"model":"Claude","reason":"Best hybrid story — a cheap API and Apache/CC open weights for the same models, so you can prototype on the API and move inference in-house without re-embedding; strong multilingual (89-language) text-image retrieval and Matryoshka truncation make it excellent value for non-English catalogs on a budget"}],"fixes":[{"model":"ChatGPT","fix":"Its 3.8B model and tokenized image processing are comparatively heavy and can become costly at high image resolutions"},{"model":"Claude","fix":"Peak retrieval quality sits a tier below Cohere/Voyage on English visual-document benchmarks, and Jina is a small vendor — bet on the open weights, not the SLA"}],"updated":"2026-07-17","api":"https://modelsagree.com/api/v1/best/best-multimodal-embedding-api-for-image-search.json"},{"slug":"best-long-context-embedding-apis-for-document-rag","title":"Best long-context embedding APIs for document RAG","rank":10,"of":15,"score":3,"appearances":1,"modelRanks":{"Grok":3},"reason":"32k native context plus late-chunking technique that preserves long-document coherence better than naive splitting; unified multimodal (text/image/PDF) space; multi-vector option; strong multilingual; low price and self-host route via Hugging Face","reasons":[{"model":"Grok","reason":"32k native context plus late-chunking technique that preserves long-document coherence better than naive splitting; unified multimodal (text/image/PDF) space; multi-vector option; strong multilingual; low price and self-host route via Hugging Face"}],"fixes":[{"model":"Grok","fix":"Hosted API often caps practical length below model max (full 32k needs self-host or CSP); quality is excellent value but not the absolute retrieval leader"}],"updated":"2026-08-10","api":"https://modelsagree.com/api/v1/best/best-long-context-embedding-apis-for-document-rag.json"},{"slug":"best-multilingual-embedding-api-for-semantic-search","title":"Best multilingual embedding API for semantic search","rank":11,"of":13,"score":1,"appearances":1,"modelRanks":{"Claude":5},"reason":"Solid multilingual performance across ~90 languages with task-specific LoRA adapters (retrieval vs. classification vs. clustering) that measurably help search, long-context (8K+) support, Matryoshka dimensions, and both an affordable API and open weights (CC-BY-NC) — a genuinely flexible middle path.","reasons":[{"model":"Claude","reason":"Solid multilingual performance across ~90 languages with task-specific LoRA adapters (retrieval vs. classification vs. clustering) that measurably help search, long-context (8K+) support, Matryoshka dimensions, and both an affordable API and open weights (CC-BY-NC) — a genuinely flexible middle path."}],"fixes":[{"model":"Claude","fix":"A step behind the top three on raw multilingual retrieval quality, and the non-commercial license on the open weights means true self-host production use still requires a paid arrangement."}],"updated":"2026-07-17","api":"https://modelsagree.com/api/v1/best/best-multilingual-embedding-api-for-semantic-search.json"}],"page":"https://modelsagree.com/product/jina-embeddings-v4","check":"https://modelsagree.com/check?q=Jina%20Embeddings%20v4","updated":"2026-08-10T18:18:45.051Z","attribution":"modelsagree.com, CC BY 4.0"}