{"slug":"voyage-multimodal-3","name":"Voyage Multimodal 3","domain":null,"best_rank":6,"categories":1,"entries":[{"slug":"best-multimodal-embedding-api-for-image-search","title":"Best multimodal embedding API for image search","rank":6,"of":10,"score":4,"appearances":1,"modelRanks":{"Claude":2},"reason":"Consistently at or near the top of multimodal retrieval benchmarks, notably strong on visually rich documents (screenshots, slides, tables, figures) because it embeds layout-bearing images rather than relying on OCR text; generous free embedding tier and now MongoDB-backed, so continuity risk has faded; near-tie with Cohere — Voyage often edges it on raw retrieval accuracy, Cohere wins on deployment breadth","reasons":[{"model":"Claude","reason":"Consistently at or near the top of multimodal retrieval benchmarks, notably strong on visually rich documents (screenshots, slides, tables, figures) because it embeds layout-bearing images rather than relying on OCR text; generous free embedding tier and now MongoDB-backed, so continuity risk has faded; near-tie with Cohere — Voyage often edges it on raw retrieval accuracy, Cohere wins on deployment breadth"}],"fixes":[{"model":"Claude","fix":"API-only with no open weights and a smaller ecosystem — fewer cloud-marketplace routes and less tooling than Cohere or Google, so regulated or air-gapped shops are out"}],"updated":"2026-07-17","api":"https://modelsagree.com/api/v1/best/best-multimodal-embedding-api-for-image-search.json"}],"page":"https://modelsagree.com/product/voyage-multimodal-3","check":"https://modelsagree.com/check?q=Voyage%20Multimodal%203","updated":"2026-07-17T18:15:24.674Z","attribution":"modelsagree.com, CC BY 4.0"}