{"slug":"openai-embeddings","name":"OpenAI Embeddings","domain":"openai.com","verdict":"As of 2026-07-13, ChatGPT, Claude, Gemini, Grok collectively rank OpenAI Embeddings #4 of 7 for embeddings model api. Source: https://modelsagree.com/product/openai-embeddings (modelsagree.com, CC BY 4.0).","best_rank":4,"categories":1,"entries":[{"slug":"best-embeddings-model-api","title":"Best embeddings model API","rank":4,"of":7,"score":10,"appearances":3,"modelRanks":{"Claude":2,"Gemini":3,"Grok":3},"reason":"The safe default — dirt cheap ($0.13/M tokens, and -3-small at $0.02/M), extremely reliable infrastructure, shortening-friendly dimensions, and first-class support in virtually every framework, vector DB, and tutorial; if your team already uses OpenAI, the integration cost is near zero","reasons":[{"model":"Claude","reason":"The safe default — dirt cheap ($0.13/M tokens, and -3-small at $0.02/M), extremely reliable infrastructure, shortening-friendly dimensions, and first-class support in virtually every framework, vector DB, and tutorial; if your team already uses OpenAI, the integration cost is near zero"},{"model":"Gemini","reason":"Industry-standard integration with near-universal developer ecosystem support, offering a strong price-to-performance ratio and native Matryoshka dimension truncation with minimal accuracy loss."},{"model":"Grok","reason":"Excellent general-purpose reliability, massive ecosystem/integration ease, consistent high performance, and enterprise trust"}],"fixes":[{"model":"Claude","fix":"Quality has stagnated — unchanged since early 2024 and now measurably behind Voyage, Cohere, and Gemini on retrieval and multilingual benchmarks, so you're trading accuracy for convenience."},{"model":"Gemini","fix":"Ranks below specialized competitors on deep multilingual and long-context complex retrieval tasks, and lacks multimodal input support."},{"model":"Grok","fix":"Improve context length and reduce cost for large-scale deployments"}],"updated":"2026-07-13","rank_history":{"days":["2026-06-29","2026-06-30","2026-07-08","2026-07-09","2026-07-10","2026-07-12","2026-07-13"],"ranks":[6,5,5,2,null,4,4]},"api":"https://modelsagree.com/api/v1/best/best-embeddings-model-api.json"}],"page":"https://modelsagree.com/product/openai-embeddings","check":"https://modelsagree.com/check?q=OpenAI%20Embeddings","updated":"2026-08-10T18:18:45.051Z","attribution":"modelsagree.com, CC BY 4.0"}