{"slug":"mixedbread-rerank","name":"Mixedbread Rerank","domain":"mixedbread.com","verdict":"As of 2026-07-15, ChatGPT, Claude, Gemini, Grok collectively rank Mixedbread Rerank #4 of 8 for reranking model api. Source: https://modelsagree.com/product/mixedbread-rerank (modelsagree.com, CC BY 4.0).","best_rank":4,"categories":1,"entries":[{"slug":"best-reranking-model-api","title":"Best reranking model API","rank":4,"of":8,"score":4,"appearances":2,"modelRanks":{"ChatGPT":4,"Gemini":4},"reason":"Strong accuracy-per-dollar from a 1.5B multilingual model covering 100+ languages, with open weights and hosted access; a compelling choice when practitioners want API convenience without surrendering a future self-hosting path","reasons":[{"model":"ChatGPT","reason":"Strong accuracy-per-dollar from a 1.5B multilingual model covering 100+ languages, with open weights and hosted access; a compelling choice when practitioners want API convenience without surrendering a future self-hosting path"},{"model":"Gemini","reason":"Implements listwise reranking to evaluate candidate documents simultaneously rather than independently, eliminating pairwise biases. Ranked fourth assuming the practitioner wants to balance Apache 2.0 open-weight flexibility with a managed API."}],"fixes":[{"model":"ChatGPT","fix":"Its hosted platform and operational track record are less mature than the leaders, and the more capable instruction-following v3 listwise model remains preview-grade"},{"model":"Gemini","fix":"Has a smaller developer community and less mature third-party framework integration than legacy competitors."}],"updated":"2026-07-15","rank_history":{"days":["2026-06-29","2026-06-30","2026-07-08","2026-07-09","2026-07-10","2026-07-14","2026-07-15"],"ranks":[4,4,null,5,null,10,4]},"api":"https://modelsagree.com/api/v1/best/best-reranking-model-api.json"}],"page":"https://modelsagree.com/product/mixedbread-rerank","check":"https://modelsagree.com/check?q=Mixedbread%20Rerank","updated":"2026-08-10T18:18:45.051Z","attribution":"modelsagree.com, CC BY 4.0"}