{"slug":"jina-reranker","name":"Jina Reranker","domain":"jina.ai","verdict":"As of 2026-07-15, ChatGPT, Claude, Gemini, Grok collectively rank Jina Reranker #3 of 8 for reranking model api. Source: https://modelsagree.com/product/jina-reranker (modelsagree.com, CC BY 4.0).","best_rank":3,"categories":1,"brief":{"category":"best-reranking-model-api","title":"Best reranking model API","rank":3,"of":8,"top":"Cohere Rerank","day":"2026-07-17","why":[{"t":"massive 131k token context window","m":["ChatGPT","Gemini"],"q":"a massive 131k token context window"},{"t":"long-context and multimodal support","m":["ChatGPT","Gemini","Grok"],"q":"best long-context + multimodal (PDF/image) support"},{"t":"open weights for customization","m":["ChatGPT","Grok","Claude"],"q":"open weights for customization or self-host hybrids"},{"t":"lowest latency and highest throughput","m":["Grok"],"q":"Lowest latency and highest throughput at scale"}],"gap":[{"t":"strong cross-domain relevance","m":["Claude","Grok"],"q":"consistently strong cross-domain and multilingual (100+ languages) relevance"},{"t":"widest enterprise availability","m":["ChatGPT","Claude","Gemini"],"q":"the widest enterprise availability (native on AWS Bedrock, Azure AI, SageMaker, plus vector-DB integrations like Pinecone and Weaviate)"},{"t":"simplest, most reliable API","m":["Claude","Grok"],"q":"simplest, most reliable API for RAG/agent pipelines"}],"fix":[{"t":"raise cross-domain ranking quality","m":["Claude","Gemini","Grok"],"q":"Raise general cross-domain ranking quality to close the gap with Cohere/Voyage leaders."},{"t":"commercial self-hosting license limits","m":["ChatGPT","Gemini"],"q":"CC-BY-NC licensing limits commercial self-hosting"},{"t":"higher and less predictable latency","m":["ChatGPT","Gemini"],"q":"listwise processing can produce higher and less predictable latency"}]},"entries":[{"slug":"best-reranking-model-api","title":"Best reranking model API","rank":3,"of":8,"score":11,"appearances":4,"modelRanks":{"ChatGPT":3,"Claude":4,"Gemini":3,"Grok":3},"reason":"Exceptional long-context and multilingual option with a 131K listwise architecture, open weights for non-commercial use, and an accessible hosted API; particularly strong for long documents and ranking candidates jointly rather than independently","reasons":[{"model":"ChatGPT","reason":"Exceptional long-context and multilingual option with a 131K listwise architecture, open weights for non-commercial use, and an accessible hosted API; particularly strong for long documents and ranking candidates jointly rather than independently"},{"model":"Gemini","reason":"Combines a massive 131k token context window with the ability to process up to 64 documents concurrently, using a causal self-attention architecture. It is in a near-tie with Voyage AI, placed third due to slightly lower reasoning performance on complex domain-specific tasks."},{"model":"Grok","reason":"Lowest latency and highest throughput at scale; best long-context + multimodal (PDF/image) support; flexible API with open weights for customization or self-host hybrids."},{"model":"Claude","reason":"Best budget managed API — very cheap, multilingual, strong on code and structured/function-call reranking, with open weights available so you can migrate off the API later; near-tie with Qwen3 for the value slot"}],"fixes":[{"model":"ChatGPT","fix":"CC-BY-NC licensing limits commercial self-hosting, while listwise processing can produce higher and less predictable latency"},{"model":"Claude","fix":"Peak English-retrieval quality sits a notch below Cohere and Voyage flagships, so quality-critical search products usually pay up"},{"model":"Gemini","fix":"Open-weights deployment requires a commercial license, and the API has higher latency overhead on extremely long contexts."},{"model":"Grok","fix":"Raise general cross-domain ranking quality to close the gap with Cohere/Voyage leaders."}],"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":[3,3,3,3,4,2,3]},"api":"https://modelsagree.com/api/v1/best/best-reranking-model-api.json"}],"page":"https://modelsagree.com/product/jina-reranker","check":"https://modelsagree.com/check?q=Jina%20Reranker","updated":"2026-08-10T18:18:45.051Z","attribution":"modelsagree.com, CC BY 4.0"}