{"slug":"aws-inferentia2","name":"AWS Inferentia2","domain":"amazon.com","verdict":"As of 2026-07-15, ChatGPT, Claude, Gemini, Grok collectively rank AWS Inferentia2 #4 of 7 for ai inference chip. Source: https://modelsagree.com/product/aws-inferentia2 (modelsagree.com, CC BY 4.0).","best_rank":4,"categories":1,"entries":[{"slug":"best-ai-inference-chip","title":"Best AI inference chip","rank":4,"of":7,"score":7,"appearances":3,"modelRanks":{"ChatGPT":4,"Claude":4,"Gemini":3},"reason":"Extremely cost-effective for AWS-native users, offering up to 50% better performance-per-watt than standard cloud instances, and scales efficiently via NeuronLink interconnects.","reasons":[{"model":"Gemini","reason":"Extremely cost-effective for AWS-native users, offering up to 50% better performance-per-watt than standard cloud instances, and scales efficiently via NeuronLink interconnects."},{"model":"ChatGPT","reason":"Inf2 instances offer strong sustained throughput per dollar, scalable NeuronLink configurations, 32 GB HBM per chip, and practical integration with an organization already operating on AWS."},{"model":"Claude","reason":"The pragmatic cost play — 30-50% cheaper inference than comparable GPU instances inside the cloud most teams already use, with vLLM/HuggingFace Optimum integration maturing steadily"}],"fixes":[{"model":"ChatGPT","fix":"Neuron compilation, operator gaps, and AWS lock-in add materially more porting friction than deploying on GPUs."},{"model":"Claude","fix":"Neuron SDK friction is real — newest model architectures and custom kernels land late or not at all, so it's not for teams chasing the frontier"},{"model":"Gemini","fix":"Dependent on the AWS Neuron SDK, which requires ahead-of-time model compilation and lacks native support for many custom or experimental neural network operators."}],"updated":"2026-07-15","api":"https://modelsagree.com/api/v1/best/best-ai-inference-chip.json"}],"page":"https://modelsagree.com/product/aws-inferentia2","check":"https://modelsagree.com/check?q=AWS%20Inferentia2","updated":"2026-08-10T18:18:45.051Z","attribution":"modelsagree.com, CC BY 4.0"}