# Aws Trainium Inferentia2 > Aws Trainium and Inferentia2 are specialized computer chips designed by Amazon Web Services to accelerate machine learning workloads. Trainium is optimized for high-performance deep learning training, while Inferentia2 is specifically engineered for high-throughput, low-cost inference of large-scale models. - URL: https://optimly.ai/brand/aws-trainium-inferentia2 - Slug: aws-trainium-inferentia2 - BAI Score: 72/100 - Archetype: Challenger - Category: Hardware - Last Analyzed: April 11, 2026 - Part of: Amazon Web Services (AWS) (https://optimly.ai/brand/amazon-web-services-aws) ## Also Referenced By - Google TPU v5p clusters (https://optimly.ai/brand/google-tpu-v5p-clusters) ## Buyer Intent Signals Problems: In-house Hardware Infrastructure: Building and maintaining on-premise server clusters with specialized hardware. | Standard CPU Computing: Using default CPU-based inference for small models where latency is not critical. Solutions: AWS AI hardware for training | low latency inference chips | best hardware for Llama 3 training | what is AWS Trainium | Generic Cloud GPUs (NVIDIA): Purchasing standard GPU instances (e.g., NVIDIA H100/A100) on AWS or other clouds. Comparisons: cost-effective alternative to NVIDIA GPUs in the cloud