When an NVIDIA G-class instance is detected running inference with low
utilization, recommend AWS Inferentia2 (inf2) or Trainium (trn1) as
alternatives. These offer up to 3x price-performance for supported models.
- Detect inference patterns (steady invocation rate, low batch variability)
- Map compatible model architectures to inf2/trn1 support
- Show concrete price-performance comparison vs current NVIDIA instance
- Caveat: not all models are compatible — flag this clearly in recommendations
Major trend in 2026: NVIDIA → AWS silicon migration for inference workloads.
When an NVIDIA G-class instance is detected running inference with low
utilization, recommend AWS Inferentia2 (inf2) or Trainium (trn1) as
alternatives. These offer up to 3x price-performance for supported models.
Major trend in 2026: NVIDIA → AWS silicon migration for inference workloads.