Amazon (AWS)

How to optimise AWS costs for AI-focused SaaS platforms in 2026?

The question is about Amazon (AWS) .

Answer:

1. Use AWS Spot Instances or Savings Plans for AI/ML training workloads-saving 60–70% compared to on-demand pricing. 2. Deploy inference endpoints on Lambda or ECS Fargate with auto-scaling down to zero during periods of low traffic. 3. Cache LLM API responses with ElastiCache where repeated queries are common to lower per-call costs. 4. Monitor GPU utilisation on SageMaker endpoints and adjust instance types based on actual throughput data. 5. Use S3 Intelligent-Tiering for model artefacts and training datasets to automate storage cost optimisation.

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