# AWS Bedrock optimization | Cloud Efficiency Hub Canonical: https://www.pointfive.co/efficiency-hub/cloud-services/aws-bedrock 6 documented AWS Bedrock cost inefficiencies, each with how to detect it and how to fix it. [Cloud Efficiency Hub](https://www.pointfive.co/efficiency-hub) 6 documented AWS Bedrock cost inefficiencies, each with how to detect it and how to fix it. ## 6 inefficiencies [All services](https://www.pointfive.co/efficiency-hub#browse-by-service) - AWS Bedrock CER-0276 ### [Using High-Cost Bedrock Models for Low-Complexity Tasks](https://www.pointfive.co/efficiency-hub/inefficiencies/using-high-cost-bedrock-models-for-low-complexity-tasks-734ca) Many Bedrock workloads involve low-complexity tasks such as tagging, classification, routing, entity extraction, keyword detection, document triage, or lightweight summarization. These tasks do not require the advanced reasoning or... AI - AWS Bedrock CER-0256 ### [Suboptimal Bedrock Inference Profile Model](https://www.pointfive.co/efficiency-hub/inefficiencies/suboptimal-bedrock-inference-profile-model-08c00) AWS frequently updates Bedrock with improved foundation models, offering higher quality and better cost efficiency. When workloads remain tied to older model versions, token consumption may increase, latency may be higher, and output... AI - AWS Bedrock CER-0502 ### [Unoptimized Prompt and Response Length in Bedrock Inference](https://www.pointfive.co/efficiency-hub/inefficiencies/unoptimized-prompt-and-response-length-in-bedrock-inference) Amazon Bedrock on-demand inference bills every input token sent and every output token generated. Applications often send much more than a task needs: the full conversation history on every turn, entire documents instead of the relevant... AI - AWS Bedrock CER-0558 ### [Underutilized Bedrock Provisioned Throughput](https://www.pointfive.co/efficiency-hub/inefficiencies/underutilized-bedrock-provisioned-throughput) Amazon Bedrock Provisioned Throughput reserves dedicated inference capacity for a base or custom model at a fixed hourly price, whether or not any requests arrive. Capacity is bought in model units, each delivering a set number of input... AI - AWS Bedrock CER-0565 ### [Missing Prompt Caching for Repeated Context in Amazon Bedrock](https://www.pointfive.co/efficiency-hub/inefficiencies/missing-prompt-caching-for-repeated-context-in-amazon-bedrock) Many Bedrock applications send the same large block of context on every request: a long system prompt, tool definitions, a reference document in a document Q&A flow, or an agent's growing conversation history. Bedrock prompt caching lets... AI - AWS Bedrock CER-0566 ### [Real-Time Bedrock Inference Used for Non-Urgent Batch Workloads](https://www.pointfive.co/efficiency-hub/inefficiencies/real-time-bedrock-inference-used-for-non-urgent-batch-workloads) Offline jobs such as document enrichment, classification and tagging backfills, summarizing archives, generating embeddings and running model evaluations are often implemented as loops of synchronous InvokeModel or Converse calls. Those... AI ## More AWS services - [AWS EC2 23](https://www.pointfive.co/efficiency-hub/cloud-services/aws-ec2) - [AWS RDS 19](https://www.pointfive.co/efficiency-hub/cloud-services/aws-rds) - [AWS S3 15](https://www.pointfive.co/efficiency-hub/cloud-services/aws-s3) - [AWS Lambda 12](https://www.pointfive.co/efficiency-hub/cloud-services/aws-lambda) - [AWS EBS 10](https://www.pointfive.co/efficiency-hub/cloud-services/aws-ebs) - [AWS CloudWatch 8](https://www.pointfive.co/efficiency-hub/cloud-services/aws-cloudwatch) - [AWS EKS 8](https://www.pointfive.co/efficiency-hub/cloud-services/aws-eks) - [AWS ElastiCache 8](https://www.pointfive.co/efficiency-hub/cloud-services/aws-elasticache) - [AWS DynamoDB 7](https://www.pointfive.co/efficiency-hub/cloud-services/aws-dynamodb) - [AWS ELB 6](https://www.pointfive.co/efficiency-hub/cloud-services/aws-elb) --- Source: the public page above. Product screenshots and illustrative interfaces are examples, not live customer data.