Cost-Optimization
All articles
19 total
FinOps for AI: Controlling the Cost of LLMs and GPUs New
A practical guide to controlling AI spend. Learn the cost drivers behind …
Guides
Added 29 Jun
·
Upd 29 Jun
·9 min
Multi-Model Routing New
How to route each query to the right LLM to cut cost and add …
Guides
Added 23 Jun
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Upd 23 Jun
·9 min
AWS Previews a FinOps Agent for Cloud Cost New
AWS introduced a FinOps Agent in preview: an agentic assistant for …
News
Added 15 Jun
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Upd 16 Jun
·3 min
AI Cost Optimization Patterns
Model selection by task, caching strategies, batch vs real-time …
Patterns
Added 24 Mar
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Upd 30 May
·3 min
Auto-Scaling
What auto-scaling is, how it adjusts capacity dynamically, and how to …
Glossary
Added 28 Mar
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Upd 30 May
·2 min
Batch Inference Patterns for AI Workloads
Processing large volumes of AI inference requests efficiently. Queue …
Patterns
Added 28 Mar
·
Upd 30 May
·3 min
Capacity Planning for AI Inference
How to right-size GPU and TPU clusters, configure autoscaling for …
Guides
Added 28 Mar
·
Upd 30 May
·4 min
Cost Estimation for AWS AI Services
How to estimate and manage costs for AI workloads on AWS, covering …
Guides
Added 28 Mar
·
Upd 30 May
·4 min
Cost Optimization (Well-Architected Pillar)
The Well-Architected pillar covering right-sizing, reserved capacity, …
Glossary
Added 26 Mar
·
Upd 30 May
·5 min
GPU Pooling
Shared GPU infrastructure with intelligent scheduling: maximizing GPU …
Patterns
Added 28 Mar
·
Upd 30 May
·3 min
LLM Routing
Architectures that direct each request to one of several available …
Glossary
Added 8 May
·
Upd 30 May
·5 min
Model Distillation Patterns for Production AI
Using large model outputs to train smaller, cheaper, faster models for …
Patterns
Added 28 Mar
·
Upd 30 May
·3 min
Model Tier Routing
Matching Request Complexity to Model Cost
Patterns
Added 28 Mar
·
Upd 30 May
·3 min
Multi-Model Routing Patterns
Strategies for routing requests to different AI models based on task …
Patterns
Added 28 Mar
·
Upd 30 May
·4 min
Plan-and-Execute Pattern
Separating Planning from Execution in AI Agents
Patterns
Added 28 Mar
·
Upd 30 May
·4 min
Prompt Caching
Server-side caching of attention key/value tensors for repeated prompt …
Glossary
Added 8 May
·
Upd 30 May
·5 min
Reducing LLM Inference Costs in Production
Practical strategies for reducing LLM API and hosting costs without …
Guides
Added 28 Mar
·
Upd 30 May
·3 min
Semantic Caching for AI Applications
Caching AI model responses based on semantic similarity rather than …
Patterns
Added 28 Mar
·
Upd 30 May
·3 min
Token Budget
The maximum number of tokens allocated for an LLM request or workflow, …
Glossary
Added 28 Mar
·
Upd 30 May
·2 min
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