AI Cost & Efficiency

Fewer tokens, cheaper APIs, local alternatives with real numbers

LLM Cost Estimation: Budgeting for Multi-User AI Applications in Production

Step-by-step framework for calculating monthly active user workloads, tokens-per-session averages, and cloud margins before launching an AI feature.

7 min read

Amazon Nova Micro: The Fastest Text Model on AWS Bedrock

Nova Micro is Amazon's text-only model with sub-millisecond time-to-first-token and a $0.035/1M input price - designed for high-volume classification, extraction, and routing pipelines inside AWS infrastructure.

7 min read

GPT-4o Mini: When to Use It Instead of GPT-4o and Save 93% on Costs

GPT-4o mini costs $0.15/1M input tokens versus $2.50 for GPT-4o - a 94% reduction. Here's when the quality tradeoff is worth it and how to route requests.

7 min read

Claude 3 Haiku: The Fastest Anthropic Model for High-Volume Production

At $0.25/1M input tokens with 200k context, Claude 3 Haiku is Anthropic's cost-optimized model. The Message Batches API cuts costs another 50%.

PrevPage 2Next