The case for structured outputs in production AI
Most AI systems in production are parsing prose from LLMs when they should be requesting structured JSON. The cost and reliability gap is larger than teams expect.
Reading an LLM bill: line items that actually matter
Most LLM bills get scanned for total cost. Seven line items carry the real signal. A 5-minute monthly review that turns the bill into a diagnostic.
Caching strategies for LLM applications
LLM responses are expensive, slow, and often repeated. Here is how to cache them without building a system that silently returns stale answers.
Why Your AI Gets More Expensive Over Time (And How to Reverse It)
AI costs often increase after deployment. Learn the engineering patterns for intelligent distillation, model routing, and cost optimization that reduce per-operation costs by 50-80%.
AI Implementation Costs in 2026: What Companies Actually Spend
Realistic breakdown of AI implementation costs including infrastructure, development, API spend, and ongoing operations. What to budget and where companies overspend.