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AI Cost Optimization

3 articles

Stylized invoice with seven highlighted line items: input/output tokens, model mix, cache discount, batch, embeddings, retries, and egress

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.

AI Cost OptimizationAI Operations
Descending cost curve with glowing data points showing AI cost optimization over time

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 Cost OptimizationAI OperationsIntelligent Distillation
Cost breakdown visualization showing the four categories of AI implementation spend

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.

AI Cost OptimizationAI Strategy