LLM Inference Cost Calculator: Model Monthly Cost Before You Launch
LLM inference cost is a non-linear function of token composition, model mix, and cache behavior — and almost no team models it before shipping. Plan it before the invoice arrives.
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Opinionated AI Briefs
LLM Model Selection Calculator for Quality, Latency, and Cost
Mid-tier models handle ~80% of production AI tasks at 25-35% the cost of frontier — and most teams have never benchmarked their workload to find out. Pick by task profile, not by brand.
NL-to-SQL Complexity Calculator: Decide if You Need an Agent
The same models that score 86% on Spider 1.0 score 10-17% on real enterprise schemas. NL-to-SQL is an architecture problem, not a model problem — here's how to scope yours.
RAG Chunking Calculator: Optimize Retrieval Quality and Cost
Most production RAG failures trace back to chunking — the upstream decision that gets the least architectural thought. Plan chunk size, overlap, and strategy before you embed 50GB the wrong way.