Calculators

This calculator compares the monthly token expenditure and per-call financial costs of steering LLM behavior through detailed system instructions versus

This calculator ranks graphic processing units by true financial cost per million tokens rather than hourly rental price alone. It evaluates hourly instance

This calculator models the token expansion and financial cost amplification caused by adding few-shot examples to LLM prompts. It compares zero-shot prompt

This calculator estimates initial embedding generation costs, recurring monthly re-embedding expenses, total vector counts, and raw uncompressed vector

This calculator estimates total financial expenditure and labor hours required to prepare and annotate machine learning datasets. It models raw human labeling

This calculator provides actionable insights and metrics for 301 Redirect Chain Fixer. Paste a redirect map to flatten chains to single hops and flag loops.

This visualizer translates abstract token counts into human-readable equivalencies, including document pages, full-length novels, spoken audio hours, code

This calculator provides actionable insights and metrics for 360 Video Editing Advisor. 360 workflow, processing load and the pitfalls that trip up 360 projects.

This calculator tracks context window consumption across system prompts, retrieved documents, conversation history, and output generation reserves.

This calculator provides actionable insights and metrics for A/B Headline Effectiveness Advisor. Score a headline on click-driving factors with fixes.