Calculators

This calculator shows what the context you carry into every call actually costs, and what you save by trimming it. Context is re-billed as input on every

This calculator models financial savings from prompt context caching on commercial LLM APIs. It compares un-cached API calls against prompt caching implementations

This calculator translates active user counts and engagement patterns into request rates, token throughput, and required GPU infrastructure capacity.

This advisor estimates added latency and hit frequency caused by cold starts when deploying machine learning models on autoscaling infrastructure.

This calculator provides actionable insights and metrics for AI Code Review Cost Calculator. Token cost of automated PR review netted against reviewer hours saved.

This calculator provides actionable insights and metrics for Adversarial Attack Defense Advisor. Rates exposure to prompt injection, evasion, poisoning

This calculator models the financial savings achieved by implementing semantic routing and model fallback architectures. It compares routing all user traffic

This calculator models the relationship between batch size, generation speed, aggregate token throughput, and hosting costs for self-hosted LLM inference.

This calculator compares an all-real-time API bill against a realistic mix where only some jobs can tolerate batch turnaround. Batch endpoints trade latency

This calculator provides actionable insights and metrics for AI Feature Pricing Calculator. Price an AI feature from token COGS, stress-tested against power users.