Practical AI stack decisions

Count tokens, estimate API costs, and compare AI tools.

Use source-tracked pricing pages, token counters, and comparison guides to choose AI models and coding tools with less guesswork.

Decision data

Built for engineers comparing real options

Each page is structured around pricing, limits, use cases, tradeoffs, alternatives, and source notes that can be verified against official provider pages.

Token counter

Count prompt tokens, preview OpenAI token IDs, and estimate LLM input cost before sending text to an API.

Open token counter

Model directory

Source-tracked model pricing, profiles, context windows, cost examples, and related comparisons.

Browse AI models

Comparison pages

Side-by-side API tradeoffs covering model support, developer experience, pricing posture, and when to choose each option.

Browse comparisons