Tools

Calculators for practical AI decisions.

Run the numbers in your browser, inspect the assumptions, and then read the related guide when you want the reasoning behind the result.

Token Estimator

Estimate token count from text length with a visible heuristic and understand why tokenizers differ.

Turn input and output token rates plus request volume into per-request and monthly spend.

Convert a confusion matrix into precision, recall, F1, and accuracy.

Estimate model-weight memory from parameter count, precision, and runtime overhead.