Estimates are directional
The tool provides directional estimates only. Input token counts, output estimates, scenario overhead, coding-agent impact, and cost comparisons are intended to help with planning, not to serve as guaranteed billing outcomes.
Real usage can differ based on provider tokenization, hidden system prompts, conversation history, context size, file or repo reads, retries, tool calls, and other request details that are not fully visible from the pasted prompt alone.