Every AI answer on this site comes with a receipt.
Model races, a daily guessing game, and a tokenizer you can poke — priced to six decimal places. Your visit costs $0.00: the defaults replay recordings, and live runs are opt-in and capped.
What does text cost?
Change this number to the reply length you expect. It is an assumption, not a prediction.
Receipt uses 500 output tokens.
How these numbers are made
Tokens are the chunks a model actually reads — about three-quarters of an English word each, so 100 words is roughly 130–140 tokens.
OpenAI rows are exact. Your text is encoded in your browser by
the gpt-tokenizer library using o200k_base, the same
encoding OpenAI’s models use. Same input, same count, every time.
Claude rows are estimates. Anthropic doesn’t publish its tokenizer, so there’s nothing exact to run. I multiply the o200k count by 1.15 and mark it “est.” — read ±20% into it. Where this site has real Claude numbers — Arena races and Guess reveals — they come from Anthropic’s own usage reports, and those are exact.
The math on every line: input tokens × input rate ÷ 1,000,000, plus assumed output tokens × output rate ÷ 1,000,000. Each line is rounded to six decimals at display — recompute it by hand. Rates per million tokens (MTok), as listed by OpenAI and Anthropic, verified 2026-07-09: GPT-4.1 nano $0.10 in / $0.40 out · GPT-5.4 nano $0.20 in / $1.25 out · Claude Haiku 4.5 $1.00 in / $5.00 out · Claude Sonnet 5 $2.00 in / $10.00 out.
Reply length is your assumption. The field starts at 500 output tokens and stays visible beside the receipt. Change it to zero for an input-only price, or use the reply length you expect. The site does not predict it.
Nothing you type leaves the page — the counting runs in your browser. The headline’s own token boundaries are computed once, when the site is built. Your text is tokenized live, on your device.
That tokenizer is the live demo — exact OpenAI counts in your browser, Claude counts labeled as estimates. All projects — seven builds, this tokenizer included; receipts where the facts have landed.