LlamaCoder
Generate and test a small React checklist preview from a prompt
Read the guideInspect a fictional prompt in Tiktokenizer with gpt-4o selected. In the verified demonstration, appending π§©π changes the total from 23 to 28 chat tokens, including the default system message and chat-format overhead. Free browser utility: https://tiktokenizer.vercel.app/

Tiktokenizer is featured here for one specific job: inspect model-specific chat token counts. This guide focuses on that workflow so you can decide whether it fits your task before trying it.
Inspect model-specific chat token counts
Open Tiktokenizer with gpt-4o selected. Our fictional request is: Please label the donated board games. Now add the puzzle and books emojis. The recorded chat total rises from twenty-three to twenty-eight tokens. That includes the default system message and chat-format overhead, not just our sentence. Handy for planning prompts before using an AI model.
A small, specific input makes the result easier to inspect. Use the example below to understand the scope of the recorded workflow; it is not a promise that a new run will produce an identical result.
Please label the donated board games.
Start with material you own or have permission to use. Save the original and compare it with the output before moving the result into a real project. If the interface has changed, follow the current official instructions linked below.
Token counts depend on the model template and special tokens; they are not the same as word counts.
Keep the task narrow on your first attempt. Check the details that matter to your use case rather than judging only whether the result looks polished. A successful short example is a useful introduction, not a benchmark of the whole product.
The public browser utility is accessible without a payment or login gate, and its official repository uses the MIT license. This demonstration needs no API key or paid API call. Counts here use gpt-4o, the default system message, and chat-format overhead.
Availability notes refer to the dated demonstration or source check. Features, limits and sign-in requirements can change. Check the official site before starting a larger project.
Visit Tiktokenizer βThis guide expands the channelβs recorded example and the official sources checked for that reel. Generated results are examples, not endorsements or guarantees. Read our editorial policy.