Token transparency

Breaking down AI outputs to explain token-level contributions.

What

This pattern reveals the tokens AI used to generate responses, offering insight into the AI's decision-making process.

How

Display tokens explicitly or in metadata, helping users understand what influences the AI’s output.

When

Useful when users need to reverse-engineer responses or adjust their input to improve results.

Practical Tips

Focus on Key Tokens

Highlight impactful tokens to avoid overwhelming users with excessive detail.

Show Variations

Provide multiple interpretations or token combinations when relevant.

Ensure Ethical Transparency

Be cautious about unintentional references to copyrighted or biased material.

Example Tips

Elevating the experience

Example Tips

Example Tips

Elevating the experience

ChatGPT

ChatGPT's "Token Transparency" pattern lists key tokens like "financial goals" and "risk tolerance," clarifying how inputs inform outputs to enhance trust and understanding.

Udio

Udio's "Token Transparency" pattern displays tags like "female vocalist" and "atmospheric," clarifying how content is categorized or generated for user understanding.

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