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Experience Matters

Prompt Wrapper FAQ

Frequently Asked Questions about the Prompt Tuning Interface

What is this app for?

This app helps you write more effective prompts for AI models by wrapping your input with additional instructions—called tuning instructions—that change the default behavior the AI uses when responding. The added tuning instructions are optimized for the AI model you choose to use and guide the model to respond in a particular tone, mindset, or context—making your results more accurate, useful, or creatively aligned.

What does this app do?

This tool takes your basic prompt and wraps it with optimized instructions tailored to the AI model you choose. It's useful for improving output quality, tone, or creativity — especially when switching between different models like ChatGPT, Claude, or Mistral.

How does this app work?

When you enter a prompt, the app generates a new version of that prompt—called a wrapped prompt—that includes your selected options, such as:

  • The AI model you’re targeting (e.g., ChatGPT, Claude, Grok, etc.)
  • The desired tone of voice (e.g., Friendly, Formal, Technical)
  • An optional Zodiac-inspired personality style (e.g., “Answer like I’m a Leo”)
  • If you're using a model that does not have an open API (like Grok), the app will instead show you a Translate button, so you can copy the wrapped prompt and paste it manually into the AI platform.

Do I need an API key to use this?

Not at the moment. This is a front-end only interface designed for experimentation and portfolio demonstration. API integration may be added in the future, but for now:

  • If the model has no API (e.g., Grok), you'll get a prompt to copy and paste.
  • If the model does support API calls, the backend is not yet enabled, but may be added later with a “bring your own key” setup. For now, you'll get a popup reminding you that API support is not enabled, and you'll also get the option to copy and paste the resulting wrapped prompt.

Why do I see a 'Translate' button instead of 'Submit'?

Some models like Grok don’t offer public API access. When you select one of these, the interface switches to Fallback Mode. You can still generate a wrapped prompt — just copy and paste it manually into the AI's native chat interface.

What do the Zodiac options do?

Each Zodiac sign represents a persona profile—a flavor or attitude that can influence how the AI frames its response. These are entirely optional but can spark more personalized or playful replies.

Zodiac Sign Tone Cues Example Instruction
♈ AriesEnergetic, direct, bold, action-oriented"Keep it punchy and decisive."
♉ TaurusCalm, grounded, practical, sensory-rich"Make it feel stable and well-reasoned."
♊ GeminiWitty, lively, curious, conversational"Let the response feel clever and quick-witted."
♋ CancerNurturing, emotionally attuned, gentle"Soften the language and prioritize empathy."
♌ LeoBold, expressive, dramatic, confident"Add flair and make the answer shine."
♍ VirgoPrecise, structured, analytical, helpful"Focus on logic and actionable insight."
♎ LibraBalanced, diplomatic, harmonious, elegant"Help find the thoughtful middle ground."
♏ ScorpioIntense, probing, mysterious, transformative"Go deep. Make it powerful, not preachy."
♐ SagittariusPhilosophical, optimistic, expansive, humorous"Keep it adventurous with big-picture insight."
♑ CapricornStrategic, pragmatic, authoritative"Be grounded and serious, with clear direction."
♒ AquariusInnovative, rebellious, abstract, visionary"Think outside the box and surprise me."
♓ PiscesDreamy, poetic, intuitive, spiritual"Use soft imagery or mystical metaphors."

These cues are added to the wrapper as part of the instructions. Think of it as giving the AI a hint about the kind of vibe you’re in the mood for.

Can I add my own persona or tone?

Not yet—but the project is structured to allow easy expansion. In the future, users may be able to:

  • Enter a custom tone or mood manually
  • Upload a short style guide or writing sample
  • Choose from predefined professional roles (e.g., “answer like a software architect”)

Who built this?

This interface was created by Terri Clark, a UX writer, technical communicator, and systems integrator. It’s part of her portfolio at GR8UX.com, where she showcases tools and ideas that connect usability, strategy, and emerging tech.

Need more help?

You can also read my article AI: It's Not Just What You Say, It's How You Say It for a deeper exploration of some of the default response settings for various AI models and how to tune your prompts to get the results you need.

Have a project or problem — small, complex, or somewhere in between?

Let’s talk through it. Sometimes the hardest part is just getting started.

Let's Discuss It

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