AI Tools for Automatic Prompt Improvement

Previously, we explored Semantic Prompt Design. We also examined the inner workings of OpenAI's GPT Builder, an automated framework for AI development within the ChatGPT ecosystem. Now we’re combining these two principles together to create ways to automate semantic prompt design.

Today I’m introducing two tools: Semantic Forge (centered around automatic prompt improvement) and Pickaxe Generator (centered around prompt creation). While these two tools are designed to make it easy to integrate semantic prompt design into AI chatbots, they each serve a distinct purpose. Each tool represents a step towards more powerful AI chatbots that are easier to tune and improve. They are both available as Pickaxes for you to start using today.

The Tools

‍Pickaxe Prompt Generator helps you create powerful Pickaxes with nothing but an idea. This tool asks you a series of simple questions and then creates a customized AI prompt as its final output. You can then paste that prompt directly into our no-code chatbot builder.

Semantic Forge helps you improve existing Pickaxe prompts by converting them into more robust prompts that follow semantic prompt design.

Pickaxe Prompt Generator

‍The Pickaxe Prompt Generator is not just refining; it's creating. Starting from a user's broad goal with their AI tool, the Pickaxe Prompt Generator pioneers the creation of new Pickaxe prompts scripted in the style of Semantic Prompt Design. To remind readers, Semantic Prompt Design is a framework for writing prompts that are easy to read, easy to edit with precise intentions, and written in a structure that gets better performance out of AI models.

This means you can come to the Pickaxe Prompt Generator with nothing more than a vague idea for your tool! The generator will ask you a series of questions and gradually define your tool by working with you. Let's examine how it works in more detail.

The process is interactive and intuitive. First, it suggests a name for the new Pickaxe, inviting user to finalize it or suggest their own name. This step is more than a formality; it’s about establishing identity and purpose.

Then, the Generator delves into shaping the script’s context. It navigates through "Role and Goal," "Conversational Objectives," and other key areas, asking targeted questions to extract detailed information from the user. This approach ensures each new Pickaxe is tailored to its intended function and audience.

In crafting the output, the Pickaxe Generator meticulously assembles a final prompt. It's not just about ticking boxes; it's about weaving a narrative that resonates with users. From a well-crafted introduction to effective quality control mechanisms, each element is designed to make the Pickaxe not only functional but also engaging and context-aware.

Upon completing the script, the tool presents it for user review, an invitation for feedback and further refinement. This final step underscores the collaborative nature of the tool, merging AI capabilities with user insights.

You can paste the final output directly into the Pickaxe chatbot builder.

Semantic Forge

While I originally developed this tool as SemantiCraft (an OpenAI GPT) to help with improving custom GPTs, the same principles can apply to a Pickaxe, which offers the same functionality of the GPT builder, but without the restrictions of OpenAI's walled garden approach.

The Semantic Forge Prompt Improvement tool focuses on taking existing Pickaxe prompts and improving them by rewriting them according to Semantic Prompt Design guidelines. As it refines the script, Semantic Forge ensures that each segment aligns with Semantic Prompt Design principles. The introduction is restructured for clarity, transitions are made smoother, and conversation objectives are carefully redefined for focus and relevance.

Semantic Forge's enhancements extend to the prompt's personality, emotional intelligence, and humor. These elements are tailored to fit your tool's intended use, enhancing user engagement. Moreover, Semantic Forge draws from its deep understanding of Semantic Prompt Design to define a specific chatbot knowledge base in order to keep the tool's responses informed and relevant. Semantic Forge enhances the personality, emotional intelligence, and humor of the prompt, and ensures that they are appropriate for their designated roles, whether in customer service, education, or entertainment.

The final output is an enriched Pickaxe prompt, showcasing technical proficiency and nuanced engagement. The process concludes with a user review for potential further refinements so that you can easily modify any challenges, oversights, or shortcomings.

To use the output, just edit your Pickaxe and paste the output directly into your Pickaxe's role.

Advancing AI Communications

In conclusion, the integration of the Semantic Forge Prompt Improvement and the Pickaxe Prompt Generator represents a significant leap forward in AI chatbot development. These tools not only streamline the process of creating and refining AI prompts but also enhance the overall quality and effectiveness of chatbots by making it easy to adhere to the best practices of prompt design. By leveraging Semantic Forge, users can transform existing prompts into more engaging and context-aware interactions, while the Pickaxe Generator enables the creation of new, powerful prompts from mere ideas.

For anyone looking to build or improve their AI chatbots, incorporating these tools into their workflow is a crucial step towards achieving more empathetic, interactive, and efficient AI communication.

Try them today!

This post was authored by Pickaxe evangelist and prompt engineer Josh Wolf.

AI tools for automatically writing better prompts

Related articles

July 21, 2023

How to Convert AI Text to Human Text

July 9, 2025

Pickaxe's Latest Capabilities: MCPs and the Pickaxe API

March 21, 2025

Pickaxe Studio: Sell your AI tools as services