Reverse Engineering with ChatGPT: Unleashing Endless Possibilities in Creative Process

Reverse thinking, a method employed by many successful individuals, utilizes the final goal to backtrack the path to accomplish it. This can lead to breaking free from conventional thinking and spawning innovative ideas.

J.K. Rowling, the author of the renowned Harry Potter series, first determined the ending and then worked backward to create the narrative, culminating in a masterfully constructed collection of novels. Similarly, Steve Jobs often approached product design from the perspective of user experience, working in reverse. Warren Buffett’s approach includes reverse-engineering a company’s intrinsic value to evaluate if the present stock price is reasonable.

This thinking method is versatile and applicable to various fields.

When applied to technology like ChatGPT, this reverse thinking allows for the utilization of existing quality content (such as copy, speeches, plans, poems, or code) to reverse engineer a prompt. This prompt can then be used to generate similar quality content with ChatGPT.

For instance, upon observing a striking product description, one could employ ChatGPT to analyze its various elements and assist in crafting a prompt that leads to a similarly engaging product description.

My Prompt Sharing

To facilitate your application of the reverse engineering prompt technique in both your professional and personal endeavors, I’ve prepared a prompt.

You are a specialized prompt engineering expert, known as RPE, with a distinguished ability to reverse engineer prompts based on given texts. Your unique skill set allows you to deconstruct texts and understand the types of prompts that could lead to such content. You will follow the steps provided strictly in sequence, without skipping or merging any steps. Here are the instructions:

Step 1: Introduce yourself with specificity, detailing your experience and abilities in reverse engineering prompts. Then, ask the user for their goal, requiring a response in a consistent format. Provide examples to clarify what you mean, such as: – “I want a prompt to help me draft persuasive speeches for public speaking.” – “I want a prompt to support me in writing concise cover letters for job applications.” – “I want a prompt to assist me in generating memorable slogans for eco-friendly products.” Once the user has answered, acknowledge their response and make it clear that you will move on to Step 2.
Step 2: Explicitly state: “Thank you for defining your goal. Can you provide the specific content you would like to reverse engineer?” Ensure that this is the only question you ask in this step, and wait for the user’s response before proceeding.
Step 3: Upon receiving the content in Step 2, carefully analyze it, ensuring that the final prompt maintains the broad applicability or specific focus requested by the user. Focus on aspects like tone, style, syntax, and language intricacies, purpose or intent, audience, content structure, rhetorical devices, genre conventions, visual and formatting elements and adopt a persona relevant to the content, with the versatility to suit different contexts if required. Without explaining the process details, create the ideal prompt based on the identified goals. Ensure that this prompt remains true to the user’s original intentions, whether they were broad and versatile or narrow and specific. Make sure your prompt can used for {} with a user input feature in the prompt that uses {}.

To initiate the process, please proceed to Step 1 by introducing yourself in detail and asking: “What is your desired goal for this prompt? Please be specific and clear, starting your goal statement with ‘I want a prompt that…'”

I’ve made it available on Flowgpt for direct use.

my reverse engineer prompt in flowgpt

Case 1: Writing a Speech

Now, let’s explore its practical application. First, submit the prompt to ChatGPT, and observe its response.

response by chatgpt from my reverse engineer prompt

Then, imagine that I’m a team leader of an e-commerce company, emphasizing the value of teamwork in a meeting. Here’s what I conveyed to ChatGPT and the response from it.

reverse engineer prompt for a public speech

I located a suitable speech about teamwork like this:

Every successful organization is built on a robust foundation of teamwork. When people unite and work towards a common goal, they accomplish more than they could on their own. Mutual respect, open communication, and trust form the bedrock of effective collaboration. Trust enables team members to depend on one another, knowing that they can take calculated risks without fear of blame or failure. Open communication ensures everyone aligns their efforts, and respect enables team members to value and recognize each other’s contributions. Teamwork not only unites efforts but also fosters innovation and creativity. When people with varied experiences and viewpoints collaborate, fresh insights and approaches emerge. This diversity leads to more effective and efficient problem-solving. I want to emphasize that collaboration builds closer bonds between team members. Working together towards a shared purpose can foster a sense of camaraderie and unity. This team cohesion often leads to increased work satisfaction and retention. However, teamwork doesn’t always come naturally. It demands effort, dedication, and the willingness to prioritize the team’s goals over personal ones. Openness to feedback and constructive criticism is crucial. Potential challenges may arise, such as conflicts or misunderstandings. Acknowledging these challenges and promoting a culture of open dialogue can lead to more effective teamwork. In summary, cooperation is not just beneficial but essential for every organization’s success. It enables greater achievement, encourages creativity, and strengthens relationships within the team. By fostering a culture of communication, trust, and respect, organizations can build teams that thrive. I invite you all to reflect on your roles within your teams and consider how you can contribute to fostering these essential qualities. Together, we can accomplish far more than we ever could alone. Let us embrace teamwork as our pathway to success.

I submitted it to ChatGPT, and here’s how it responded:

Thank you for providing the content. Based on the given speech focusing on the significance of teamwork among employees, with particular emphasis on trust, open communication, creativity, camaraderie, and the challenges and benefits of collaboration, I have crafted the following prompt:

Write a compelling speech about the importance of teamwork within the employees of an ecommerce company, specifically “{},” selling on Amazon. Emphasize the core elements of effective teamwork, such as trust, open communication, and mutual respect. Explore the innovative possibilities that arise from diverse collaboration and the sense of unity and satisfaction that teamwork brings. Address the challenges that might emerge, including conflicts or misunderstandings, and stress the importance of openness to feedback and constructive criticism. Conclude by inviting reflection on individual roles within teams and the shared commitment to success through cooperation. Your speech should inspire, engage, and encourage a culture of collaboration for greater achievement.

This prompt should assist you in crafting speeches that align with your intended focus on teamwork, with the flexibility to suit different contexts by allowing the insertion of a specific company name.

Subsequently, I initiated a new conversation, passed on the prompts that ChatGPT had created for me, and it composed a speech.

publich speech craft by chatgpt using my reverse engineer prompt

This speech not only embraced the stylistic themes from the example speech but also aligned precisely with my prior needs. Refining your requirements can also lead ChatGPT to produce more specific and valuable prompts.

Case 2: Writing a Job Description

Consider now that I’m the HR manager of an AI startup, seeking a prompt engineer. Upon locating a job description template, I ask ChatGPT to draft a job description fitting our company. I outlined my requirements like this:

I want a prompt to help me write a job description for a Prompt Engineer role at our AI company, {company}. We are an innovative tech company leading advancements in artificial intelligence. Our goal is to build intelligent products that revolutionize industries and enable new discoveries. The Prompt Engineer will craft prompts to train our AI systems. Our contact is {email address}. Applications will be accepted until {closing date}.

After submitting the template to ChatGPT, I received this generated prompt:

Create a job description for a Prompt Engineer position at our AI company, “{company}.” Include the following sections:

Job Brief: Introduce the role, highlighting the importance of design and optimization of AI-generated text prompts, collaboration with various teams, and innovative approaches.

Responsibilities: Detail the key responsibilities, including design and development, collaboration, quality assurance, continuous improvement, research and innovation, documentation, and training and support.

Requirements and Skills: Specify the educational background, experience, technical skills, analytical abilities, communication skills, adaptability, and any relevant certifications.

Benefits: Outline the compensation, including salary, bonuses, insurance, retirement savings, professional development opportunities, and a collaborative work environment.

Conclude with instructions on how to apply, including the contact email “{email address},” and a closing date for applications as “{closing date}.”

Using this Prompt, I initiated a new conversation and submitted it to ChatGPT, leading to the creation of the following job description:

Prompt Engineer Position at {company}

Job Brief:

At {company}, we are in search of a skilled and innovative Prompt Engineer to join our growing team. This pivotal role focuses on the design and optimization of AI-generated text prompts that are core to our company’s innovative solutions. As a Prompt Engineer, you will be responsible for creating seamless and user-responsive designs, working collaboratively with various teams across the organization. The ideal candidate will have a passion for innovation, a willingness to think outside the box, and an ability to drive continuous improvements that shape the future of AI.


  • Design and Development: Creating, designing, and optimizing AI-generated text prompts that align with customer needs and business goals.
  • Collaboration: Working closely with cross-functional teams, including product managers, developers, and data scientists to ensure alignment with company objectives.
  • Quality Assurance: Conducting rigorous testing and validation to ensure prompt efficiency, accuracy, and reliability.
  • Continuous Improvement: Identifying opportunities for enhancements and implementing changes that lead to ongoing improvements in efficiency and functionality.
  • Research and Innovation: Engaging in cutting-edge research to keep abreast of the latest technologies and implementing innovative solutions.
  • Documentation: Creating and maintaining comprehensive documentation that supports prompt development and usage.
  • Training and Support: Providing technical training and support to various teams, ensuring prompt utilization aligns with the company’s best practices.

Requirements and Skills:

  • Educational Background: Bachelor’s or Master’s degree in Computer Science, AI, Machine Learning, or related field.
  • Experience: Minimum 3 years of experience in AI, NLP, or a related field.
  • Technical Skills: Proficiency in programming languages such as Python, Java, and understanding of deep learning frameworks like TensorFlow or PyTorch.
  • Analytical Abilities: Strong analytical and problem-solving skills, with a keen eye for detail.
  • Communication Skills: Excellent written and verbal communication skills, capable of conveying complex concepts clearly.
  • Adaptability: Ability to adapt to changing technologies and project requirements.
  • Certifications: Relevant certifications in AI or Machine Learning are preferred but not required.


  • Salary: Competitive salary commensurate with experience.
  • Bonuses: Performance-based annual bonuses.
  • Insurance: Comprehensive health, dental, and vision insurance plans.
  • Retirement Savings: Robust 401(k) retirement savings plan with company matching.
  • Professional Development Opportunities: Regular training, workshops, and conferences to encourage personal growth and career advancement.
  • Collaborative Work Environment: An engaging and supportive workspace where creativity and innovation thrive.

To apply for this unique opportunity, please send your resume and cover letter to “{email address}” by “{closing date}.” We look forward to receiving your application and exploring how you can contribute to our dynamic and forward-thinking team.

reverse engineer prompt for a job description


These examples serve as an introduction to the potential applications, inviting further exploration of this reverse engineering technique. Mastery of this method can reveal various opportunities, albeit potentially demanding patience and experimentation.

Feel free to take my prompt and adapt them to your specific needs, unlocking many possibilities within the realms of large language models.

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