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In your experience with GenAI, how has refining a prompt drastically changed the output quality?

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Sarah Philbrick
PMI Team Member
Director, Learning Design & Development| PMI Asheville, NC, United States

With Generative AI, iteratively refining and optimizing prompts can lead to better AI-generated results. This may involve adjusting the specificity or clarity of the prompt to increase relevance and accuracy of results.

What examples do you have of how improving a prompt drastically changed the output quality?  What specific changes did you make that led to the improvement?
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Abolfazl Yousefi Darestani Manager, Quality and Continuous Improvement| Hörmann-TNR Industrial Doors Newmarket, Ontario, Canada
It depends. However, it is very effective. It should be able to understand you correctly.
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Anonymous
Refining prompt increase the sensitivity of the LLM model and provide the response precisely satisfying the expectations.
But it requires refining and refining with iterations until a great prompt is registered with valuable responses.
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ANWAR SABRY MOHAMMED Project Management| CoNet
It’s completely efficient
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Karina Carrero Cuidad De Panama, Panama
In my experience refining a prompt change drastically the answer that I got from the LLM, i hope I know about this chaining approach so I will be able to do it even better.

This is aligned with what is not just what you ask for it is more relevant how you do it.
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Manisha Deorey Thane, MH, India
Refining continuously and optimizing prompts can give better AI-generated results.
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Anonymous
Prompt refinement allows the model to 'understand' you better, which in turn allows it bring its power more fully to bear in providing you with responses. This can often mean that it, with increasing accuracy, performs tasks for you as a PM that would otherwise takenyou a long time to do manually.
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Piyush Agrawal Mr. | sip2wealth Bangalore, Karnataka, India
In recent use case when I wanted to generate project risks communication to key stakeholders, associated with a delayed shipment, I was able to get useful content and meaningful output using chain prompting and refining Prompts.
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Cynara Taylor Homestead, Fl, United States
Engineering prompts has improved quality 100%. Thanks
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Samantha Smith Program Manager| Amazon Koto-Ku, Tokyo, Japan
Refining helped me change a vague response outcome into a concrete and detailed plan.
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Maruti Maruti None India
Refining my prompts with GenAI has made a big difference in the quality of the results I get. In the beginning, when I used general prompts like "How can I study better?", the answers were too broad and not very helpful. But once I started being more specific—like asking, "What are the best strategies to improve retention for my upcoming exams on [specific subjects]?"—the responses became way more relevant and actionable. This approach not only made the advice more useful but also helped me stay organized and improve my productivity. By getting more precise with my prompts, I’ve been able to get exactly what I need much faster.
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