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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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Abraham McCormick Agile Coach| Enterprise Solution Providers, Inc. San Diego, CA, United States
I think the main thing is the provide detailed prompts to Ai to get the desired result and making sure the the model you are using has the most accurate and updated information and test the validity of the information by peer review and the most current information on the subject. Just like data integrity you must start off with a model that is accurate and will produce the desired results and to do comparison with other sources to check validity and accuracy.
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Amro Mohammed Saudi Arabia

Refining a prompt can turn vague, generic outputs into precise, actionable results. In my experience, a well-structured prompt often cuts task completion time by 50–70%, because the AI produces exactly what you need without back-and-forth clarification.



Brutally short: Better prompt = faster, more accurate output = huge time saved.

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Devidasan Madambath Navi Mumbai, Maharashtra, India
I believe that Specificity, context and examples are finetuned, the outcome will be positive and by further refining, we can have much better result to our expectations.
Thanks
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Elvira Beatriz Real Martinez PROGRAM MANAGER| CISCO Ciudad De Mexico Df, Mexico
!--StartFragment --Refining a GenAI prompt has significantly improved output quality by adding clarity, context, and intent. A vague prompt often yields generic results, while a well-structured one leads to more accurate, relevant, and creative responses tailored to specific goal!--EndFragment --
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Trina Gonzalez Hollywood, FL, United States
Saves so much time and frustration. Breaking it down (Chain), then addressing changes needed, helps get a quality output..
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John Maina Portfolio Manager| None Nairobi, 30, Kenya
I have realised prompt refinement greatly improves the quality and accuracy of output
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Eze Nwankwo Abuja, FC, Nigeria
Refining a prompt is an effective way of generating the desired output. Sometimes, AI systems hallucinate and provide very vague and bogus responses that do not align with the desired output. One of the ways to correct this is by refining the prompt and being more specific
Refining and optimizing prompts can lead to better AI-generated results, helping to produce precise and outcome-oriented information.
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Sara Rimel Palmetto, FL, United States
Jun 21, 2024 10:50 AM
Replying to Laura Lazzerini
...
I think it is important to give the context and also to refine, asking for a different output in case that the first one is not completely suitable to our purpose or to the outcome that we were looking for. I think that consistency and preseverance in looking for the result, is crucial as well.
In my experience context has been very important to the refining process. I have also found that the model has needed clarification on terms that may have slightly different meanings depending on the context or industry.
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Ramesh Sahoo Consultant| Lea Associates South Asia Pvt. Ltd Cuttack, Or, India
more context leads to more accurate and refined results/output. I am not familiar with the diverse frameworks, I would speak to another human (thus, providing context and sufficient level of detail) provides great outputs.
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