Project Management

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When using AI systems, what are some best practices for ensuring the results you receive are accurate, relevant, and aligned with your original goals?

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

Validating and checking outputs is critical when working with AI systems like Generative AI. Such validation approaches may include establishing clear criteria, implementing strong testing protocols, and continuous refinement.

In your experience with AI, what are some best practices for ensuring the results you receive are accurate, relevant, and aligned with your original goals?

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Anonymous
To ensure that the results are accurate, relevant, and aligned with
your original goals, view AI as a collaborator rather than an uncontested
source of truth. Always be clear about your objectives or on what you
are trying to achieve. Provide context and verify information. If the first response isn't quite what you need, refine the prompt, provide more details, and ask follow-up questions. Use human judgment to ensure final outcome is
correct and useful.
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Anonymous

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Anonymous

To ensure that the results are accurate, relevant, and aligned with

your original goals, view AI as a collaborator rather than an uncontested

source of truth. Always be clear about your objectives or on what you

are trying to achieve. Provide context and verify information. If the first response isn't quite what you need, refine the prompt, provide more details, and ask follow-up questions. Use human judgment to ensure final outcome is

correct and useful.

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EMILIANO PAZ TABOADA CEO| PROTEGER S.A. Tegucigalpa, Francisco MorazƔn, Honduras
I really liked the tree-of-thought sequence and the use of the persona pattern; they added clarity, made the reasoning more structured, and helped tailor the output to the intended voice and goals.
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Anonymous

Providing specific details

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Ravi Patel India

True, thanks for the insights

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Tanja Josipovic Program Manager| Paycor Belgrade, Serbia
In my work as a Program Manager, I've found that the best AI results come from treating prompt creation like writing project requirements. The clearer I am about the objective, audience, constraints, and expected deliverable, the better the output. I also validate key information, refine prompts iteratively, and ensure that any AI-generated content is reviewed before being shared with stakeholders.
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Efosa Richard Igbinigie Nigeria LNG Limited Ottawa, ONTARIO, Canada
Some good practices include being clear about what you want, providing enough background information, and asking specific questions. Always review the response to make sure it answers your original question and does not miss anything important. For important decisions, double-check the information using reliable and current sources. If the answer is unclear or incomplete, ask follow-up questions or adjust your instructions until you get a useful result. Most importantly, use your own judgment, AI should support your thinking, not replace it.
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Maged Fowzy Project Manager| United Arab Aluminium Ajman, Ajman, United Arab Emirates
Write precise prompts by defining clear roles, strict constraints, and specific output examples. Break complex tasks into sequential steps while enforcing structured templates to maintain logical accuracy. Always verify facts independently by grounding the AI with source data and using self-correction loops.
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Bhupesh Garapati Technology Project Manager| CrimsonLogic Pte Ltd Singapore, Singapore
Some good practices I follow are to start with a clear objective and enough context, rather than relying on a very generic prompt. I also treat AI output as a starting point, not the final answer.
For important results, I would verify facts against trusted sources, question anything that looks inconsistent, and refine the prompt when the response does not meet the original objective. For project-related work, getting team or subject-matter expert feedback is also important, especially when the output could influence a decision.
Finally, sensitive or confidential information should be handled according to the organization's AI and data-security policies.
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