Project Management

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

Artificial Intelligence

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?

Posted: Jun 6, 2024 1:53 PM

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Ahsan Hamid Pakistan

Nice

Posted: Jul 10, 2025 12:36 PM

Akram Babiker none Jeddah, 2, Saudi Arabia

ensuring accuracy, relevance, and goal alignment when using AI tools isn’t automatic. It requires intentional prompting and validation.

Here are 8 best practices:
1. Start with a Clear, Specific Prompt
2. Use Role-Based Prompting
3. Chain-of-Thought Prompting
4.Dynamic Context Injection
5. Ask the AI to Self-Check
6.Don’t Accept the First Response Blindly
7.Cross-Check with Reliable Sources
8.Use Structured Prompts for Consistency

Posted: Jul 10, 2025 1:51 PM

Anonymous

1) Engage in a conversation with the Ai System.
2) React to the response and provide a feedback.
3) Avoid asking multiple questions at once.

Posted: Jul 10, 2025 9:15 PM

Jesse Pickrell Santa Rosa, CA, United States

When ensuring accurate results with AI, it is imperative to understand what it is you are really wanting. By establishing this upfront and early, it is easier to display better clarity in your question for AI to understand. You need to ensure that your question being asked is detailed and covers all facets of what is needed from AI. AI can work for you or against you. It is up to the user to ensure this doesn’t happen by using the tools correctly. Great question.

Posted: Jul 11, 2025 3:52 AM

Victoria Aboagye Tema, AA, Ghana

To ensure more accurate, relevant information, it is important to validate the output that AI generates. One may have to deploy automation systems, refine and augment your question with current data/information, use conditioned controlled experiment, add your context and promote regular feedback and use the CREATE formula which tends to adjust and it is more adaptable.

Posted: Jul 11, 2025 6:34 AM

VASILEIOS KARAFERIS Acharnai, Greece

To ensure AI-generated results are accurate and aligned with your goals, clearly define your prompts and iteratively refine them based on output. Always cross-check critical information and use AI as a collaborator—not a sole decision-maker.

Posted: Jul 11, 2025 7:23 AM

Anonymous

Jun 11, 2024 11:22 AM

Replying to Omar Jabbar

...

I don't disagree with the answers above, but I keep it very simple. Make sure your data is clean, ask specific questions, and review the outcome. All of this will depend on the AI tools you are using and your needs for using them. Once you have this figured out, you will be good to go.
Continuing review and improvement are essential in this case.
I hope that helps.
Regards,

Couldn't agree more --- Continuous review is key!

Posted: Jul 11, 2025 12:50 PM

Anonymous

Define specific objectives by starting with a well defined prompt that includes the character, the request and as many examples as possible. Be specific about the output you want, make adjustments as you go and ask that it cite its sources.

Posted: Jul 11, 2025 3:47 PM

Jeffrey Liptrap Salem, Nh, United States

Some best practices for ensuring the results you receive are accurate, relevant, and aligned with your original goals is based on:

Providing the AI with the persona that you want it to emulate (i.e. answer as an experienced project manager ...)
Provide precise instructions on what you are looking
Provide examples of what you want the output to look like

Once you get your answer, now is the time to refine and make adjustment instructions so that the output is what you are looking for

Posted: Jul 12, 2025 8:33 PM

Vijaykumar Gupta Chief Manager| ICICI Bank Mumbai, Maharashtra, India

While designing a prompt it should be specific to the details we required. We should be able provide some output example with relevant output structure and format required.

Posted: Jul 13, 2025 3:57 AM