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Palo Alto, California
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How do you balance the use of AI tools with human judgement?
How do you balance the use of AI tools with human judgement?
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19 answers
Sumitra Biswal
Independent researcher in the intersection of AI and Cybersecurity
42
Answers
India
Updated
Sumitra’s Answer
Hi!
Great question. I see AI as an Intelligent Assistant that gathers and organizes knowledge from vast sources to provide decision-making inputs. But the actual decision must always stay in human hands. Humans bring context, judgment, empathy, and ethical reasoning, qualities AI cannot replicate.
When used together, AI helps speed up research and analysis, while humans ensure the outcome is responsible and meaningful. It’s a balance: AI provides the lens, but humans decide where to look and what to act on. In this way, both complement each other to reach a bigger goal.
Warm regards,
Sumitra
Great question. I see AI as an Intelligent Assistant that gathers and organizes knowledge from vast sources to provide decision-making inputs. But the actual decision must always stay in human hands. Humans bring context, judgment, empathy, and ethical reasoning, qualities AI cannot replicate.
When used together, AI helps speed up research and analysis, while humans ensure the outcome is responsible and meaningful. It’s a balance: AI provides the lens, but humans decide where to look and what to act on. In this way, both complement each other to reach a bigger goal.
Warm regards,
Sumitra
PwC Impact
884
Answers
Orlando, Florida
Updated
PwC’s Answer
- This is so important with AI - can’t become over reliant on the tools. Judgment is still a major part of the process and that isn’t coming from AI.
- Ai can garner perspectives across a broad range of data that can challenge your thinking and/or help you see someone else’s perspective. It provides often a really good basis upon which to take action. It doesn’t replace some more standard learning or fact checking to validate that it hasn’t hallucinated or misinterpreted something.
- You have to review the output from AI and not solely rely on the information presented. Sometimes I’ll run the same prompt twice or in 2 different LLMs to see the difference in responses. At the end of the day, human experience is a critical component to leveraging AI.
- Ai can garner perspectives across a broad range of data that can challenge your thinking and/or help you see someone else’s perspective. It provides often a really good basis upon which to take action. It doesn’t replace some more standard learning or fact checking to validate that it hasn’t hallucinated or misinterpreted something.
- You have to review the output from AI and not solely rely on the information presented. Sometimes I’ll run the same prompt twice or in 2 different LLMs to see the difference in responses. At the end of the day, human experience is a critical component to leveraging AI.
PwC Impact
884
Answers
Orlando, Florida
Updated
PwC’s Answer
- Especially when outputs are citing a source makes a claim, checking that source for reliability and making sure the output is accurate.
- Always check for the veracity of the AI's output. Don't stick with the first answer but re-ask, double-check and go through the sources
- Based on past experiences, and latest skills and knowledge I use the human judgement.
- Always check for the veracity of the AI's output. Don't stick with the first answer but re-ask, double-check and go through the sources
- Based on past experiences, and latest skills and knowledge I use the human judgement.
tech conference
22
Answers
Bengaluru, Karnataka, India
Updated
tech’s Answer
When using AI it is very important to remember that at the end of the day it is an automated programed tool and not a magic 8 ball of sorts. Treat AI with skepticism as you would with people and making sure to always have a secondary source of information. Another aspect to consider is that AI is incapable of understanding human judgment and emotions so it will lack when it comes to those nuances. To get the best out of your AI tool, be as specific and descriptive as possible while also keeping in mind that it is still a tool that is actively improving.
PwC Impact
884
Answers
Orlando, Florida
Updated
PwC’s Answer
Human experience, empathy, emotions and imagination are the most powerful and core characteristics of humans consciousness. As these shape the pursuit of one's life, one must therefore, be aware of the influence the external world has over us. In our current world, AI has taken it over by storm by providing automations, powerful computations, generative mechanisms at the ease of natural language. These are very powerful capabilities that can redefine the way we work and even look at things! However, the more powerful the tool, the more responsibly one has to use it. To look at AI as a tool for extension of one's current working capabilities - to test one's idea with respect to a situation under defined parameters or to gain new knowledge on varied subjects - science, history, geography etc, to overcome one's logical or conceptual weaknesses, or to bring one's imagination to life through GenAI are its positive uses. Getting influenced by AI in terms of life's personal decisions, political or democratic outlook, abandoning human labor are but negative uses of AI. Also, one must not abandon their understanding of life in lieu of the vast data of AI because the opacity of underlying AI algorithmic framework that makes it difficult to understand its biases and limitations. AI can generate insights but not experience, facts but not truth, emojis not empathy or emotions it can be trained to provide fixed answers but not to understand the morality and beauty of life.
L D
Manager
40
Answers
Killona, LA
Updated
L’s Answer
I balance the use of AI tools with human judgment by understanding what AI excels at and what weaknesses or traps exist with AI, especially when it comes to making judgmental decisions.
AI is really good at processing and analyzing massive datasets, spotting patterns, or performing repetitive tasks. It doesn’t get tired or distracted, so it’s great for these types of tasks, especially since they can be repetitive or rule-based. AI can also help me see different perspectives or forecast different scenarios, which I can then use to make better and more informed decisions.
However, I often find that AI has difficulty understanding the “why” behind certain things or datasets. It also cannot understand human fallacy or compassion, which is essential if you have to make emotional decisions. I would also not rely on AI to help with finding outside-the-box solutions or new ideas.
AI is really good at processing and analyzing massive datasets, spotting patterns, or performing repetitive tasks. It doesn’t get tired or distracted, so it’s great for these types of tasks, especially since they can be repetitive or rule-based. AI can also help me see different perspectives or forecast different scenarios, which I can then use to make better and more informed decisions.
However, I often find that AI has difficulty understanding the “why” behind certain things or datasets. It also cannot understand human fallacy or compassion, which is essential if you have to make emotional decisions. I would also not rely on AI to help with finding outside-the-box solutions or new ideas.
PwC Impact
884
Answers
Orlando, Florida
Updated
PwC’s Answer
- The use of AI tools ALWAYS must be applied with human judgement, as those tools allows a person to comprehend, conceptualize, and understand the data and the information generated from that data to enhance their knowledge, for it is that knowledge from where the most critical (and human) factor can be derived... wisdom. Judgement comes from that wisdom.
- I see AI as a tool for enhancing rather than technology to rely on to complete a task.
- I pride myself on being a critical thinker, and I apply that to any outputs from AI. We want AI to ENHANCE human judgement, not replace it.
- I see AI as a tool for enhancing rather than technology to rely on to complete a task.
- I pride myself on being a critical thinker, and I apply that to any outputs from AI. We want AI to ENHANCE human judgement, not replace it.
Sankarraj Subramani
GenAI Opensource Contributor and GenAI Sr. SDET
13
Answers
Sugar Land, Texas
Updated
Sankarraj’s Answer
For me, balancing AI tools with human judgment comes down to treating AI as a co-pilot, not the pilot. AI tools are excellent at automating repetitive tasks, predicting patterns, and generating insights at scale—but the final decisions, especially in regulated and high-impact domains, must rest with people who bring context, ethics, and empathy.
In my projects, I’ve used AI to accelerate quality assurance by generating test cases, predicting defect hotspots, and simulating complex scenarios. For example, at United Airlines, predictive AI helped simulate satellite handovers for Starlink in-flight Wi-Fi. The AI flagged potential connectivity risks, but it was human judgment—considering FAA compliance, passenger safety, and operational context—that determined what fixes were truly viable. Similarly, at Freddie Mac, AI-driven bias detection models identified edge cases in mortgage approvals, but it was human oversight that ensured fairness and alignment with federal housing policies.
To strengthen this balance, I’ve completed certifications in AI Governance and Compliance 2.0, Generative AI Governance, and AI-Driven Cybersecurity. These programs emphasized transparency, accountability, and responsible AI. I apply those principles by asking: Is this AI output explainable? Does it align with ethical and regulatory standards? Does it consider the human impact?
In short, I let AI tools do the heavy lifting on speed and scale, but I use human judgment to validate, contextualize, and ethically guide the outcomes. This balance ensures that technology supports people, rather than replacing their critical thinking or responsibility.
In my projects, I’ve used AI to accelerate quality assurance by generating test cases, predicting defect hotspots, and simulating complex scenarios. For example, at United Airlines, predictive AI helped simulate satellite handovers for Starlink in-flight Wi-Fi. The AI flagged potential connectivity risks, but it was human judgment—considering FAA compliance, passenger safety, and operational context—that determined what fixes were truly viable. Similarly, at Freddie Mac, AI-driven bias detection models identified edge cases in mortgage approvals, but it was human oversight that ensured fairness and alignment with federal housing policies.
To strengthen this balance, I’ve completed certifications in AI Governance and Compliance 2.0, Generative AI Governance, and AI-Driven Cybersecurity. These programs emphasized transparency, accountability, and responsible AI. I apply those principles by asking: Is this AI output explainable? Does it align with ethical and regulatory standards? Does it consider the human impact?
In short, I let AI tools do the heavy lifting on speed and scale, but I use human judgment to validate, contextualize, and ethically guide the outcomes. This balance ensures that technology supports people, rather than replacing their critical thinking or responsibility.
Amber Auld
Head of Insurance, banking and capital markets
3
Answers
Sydney, New South Wales, Australia
Updated
Amber’s Answer
In some situations, it's safe for AI to make decisions, and a person can then review and approve them. As AI systems start working together to handle tasks and business processes, it's crucial to have the right safeguards to protect people and ensure good results. Keeping humans involved in these processes is important because AI should support people and benefit humanity.
Sandeep Khandelwal
Software Engineer
139
Answers
San Ramon, California
Updated
Sandeep’s Answer
The balance between using AI tools and human judgment is achieved by treating AI as a highly efficient but fundamentally non-creative assistant.
You must apply the 80/20 Rule. Let AI handle the 80% of tasks that are predictable, repetitive, and time-consuming, while dedicating your human judgment to the 20% that requires critical thinking, context, and ethics.
I hope this helps!
You must apply the 80/20 Rule. Let AI handle the 80% of tasks that are predictable, repetitive, and time-consuming, while dedicating your human judgment to the 20% that requires critical thinking, context, and ethics.
I hope this helps!
tech conference
22
Answers
Bengaluru, Karnataka, India
Updated
tech’s Answer
We need to take charge of how AI creates things for us so we can keep everything in balance.
Goodera Careervillage
63
Answers
Bengaluru, Karnataka, India
Updated
Goodera’s Answer
Continue to educate yourself ! Ai is something that was created never forget that. So learn its strengths and weaknesses and base your judgement on that. Its meant to assist but isn't always accurate
Goodera Careervillage
63
Answers
Bengaluru, Karnataka, India
Updated
Goodera’s Answer
I balance it with human judgment. There's no one-size-fits-all rule, but using common sense is a great way to decide when to use AI.
Goodera Careervillage
63
Answers
Bengaluru, Karnataka, India
Updated
Goodera’s Answer
I see the use of AI as another tool to support you with your daily tasks. The balance between AI and human judgement completely depends on what you are after. Asking GenAI for restaurant tips is a completely different story than asking for medical advise.
It's very important though to understand what AI can and can't do for. It's important to understand the weaknesses of (Gen)AI and always be critical to any response it gives you. Don't blindly trust and accept the responses. I think, in general, that using AI should be an addition to your own judgement, in addition to your own logical reasoning and validating responses that you get.
It's very important though to understand what AI can and can't do for. It's important to understand the weaknesses of (Gen)AI and always be critical to any response it gives you. Don't blindly trust and accept the responses. I think, in general, that using AI should be an addition to your own judgement, in addition to your own logical reasoning and validating responses that you get.
tech conference
22
Answers
Bengaluru, Karnataka, India
Updated
tech’s Answer
I determine what and how I use AI in my day to day learning and how I should use it when it comes to my strengths and weakness, don't abuse it and use it like crutch but use it to balance the imbalance you have in your life.
PwC Impact
884
Answers
Orlando, Florida
Updated
PwC’s Answer
I balance the use of AI tools with human judgment based on the severity of what could go wrong if the exported information is incorrect. I do this by understanding what AI tools are capable of, recognizing their limitations, and continuously strengthening my technical skills using sources outside of AI. If incorrect information could be detrimental to my clients, I review the output with greater scrutiny. On the other hand, when using AI tools for tasks such as drafting emails, I am more accepting of the results since the outcome generally does not significantly impact projects.
In terms of understanding AI’s capabilities, I recognize that when there are clear and easily identifiable patterns, AI can typically perform well with only minor errors. However, if the output requires more detailed reasoning without a clearly defined answer, AI may hallucinate or produce biased responses based on prior patterns. Knowing this, I focus on improving how I prompt AI tools to obtain the type of results I want. I usually start with a question, review the output, and then validate it by asking what sources were used to generate the response.
Lastly, by staying up to date with tax codifications and regulatory changes through formal trainings and other reliable sources, I can confidently review AI-generated content rather than blindly relying on it.
In terms of understanding AI’s capabilities, I recognize that when there are clear and easily identifiable patterns, AI can typically perform well with only minor errors. However, if the output requires more detailed reasoning without a clearly defined answer, AI may hallucinate or produce biased responses based on prior patterns. Knowing this, I focus on improving how I prompt AI tools to obtain the type of results I want. I usually start with a question, review the output, and then validate it by asking what sources were used to generate the response.
Lastly, by staying up to date with tax codifications and regulatory changes through formal trainings and other reliable sources, I can confidently review AI-generated content rather than blindly relying on it.
Niels de Jongh
5
Answers
Amsterdam, North Holland, Netherlands
Updated
Niels’s Answer
You need to be clear about your very human specific skills, what an AI can't really replace: empathy, ethical judgement, creativity, genuine interest, collaboration. Be very specific in your questions and prompts to the AI: don't be vague and provide as much context and guardrails as possible. Otherwise you'll get bad answers. Be sure to validate the accuracy of the answer. And add your own insights.
Understand which processes and tasks could be replaced by AI and Agents, so you can build capabilities yourself that complement the AI.
Understand which processes and tasks could be replaced by AI and Agents, so you can build capabilities yourself that complement the AI.
Khrum Kashan
Product Manager
3
Answers
Redmond, Washington
Updated
Khrum’s Answer
I treat AI as a smart assistant, not a decision-maker. It helps surface patterns, summarize data, and speed up analysis but human judgment stays in charge.
Before trusting an AI output, I always ask: Does this make sense in context?
For subjective or high-impact choices, I combine AI insights with experience, ethics, and intuition.
The goal is balance let AI handle scale and speed, while people provide empathy, context, and accountability.
Before trusting an AI output, I always ask: Does this make sense in context?
For subjective or high-impact choices, I combine AI insights with experience, ethics, and intuition.
The goal is balance let AI handle scale and speed, while people provide empathy, context, and accountability.
Goodera Careervillage
63
Answers
Bengaluru, Karnataka, India
Updated
Goodera’s Answer
Always balance what you understand as a foundation against responses from AI. Try multiple sources of information, including AI providers. Then let truth resonant from within you. Light that you possess inside will help guide you to the truth being presented to. If it feels disingenuine, it likely is.