Hi there. I have been in publishing industry for 15 years now and of late I have been studying how AI models work (through Google AI Studio and CrewAI). Do you think someone who is non-technical (I do not have any python knowledge nor did I work on AI models actively) like me stand a chance in this?
No, learn basics of AI before sailing into ship of ai and deep learning.
Apologies if my response disappointed you, but I see a growing misleading trend in India about just learn about agents, chatgpt and become AI engineer, don’t fall for any such advertisement as they are highly misinterpretation of AI learning, skills, implementation and career growth.
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@Sudipto_Roy, can you define what the role of “AI Project Manager” is? For example, what skills are needed?
Hi. Thank you so much for taking time out and responding to my query. It means a lot 
However, please note that I do not want to be an AI engineer who is expert in deep learning or python. I’m currently exploring AI from a product perspective—focusing on decision-making, user problems, and real-world applications rather than deep engineering. Would love to hear your thoughts on what fundamentals I should focus on from that angle.
An AI product manager according to me is someone who knows how to design user interfaces that handle “uncertainty” or “hallucinations” gracefully without breaking trust. Governance forms an integral crux of the product design which helps users get the best out of AI without compromising safety and minimising risk. The key skillsets required for this role should include: 1. Product thinking and problem solving; 2. Basic understanding of how AI systems behave (not necessarily deep coding) and 3. UX thinking for probabilistic systems.
Do you know what does product manager does? forget about AI part??
Sure. In my view, a product manager’s job is to address a genuine problem through the vision of a product and then deliver it to the users in the most practical way possible. The end result creates value for both the user and the business they work for.
Your definition itself answes your query, how do you get basic understanding of how AI system behaves??
How does an ai product manager solve problems of AI without understanding the whole concept and it’s core programming language python?
AI product manager are specialized product leader responsible for defining, building, launching, and managing products or features with strong foundation in AI and deep learning.
Here are some necessary skills to be an AI Product Manager
- Technical AI & Data Literacy
- AI/ML Fundamentals: A firm understanding of supervised/unsupervised learning, neural networks, Natural Language Processing (NLP), and LLM capabilities (RAG, finetuning).
- Model Evaluation: Understanding metrics like precision, recall, F1-score, and confusion matrices to assess if the model is “good enough”.
- Data Proficiency: Ability to work with data engineers to identify high-quality data and evaluate data labeling processes.
- Technical Familiarity: While not needing to write code, AI PMs must understand Python, APIs, and MLOps (Machine Learning Operations) basics to converse with engineers.
- Product Management Expertise
- AI-Specific Strategy: Defining the roadmap for probabilistic products, including feedback loops for continuous learning.
- AI/UX Design: Creating intuitive interfaces that handle the uncertainty and errors of AI outputs, keeping the user informed.
- Agile & Experimentation: Implementing hybrid frameworks that combine Agile practices with iterative ML experimentation cycles.
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- Strategic & Soft Skills
- Problem-Solving: Identifying complex problems and translating them into workable AI use cases.
- Translation/Communication: Acting as a translator between technical teams and non-technical stakeholders (translating model constraints into business impacts).
- Responsible AI & Ethics: Knowledge of bias mitigation, AI transparency, and data privacy regulations.
- Adaptability: Ability to pivot quickly as new AI models, technologies, and regulations emerge rapidly
How to Become an AI Product Manager
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Build AI Knowledge Base: Take courses in AI and Deep Learning, focusing strictly towards your main goal to get into product management.
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Get Hands-On: Build a tiny AI product, i would advise to use code based learning here instead of using agenric tools (as by depending on agents you will always be dependent on a code engineer) or participate in Kaggle competitions to understand how models fail.
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Use AI in Current Work: Learn to use AI generative tools in your current work, when we work in practice, we know where we are lacking and where one needs to work on upgrading skills.
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Seek AI Certifications: Pursue specialized AI product management certifications (Udacity, or IBM) to validate knowledge.
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Master Prompt Engineering: Learn how to engage with LLMs effectively to enhance productively.
Wish you all the best!!!
Regards
Dr. Deepti
Thank you. I really appreciate your insights on this. I am an amateur in this field and still learning the ropes. So far I have completed 4 AI Certified courses on prompt engineering, agent building and compliance and governance. I have also build an agent on fitness and healthcare and shipped it last week. My post was about asking direction in the field of AI from experts (to actually know if being non-technical can be an impediment in this field) as I believe everyone starts from scratch and we progress one step at a time, everyday. I agree with you that we need to sharpen our technical understanding when we are in this field (AI is all but technology) but people have also told me that the field has developed enough to allow folks to make a mark from other fields too.
I am a dentist, so you know people from non-technical field can also learn AI.
Great looks like you do have some agentic related production experience but Product manager really needs more stronger hold to be able to speak for a product, or communicate to the engineer or tech team what the stakeholders or consumers are looking for.
This is my personal view with learning and growing with AI.
All the best for your journey.
Good luck!
Great. Are you working somewhere as an AI Product Manager? If yes, please share your experience.
Apologies cannot share.