Learn how to use AI for rapid prototyping and product design to vibe-code working prototypes fast and finally start that side project you've been putting off.
Product Prototyping with AI for non-technical leaders
Hands-on Course
Self-Paced for 7 days
Cohort-Based for 14 days
Cohort-Based for 14 days
No prior tech or AI skills needed
Author: Lead PM Booking.com
14000+
38%
★4.8/5
alumni since 2020
come from colleagues’ recommendations
average review score
19000+
PMs in our community
Our students work at:
Student Reviews
"Just wrapped up the course — and I highly recommend it. The best way to learn is to build.
Huge thanks to Vladimir Kalmykov — I rarely post, but this course truly earned it. Not my first one from you, and definitely not the last. You combine strategy, pragmatism, and real product thinking — and it shows. You're genuinely here to help PMs build better."
Huge thanks to Vladimir Kalmykov — I rarely post, but this course truly earned it. Not my first one from you, and definitely not the last. You combine strategy, pragmatism, and real product thinking — and it shows. You're genuinely here to help PMs build better."
"I took the ProductDo Full-stack AI Prototyping course and found it incredibly practical and well-structured. It was perfect for someone like me without a deep technical background.
The simulator made it easy to experiment and build confidence without pressure. I also started thinking more like an algorithm, which improved my communication with engineers. Even if you're not doing the prototyping yourself, the course helps you brief others clearly and effectively."
The simulator made it easy to experiment and build confidence without pressure. I also started thinking more like an algorithm, which improved my communication with engineers. Even if you're not doing the prototyping yourself, the course helps you brief others clearly and effectively."
"This hands-on course empowers PMs and founders to rapidly prototype full-stack Al products covering 10+ features across three productivity apps using Replit АІ. From Ul-only mocks to backend, database, АР| (including OpenAl) and deployment, it's а practical, no-code journey ideal for side projects and MVPs."
"I highly recommend this great hands-on course for PMs. I learned how to go from idea to prototype and functional app in just a few hours-with a little help from Replit."
"Just wrapped up the course and I absolutely loved it! Over the past few days, I've significantly sharpened my prompt engineering skills and built several Al-powered apps that I'm genuinely proud of. The course was hands-on, practical, and incredibly relevant for today's product landscape. Huge thanks to the team behind this program - your work is truly empowering product professionals to bridge the gap between ideas and implementation.
Now it's time to bring these news skills into real-world projects!"
Now it's time to bring these news skills into real-world projects!"
"I've just finished AI Prototyping course which I strongly recommend to those who want to enhance their efficiency at work by quickening the transformation of ideas into working prototypes. It saves time and make it easier to communicate with developers when you need your idea to be visually comprehensible and with working functionality."
"I highly recommend the ProductDo course on AI prototyping tools — it’s practical, structured, and hands-on. The course is step-by-step, with clear explanations and repetition to help solidify knowledge. The mentor, Vladimir, is incredibly skilled and makes complex topics easy to understand. You’ll get practical tips, working algorithms, and ready-to-use prompts to save time and boost productivity. By the end, you’ll confidently use the tool and be ready to start your own project. Bonus: you’ll also receive a systematic prompt that helps create complete technical specifications from scratch."
"I recently completed the AI Prototyping course from ProductDo as part of the pilot cohort, and it was exactly what I needed.
For a long time, I had struggled to launch a working app on my own — running into issues with Git, deployments, and countless Cursor fails. This course removed those blockers. We used Replit, which has everything preconfigured, and I was able to build a working prototype with a backend, database, and API integration — all in a single day.
The simulator was very well designed and walked me through each step of the process. By the end of the course, I had a real web app with authentication, frontend, backend, and a database — without writing a single line of code.
Mentors from @productdo was very responsive and helpful, answering both technical and conceptual questions quickly.
As a result, I now have the skills to create MVPs and test my product ideas much faster. I would definitely recommend this course to anyone who wants to bring their ideas to life without being slowed down by technical complexity.
Super practical course — highly recommend it!"
For a long time, I had struggled to launch a working app on my own — running into issues with Git, deployments, and countless Cursor fails. This course removed those blockers. We used Replit, which has everything preconfigured, and I was able to build a working prototype with a backend, database, and API integration — all in a single day.
The simulator was very well designed and walked me through each step of the process. By the end of the course, I had a real web app with authentication, frontend, backend, and a database — without writing a single line of code.
Mentors from @productdo was very responsive and helpful, answering both technical and conceptual questions quickly.
As a result, I now have the skills to create MVPs and test my product ideas much faster. I would definitely recommend this course to anyone who wants to bring their ideas to life without being slowed down by technical complexity.
Super practical course — highly recommend it!"
What's the magic of AI prototypes?
1 minute: To make this Spotify UI that looks and feels real.
15 minutes: To add “Concerts Nearby” with map pins.
30 minutes: To hook a database and API to send users to live ticket sites
Result: In under an hour and with 0 lines of code, you’ve got a clickable prototype you can demo to colleagues or even users.
It also means you can vibe-code your full-stack product MVP from scratch in 1-2 days, without a team.
15 minutes: To add “Concerts Nearby” with map pins.
30 minutes: To hook a database and API to send users to live ticket sites
Result: In under an hour and with 0 lines of code, you’ve got a clickable prototype you can demo to colleagues or even users.
It also means you can vibe-code your full-stack product MVP from scratch in 1-2 days, without a team.
What's the magic of AI prototypes?
1 minute: To make this Spotify UI that looks and feels real.
15 minutes: To add “Concerts Nearby” with map pins.
30 minutes: To hook a database and API to send users to live ticket sites
Result: In under an hour and with 0 lines of code, you’ve got a clickable prototype you can demo to colleagues or even users.
It also means you can vibe-code your full-stack product MVP from scratch in 1-2 days, without a team.
15 minutes: To add “Concerts Nearby” with map pins.
30 minutes: To hook a database and API to send users to live ticket sites
Result: In under an hour and with 0 lines of code, you’ve got a clickable prototype you can demo to colleagues or even users.
It also means you can vibe-code your full-stack product MVP from scratch in 1-2 days, without a team.
The course is for you if
You’re an experienced Product Manager, Project Manager or Product Designer with little to no expertise in AI.
You want to stay relevant, gain skills that add extra value to your expertise or prepare confidently for interviews at Big Tech companies.
You’re looking to open new career doors, whether that means stepping into a new role or finally launching your own product idea.
What changes when a PM learns AI prototyping
PM without knowledge
PM knowing basic AI-prototyping
Knows how to use AI-coding for simple prototypes
Understands limitations of AI development tools
Can make a feature / product prototype in 10 minutes
Doesn't understand the hype around AI-coding
Thinks programmers are not needed anymore
Shows ideas on slides / in Figma
Can start a simple full-stack product on their own
Spends weeks of development to make a prototype
Afraids to start a side project without a developer
Presents ideas as a clickable prototype
What does the hands-on course look like?
Authors of the course
- Vladimir KalmykovCurrent Lead Product Manager, Trips Platform
Booking.com AmsterdamLeads the product department, develops Trips products, uses ML and AI in practice.
- PhD Computer Science
- 10 years in Product Management
- Has launched content, payments, trips plarforms
- Andrew MendeCurrent Senior Machine Learning PM
Booking.com AmsterdamApplying machine learning techniques to improve recommendation systems at Booking.com.- 13+ years in Product Management
- Launched products at Yandex (search vertical)
- Master of Business Administration (MBA)
Сourse program
You’ll build 3 real products across 8 lessons, adding over 10 features step by step from simple UI-only prototypes to full-stack applications with backend logic, databases, and external APIs.
We’ll use Replit AI, a hands-on tool that lets you go beyond UI mockups and actually build working products. Unlike Loveable, Bolt, or V0, Replit gives you control over the full stack. Once you’re comfortable here, you’ll be able to transfer those skills to any modern AI development platform.
We’ll use Replit AI, a hands-on tool that lets you go beyond UI mockups and actually build working products. Unlike Loveable, Bolt, or V0, Replit gives you control over the full stack. Once you’re comfortable here, you’ll be able to transfer those skills to any modern AI development platform.
In the very first lesson, you’ll connect with colleagues and jump straight into hands-on work by building two simple products to see exactly how modern AI coding tools work in practice.
→ There’s a lot of noise around tools like Replit, Loveable, Bolt, and v0. We’ll break down what each one actually does and where they fall short.
→ You’ll build and deploy a basic single-page app in minutes, getting your first real feel for AI-assisted product development.
→ There’s a lot of noise around tools like Replit, Loveable, Bolt, and v0. We’ll break down what each one actually does and where they fall short.
→ You’ll build and deploy a basic single-page app in minutes, getting your first real feel for AI-assisted product development.
Now that you’ve seen what’s possible, we’ll shift into a more structured mode by building with intent and understanding. You’ll create another simple product while learning how the frontend actually works under the hood.
→ We’ll walk through each piece step by step and build another mini-product to reinforce your understanding.
What Students Say About the Lesson:
→ Natalie: "Everything is very clear, step-by-step, and well-structured."
→ Alice: "Yes, I’ve learned a lot of new and interesting things — the magic is working, and that makes me happy!"
→ Charlie: "Nice lesson with a good overview and just enough trivial coding. Excited for what's next!"
→ We’ll walk through each piece step by step and build another mini-product to reinforce your understanding.
What Students Say About the Lesson:
→ Natalie: "Everything is very clear, step-by-step, and well-structured."
→ Alice: "Yes, I’ve learned a lot of new and interesting things — the magic is working, and that makes me happy!"
→ Charlie: "Nice lesson with a good overview and just enough trivial coding. Excited for what's next!"
Most PMs work on existing products constantly adding new features.In this module, you’ll l earn how to use AI tools to prototype new features quickly and pitch ideas to your team without waiting on designers or engineers.
→ You’ll start with a ready-made design and turn it into a working prototype.
→ Then, we’ll walk through adding three features.
→ Finally, you’ll break down the key patterns so you can apply the same approach to your own product and workflow.
What Students Say About the Lesson:
→ Ann: "That's amazing what AI can do!"
→ Marina: "Really enjoyed the lesson! I already did a copy of my product page and added a simple map feature - it just works!!"
→ You’ll start with a ready-made design and turn it into a working prototype.
→ Then, we’ll walk through adding three features.
→ Finally, you’ll break down the key patterns so you can apply the same approach to your own product and workflow.
What Students Say About the Lesson:
→ Ann: "That's amazing what AI can do!"
→ Marina: "Really enjoyed the lesson! I already did a copy of my product page and added a simple map feature - it just works!!"
We'll need a quick look at "Technology for Product Managers". It's important that you understand the basics of backend services, databases, and APIs.
What Students Say About the Lesson:
→ Natalie: "Clear and simple explanation of complex topics!"
→ Alice: "I’ve got a solid basic understanding now — lots of useful insights, thank you!"
What Students Say About the Lesson:
→ Natalie: "Clear and simple explanation of complex topics!"
→ Alice: "I’ve got a solid basic understanding now — lots of useful insights, thank you!"
Now it’s time to move beyond static UI and make your prototype fully functional. Unlike tools that stop at the frontend, you’ll add actual logic and memory using databases, giving your product real-world depth.
→ We’ll add three more features to bring the app to life.
→ You’ll see how backend and database work turns a mockup into something usable and demo-ready.
What Students Say About the Lesson:
→ Illay: "Straight to the point, I've never imagined I could build a backend that easy."
→ Charlie: "Very cool lesson. I learned a ton and the info was comprehensive!"
→ We’ll add three more features to bring the app to life.
→ You’ll see how backend and database work turns a mockup into something usable and demo-ready.
What Students Say About the Lesson:
→ Illay: "Straight to the point, I've never imagined I could build a backend that easy."
→ Charlie: "Very cool lesson. I learned a ton and the info was comprehensive!"
To build production-grade products, you need to know how they connect with the outside world. In this module, you’ll integrate two real APIs, one of them being OpenAI, so your prototype moves from functional to AI-capable.
→ You’ll learn how to approach API integrations like a technical PM.
→ We’ll add two external services to expand the product’s capabilities.
What Students Say About the Lesson:
→ Josh: "Exciting to integrate with OPENAI. Pretty dang easy after giving them a few dollars."
→ Mary: "I feel like a god being able to not only build a product, but to also connect it to the infinite wisdom of OpenAI!!"
→ You’ll learn how to approach API integrations like a technical PM.
→ We’ll add two external services to expand the product’s capabilities.
What Students Say About the Lesson:
→ Josh: "Exciting to integrate with OPENAI. Pretty dang easy after giving them a few dollars."
→ Mary: "I feel like a god being able to not only build a product, but to also connect it to the infinite wisdom of OpenAI!!"
To stand out as a technically fluent PM, it’s not enough to prototype—you need to understand what it takes to ship. In this module, you’ll cover the key steps to make your product usable by real users, just like a developer would.
→ You’ll walk through the deployment process to get your app live and accessible via a shareable link.
→ You’ll add basic authentication so the app supports real accounts.
→ You’ll explore a few essential advanced topics that help bridge the gap between prototyping and production-level thinking.
What Students Say About the Lesson:
→ Mark: "Clear steps on how to move from the playground to the app, open to the whole internet"
→ You’ll walk through the deployment process to get your app live and accessible via a shareable link.
→ You’ll add basic authentication so the app supports real accounts.
→ You’ll explore a few essential advanced topics that help bridge the gap between prototyping and production-level thinking.
What Students Say About the Lesson:
→ Mark: "Clear steps on how to move from the playground to the app, open to the whole internet"
In this closing module, you’ll put your new skills into practice by building another end-to-end product from scratch. It’s your chance to consolidate what you’ve learned and prove (to yourself and others) that you can prototype full-stack, AI-enabled products on your own like this one.
→ You’ll apply everything: frontend, backend, databases, APIs, and AI integration.
What Students Say About the Lesson:
→ Marina: "Thanks a lot! Super useful for reinforcing past material— plus, I’ll actually use these apps myself!"
→ You’ll apply everything: frontend, backend, databases, APIs, and AI integration.
What Students Say About the Lesson:
→ Marina: "Thanks a lot! Super useful for reinforcing past material— plus, I’ll actually use these apps myself!"
→ We’ll wrap up by connecting all the concepts you’ve learned into a clear, repeatable approach.
→ You’ll also get a ready-to-use prompt to help you continue building full-stack AI products on your own.
→ You’ll also get a ready-to-use prompt to help you continue building full-stack AI products on your own.
To complete the hands-on lessons, you’ll need:
→ Replit account ($25/month) to build full-stack apps.
→ OpenAI API ($5/month) for the AI features.
→ Replit account ($25/month) to build full-stack apps.
→ OpenAI API ($5/month) for the AI features.
Want to try?
Try a free lesson on AI-prototyping
Learn how to clone UI of existing products and add feature prototypes right away. One click, no registration needed.
When you complete the course
You’ll receive a digital certificate issued by ProductDo.
Add it to your LinkedIn profile to:
→ Showcase your expertise in a new field;
→ Demonstrate your commitment to continuous professional growth;
→ Expand your professional network and attract new opportunities.
Add it to your LinkedIn profile to:
→ Showcase your expertise in a new field;
→ Demonstrate your commitment to continuous professional growth;
→ Expand your professional network and attract new opportunities.
Pricing
Self-paced
You study independently and cover the course cost yourself. You can also brief your employer to cover the cost.
€490 €330
No Replit account? Save 25€ with this link.
Cohort-based
Live cohort 16-30 August on two simulators: AI Prototyping + Technology Foundations for Product Managers
€1025 €820
Enterprise
Boost your team’s expertise with a hands-on course and empower them to achieve new goals.
Contact Sales
Self-paced
You study independently and cover the course cost yourself. You can also brief your employer to cover the cost.
€490 €330
No Replit account? Save 30$ with this link.
Cohort-based
Live cohort 16-30 August on two simulators: AI Prototyping + Technology Foundations for Product Managers
$1199 $959
Enterprise
Boost your team’s expertise with a hands-on course and empower them to achieve new goals.
Contact Sales
One-time payment — instant, lifetime access.
Secure and trusted payment processing.
Secure and trusted payment processing.
One-time payment — instant, lifetime access.
Secure and trusted payment processing.
Secure and trusted payment processing.
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Hands-on Courses Bundle
Want to save on multiple courses? Create your own bundle and unlock discounts! The more you add, the more you save:
• 2 simulators: 10% off
• 3 simulators: 15% off
• 4 simulators: 20% off
• 5 or more simulators: 30% off
Click the button below to see the final price and purchase a package.
• 2 simulators: 10% off
• 3 simulators: 15% off
• 4 simulators: 20% off
• 5 or more simulators: 30% off
Click the button below to see the final price and purchase a package.
Hands-on Courses Bundle
Want to save on multiple courses? Create your own bundle and unlock discounts! The more you add, the more you save:
• 2 simulators: 10% off
• 3 simulators: 15% off
• 4 simulators: 20% off
• 5 or more simulators: 30% off
Click the button below to see the final price and purchase a package.
• 2 simulators: 10% off
• 3 simulators: 15% off
• 4 simulators: 20% off
• 5 or more simulators: 30% off
Click the button below to see the final price and purchase a package.
Выбери способ оплаты
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Still not sure?
Check out more student reviews on LinkedIn
Try a free simulator lesson!
30 minutes of practice, more than 20 actual tasks that give you an idea of working as a PM in an international company. It's also a quick and easy way to understand how the ProductDo simulator works.
Frequently Asked Questions
Highlight business impact: Explain how AI-prototyping knowledge will help you build smarter products that solve real customer problems and drive growth.
Emphasize upskilling ROI: Show that investing in your skills now means faster delivery, better decisions, and fewer costly mistakes down the road.
Connect to company goals: Align the course benefits with your company’s strategy, whether it’s innovation, efficiency, or entering new markets.
Stress team advantage: Point out how your new AI-prototyping skills will uplift your whole team’s expertise and collaboration.
Assure minimal downtime: Reassure your employer the course is hands-on, flexible, and won’t disrupt your current workload.
Simplify payment: Let them know we can issue an invoice if needed, making the process easy for company reimbursement.
Contact Sales
Emphasize upskilling ROI: Show that investing in your skills now means faster delivery, better decisions, and fewer costly mistakes down the road.
Connect to company goals: Align the course benefits with your company’s strategy, whether it’s innovation, efficiency, or entering new markets.
Stress team advantage: Point out how your new AI-prototyping skills will uplift your whole team’s expertise and collaboration.
Assure minimal downtime: Reassure your employer the course is hands-on, flexible, and won’t disrupt your current workload.
Simplify payment: Let them know we can issue an invoice if needed, making the process easy for company reimbursement.
Contact Sales
No, as the AI code becomes more complex, it will require more attention and effort, and you will have to decide whether you are ready to be a PM and part-time programmer (unlikely). And then you will hit the ceiling of complexity. Moreover, the work of attracting users has not gone away; how will they find out about your brilliant product?
So the empire will have to wait, but already today AI allows a) to quickly present ideas by simulating complex processes and b) to build medium-complexity full stack products (e.g., a personal budget system integrated with payments integration) independently.
So the empire will have to wait, but already today AI allows a) to quickly present ideas by simulating complex processes and b) to build medium-complexity full stack products (e.g., a personal budget system integrated with payments integration) independently.
Yes, the course is designed for those leaders who know nothing about tech. We will tell you about the basic concepts that a leader (not a programmer!) needs in practice to create prototypes from scratch.
Yes! If you are a designer, you can learn how to turn your ideas into working prototypes.
If you are a budding entrepreneur, you can take your first steps without a team at all.
And if you are from another role, then come see what modern technologies are capable of.
If you are a budding entrepreneur, you can take your first steps without a team at all.
And if you are from another role, then come see what modern technologies are capable of.
In this course, we are looking at a very specific area of knowledge - AI prototyping. By themselves (without a background), they will not make you a super specialist, but at the same time, they will not go anywhere; you will simply know one piece of knowledge. It is like building a powerful engine for a car that does not yet have wheels: there is nothing to drive on, but at the same time, the engine is waiting for its time.
Therefore, we recommend that complete beginners take the basic course in parallel with special courses: There are a lot of basic materials and they are relatively simple, and a specialist who immediately masters the necessary (complex) disciplines will grow much faster than others, because he is immediately immersed in real (and not simplified) tasks.
Therefore, we recommend that complete beginners take the basic course in parallel with special courses: There are a lot of basic materials and they are relatively simple, and a specialist who immediately masters the necessary (complex) disciplines will grow much faster than others, because he is immediately immersed in real (and not simplified) tasks.
No, the simulator and additional materials will be available to you forever, so go at your own pace. Please note that, as in life, you cannot go back and "live" the task again: all your progress will be preserved in its original form.
Yes, students who have successfully passed the course may generate a certificate and proudly add it to their LinkedIn profile to Licenses & Certifications, or upload it to Facebook in the Schools section.
If you practice for 30 to 60 minutes a day, then it will take about 5-7 days. But rest assured you’ll be too busy having fun as you take your time to analyze and creatively solve the problems in the simulator.
You can be sure of the materials' quality and our mentors' experience. We've been teaching for many years, and we have thousands of happy PMs. Feel free to take a look at the student reviews for verification.
If you passed less than 30% of tasks and materials included the simulator you could refund your money in full.
If you passed less than 30% of tasks and materials included the simulator you could refund your money in full.
- Alex ProductDoWe hope we answered all of your questions.
Still have more? Contact us via any messenger plug-in at the bottom right, or drop us a line at support@productdo.io, and we'll be happy to assist you.