Learn how to set clear vibecoding tasks to LLMs and create clickable prototypes in just a few hours. Get a hands-on walkthrough from simple examples to fully functional full-stack applications.
Vibecoding and AI Prototyping for PMs
SIMULATOR
Author: Lead PM Booking.com
Build 3 products and 10+ features
No coding / AI skills needed
14000+
38%
★4.8/5
alumni since 2020
come from colleagues’ recommendations
average review score
19000+
PMs in our community
trusted by:
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!"
Examples: what you'll build
You'll understand how any application works from the inside: what the user sees, where the data is stored, how everything connects. And you'll be able to build both a prototype and a real application for your own ideas.
An example of how to create a UI copy of your product, add a prototype feature ("Concerts Nearby") to it, and then implement payment and messenger notifications.
A web application built from scratch: interface, participant and spending database, authorization (disabled for the demo), integration with OpenAI.
A daily tool for product managers running experiments. You can enter the required test parameters and share the link.
AI prototyping is useful if:
You want to create realistic prototypes without devs
Tools like Replit let you build realistic, clickable prototypes in minutes so you can show the actual product to users or your CEO instead of relying on slides or Figma.
You are an entrepreneur or want to start a side-project
With the structured approach, you can build a full MVP complete with UI, backend, database, and API integrations without writing a single line of code.
You want to learn tech basics by building things yourself
Let's be clear: AI can not replace your dev team at work. But building with AI is an effective way for you to understand how tech concepts (API, databases, backend) work.
Apply AI prototyping tools smartly
PM without knowledge
PM with AI-prototyping skills
Know how to use AI-coding for simple prototypes
Get from LLMs exactly what I need
Can make a feature / product prototype in 10 minutes
I don't understand the hype around AI-coding
Can't give clear prototyping tasks to LLMs
Show my ideas on slides / in Figma
Can start a simple full-stack product on my own
Spend weeks of development to make a prototype
Afraid to start a side project without a developer
Present my ideas as a clickable prototype
Free resources
AI Prototyping Tools Comparison
8 tools in a table: what each can do with UI, backend, database — and which product tasks they're suited for.
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What does the simulator look like?
Authors of the simulator
- 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)
Course program
Over 8 lessons, we will add 10+ features to 3 products. We'll look at both the simplest UI-only prototypes and full-stack applications with services, databases, and external API integrations.
To complete the full course, you need around ~40$ in the Replit AI tool. If you don't have the Replit Core plan yet, get the $40 (35€) off coupon below in the pricing section.
There are many AI-building tools on the market: Loveable, Bolt, V0, etc. Don't waste time choosing the best: once you understand the approach, you can easily create with any tool you enjoy the most (read why we chose Replit).
To complete the full course, you need around ~40$ in the Replit AI tool. If you don't have the Replit Core plan yet, get the $40 (35€) off coupon below in the pricing section.
There are many AI-building tools on the market: Loveable, Bolt, V0, etc. Don't waste time choosing the best: once you understand the approach, you can easily create with any tool you enjoy the most (read why we chose Replit).
In the first lesson, you'll get to know your colleagues quickly and get straight to business: you will create two simple products and figure out how the magic works (at least part of it).
→ There's a lot of hype around AI. We'll immediately figure out what tools like Replit, Loveable, Bolt, and v0 actually do.
→ We will start with a simple example of a single-page application and build its prototype in a few minutes.
→ There's a lot of hype around AI. We'll immediately figure out what tools like Replit, Loveable, Bolt, and v0 actually do.
→ We will start with a simple example of a single-page application and build its prototype in a few minutes.
We start building in a controlled mode, that is, with an understanding of what we are doing. We will create a simple product and figure out how the magic works (at least its frontend part).
→ We will build another mini-product
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 will build another mini-product
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 are working on live products, constantly adding new features. AI tools can help us to prototype those features fast and pitch them to teams without waiting on designers or devs.
→ We will build a working prototype based on the ready design
→ Step by step, we will add three features to it
→ We will analyze and consolidate the principles that will allow you to do the same, but for your product
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 will build a working prototype based on the ready design
→ Step by step, we will add three features to it
→ We will analyze and consolidate the principles that will allow you to do the same, but for your product
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!"
It's time to make our prototype truly functional. To do this, we'll go beyond "just a frontend" (where tools like Loveable stop) and add brains and memory to the product using databases.
→ We will add three more features
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 will add three more features
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!"
It's time to add two external APIs that will make our product even stronger. The second one will be the OpenAI API, so we will make our product AI-first, hehe.
→ We will add two external integrations to our application
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!!"
→ We will add two external integrations to our application
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!!"
We will go through the basic steps necessary to make your work visible to real users.
→ We will look at the "deployment" process so that the application becomes available to everyone via a link
→ We'll add authentication
→ We will look at a few more advanced topics
What Students Say About the Lesson:
→ Mark: "Clear steps on how to move from the playground to the app, open to the whole internet"
→ We will look at the "deployment" process so that the application becomes available to everyone via a link
→ We'll add authentication
→ We will look at a few more advanced topics
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 will apply all the knowledge you have gained to create another case from scratch.
What Students Say About the Lesson:
→ Marina: "Thanks a lot! Super useful for reinforcing past material— plus, I’ll actually use these apps myself!"
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 will sum up everything we've learned
→ You will get a mega-prompt example for further building
→ You will get a mega-prompt example for further building
Want to try?
Pricing
Choose the learning path that fits your goals and budget.
Single Access
Master this specific skill through real-world tasks at your own pace. Buy once, keep forever.
€—
• Access to "AI-prototyping for PMs"
• Lifetime updates
• LinkedIn-ready certificate
• One-time payment, no fees
Don’t have a Replit account? →
Full Library Access
Unlock our entire library (€3,169 value) to master every high-demand hard skill. Fast-track your growth and save thousands.
€129/mo
• Access to all 12 courses
• All future releases included
• LinkedIn-ready certificates
• Cancel anytime
Skill Bundles
Create your bundle and unlock discounts: 2 courses → 10% off, 3 → 15% off, 4 → 20% off, 5 or more → 30% off.
Bundle & Save
• Access to selected courses
• Lifetime updates
• LinkedIn-ready certificates
• One-time payment, no fees
Single Access
Master this specific skill through real-world tasks at your own pace. Buy once, keep forever.
$—
• Access to "AI-prototyping for PMs"
• Lifetime updates
• LinkedIn-ready certificate
• One-time payment, no fees
Don’t have a Replit account? →
Full Library Access
Unlock our entire library ($3,729 value) to master every high-demand hard skill. Fast-track your growth and save thousands.
$149/mo
• Access to all 12 courses
• All future releases included
• LinkedIn-ready certificates
• Cancel anytime
Skill Bundles
Create your bundle and unlock discounts: 2 courses → 10% off, 3 → 15% off, 4 → 20% off, 5 or more → 30% off.
Bundle & Save
• Access to selected courses
• Lifetime updates
• LinkedIn-ready certificates
• One-time payment, no fees
Self-Paced
Choose this option if you want to start hands-on learning immediately and practice on your own. 80% students prefer this.
884 $
— $
• Start learning immediately
• Build 3 products, add 10+ features
• 12 hours of practice
• Digital certificate
• Unlimited access
Don’t have a Replit account? Get $40 off with this link
Cohort-Based
Choose this option if you want to combine hands-on practice with group workshops led by the author and solve 5 additional use cases.
Live cohort May 1-27 on two related simulators: AI Prototyping + Technology Foundations for Product Managers
Live cohort May 1-27 on two related simulators: AI Prototyping + Technology Foundations for Product Managers
• Start learning immediately
• 200+ practical challenges on Technology
• 50+ practical challenges on AI Prototyping
• 5 + 2 real industry use cases
+ Private community of peers
+ Direct access to instructor
+ Guided feedback & reflection
Learn more • 200+ practical challenges on Technology
• 50+ practical challenges on AI Prototyping
• 5 + 2 real industry use cases
• PM checklists to use at work
• Digital certificate
• Unlimited access
+ 4 interactive live sessions+ Private community of peers
+ Direct access to instructor
+ Guided feedback & reflection
Choose your payment method:
Once you complete the simulator, you will receive an electronic certificate to add to your LinkedIn profile.
Our Students Work at
Still not sure?
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.
To complete the full course, you need around ~40$ in the Replit AI tool. If you don't have the Replit Core plan yet, get the $40 (35€) off coupon (in the pricing section). Already have an account? Then leave the coupon as is, allowing us to keep fair prices for other students.
This is a live bootcamp led by the author (Lead PM Booking. com) from time to time. It consists of two simulators ("Technical Foundations for PMs" and "AI-prototyping for PMs" ) and 4 practical live workshops on top.
Choose this option if you want to combine hands-on practice with group workshops led by the expert and solve additional use cases.
Choose this option if you want to combine hands-on practice with group workshops led by the expert and solve additional use cases.
There are many AI-building tools on the market: Loveable, Bolt, V0, etc. Don't waste time choosing the best: once you understand the approach, you can easily create with any tool you prefer.
You can also read a comparison between the tools we did here. Long story short, Replit is the most rounded tool for full-stack vibe-coding we need.
You can also read a comparison between the tools we did here. Long story short, Replit is the most rounded tool for full-stack vibe-coding we need.
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 from 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.