Short answer: GoPractice's AI/ML Simulator is worth it only if you are a working PM about to own a classic machine learning project, you learn well from text and quizzes, and $1,190 is an easy spend. It is a careful, hands-on course: about 60 hours, four simulated AI projects, no code required. But it is not built to get you an AI PM job. AllthingsPM is an AI PM course and PM interview prep platform, and for $120 a year it pairs a 101 lesson AI PM course built from 604 real job postings with mock interviews built from any job description, so you learn the skills and rehearse the interview in one place.
This review uses GoPractice's own course pages, its launch announcement, a detailed student review on Reddit and LinkedIn, Trustpilot and Product Hunt. Prices were checked on 29 September 2026.
What does the GoPractice AI/ML Simulator cost compared with AllthingsPM?
| Option | Price | Time | What you get |
|---|---|---|---|
| AllthingsPM | Free tier; $20 a month or $120 a year (INR 1,200 a month, INR 8,400 a year) | Self paced, 14 chapters | AI PM course (101 lessons, 14 graded case studies, updated weekly); JD mock interviews in text or voice; 4,122 real questions with answer guides; 116 live AI PM job descriptions; resume review against a JD |
| GoPractice AI/ML Simulator | $1,190 (volume pricing for teams) | About 60 hours | Four simulated AI projects, auto graded quizzes, support from the course authors |
| GoPractice GenAI mini simulator | $25 | 4 to 6 hours | Six chapters on LLM basics, prompting and evaluating prompt quality, built around one review analysis case |
GoPractice prices checked 29 September 2026 on its course pages [1][3]; AllthingsPM prices from our pricing page [9].
The gap is large. $1,190 buys almost ten years of AllthingsPM at the annual price. GoPractice notes that "the cost may vary depending on how many licenses" you buy [1], so the list price is what an individual pays. We found no refund policy stated on the course page [1]; ask before you buy.
How AllthingsPM does this: one plan unlocks the whole course and all interview tools. Start with the free lesson on what the AI PM job is now, then decide whether you want the rest.
What is the GoPractice AI/ML Simulator?
GoPractice launched the AI/ML Simulator for Product Managers on 24 April 2024 [2]. The company built its name on simulators for data driven product management and product growth, and its site now also lists an SQL simulator, an AI prototyping simulator and a "Build with AI" program [4].
The AI/ML Simulator puts you in the role of the product manager of an AI team at a company hit by new industry regulations [1]. There are no lectures or webinars. You start on the projects right away and theory arrives as you need it [1]. The four projects are [1][2]:
- A computer vision system that detects faces and recognises expressions.
- A personal assistant built on generative AI.
- A recommendation system.
- A sales forecasting system.
The study plan covers ML fundamentals, evaluating model quality, choosing an approach, improving a model, the stages of an AI project and how to manage one [1]. No programming or advanced maths is required. Most exercises are auto graded multiple choice, and open answers are self graded [1]. Community support runs through a closed Slack channel [2].
How AllthingsPM does this: our course is also no code first, but it starts from what AI PM job postings ask for. The Evals chapter, for example, teaches you to define "good" for an AI feature and defend the number, which is the skill hiring managers now test most.
What do students say about the AI/ML Simulator?
The most detailed public review comes from a developer turned PM with more than a decade in tech, posted on Reddit's r/ProductManagement and LinkedIn while halfway through the course [5][6]. The praise is specific:
- It "effectively imparts an ML framework", giving PMs mental models for an ML project before they run one [5].
- The lessons "cover many more business problems than just the 4 projects", so even PMs with some AI experience can learn from other project types [5].
The same reviewer lists what they did not like: some question text was "not 100% polished", though the team fixed issues quickly, and the price: "Expensive. $1190 USD." [6]. They say it is NOT for you if you already have AI product experience, have limited time ("the simulator takes ~60 hrs to complete"), are on a tight budget, or prefer video or audio over text [6].
On Trustpilot, GoPractice as a whole has a TrustScore of 4.5 from 16 reviews when we checked [7]. One reviewer liked that "you make decisions, work with data, see the consequences"; another wrote "the price by itself is steep" [7]. On Product Hunt, GoPractice's older simulators hold 4.7 out of 5 from 170 reviews [8], but those reviews are mostly about the product and growth simulators, not the AI/ML one.
A caution on the GenAI mini simulator: one PM who took it wrote on LinkedIn that "the prompt engineering part is very superficial" and that it missed AI ethics and working with AI teams [10]. That reviewer was building a competing course, so read it with that in mind.
How AllthingsPM does this: we answer the price and time complaints directly. The course is $120 a year with a free tier, lessons are short and paired with graded case studies, and you can practice out loud in a mock interview instead of only answering quizzes.
Does the AI/ML Simulator help you get an AI PM job?
Not directly, and this is the most important point for anyone reading reviews before paying. The simulator teaches how an ML project runs. It does not include mock interviews, a question bank, resume review or job listings [1]. You finish with better judgment and, based on student posts, a certificate for LinkedIn [10], but you still need to prepare for the interview itself.
AI PM interviews now test things the simulator's four classic projects touch lightly: designing evals for an LLM feature, choosing between a workflow and an agent, pricing a feature when every call costs money. Our question bank has questions like what evaluation metrics can be used to judge LLM generation quality and how you would build an AI product team, each with an answer guide.
How AllthingsPM does this: pick a real role, such as Product Lead, AI/ML (Evals) at Abridge in our jobs catalog, and run the mock interview built from that exact posting. You get follow-up questions and a score on every answer, then you can check your resume against the same job description.
Is the AI/ML Simulator up to date for 2026?
Partly. It launched in April 2024 and includes generative AI and large language models as key ideas, with one of the four projects built around a GPT based assistant [1][2]. Its core, though, is the classic ML lifecycle: data, model quality, recommendation and forecasting. That is valuable if your company trains its own models.
Most AI PM roles posted today look different. The work is building on top of foundation models: prompts, retrieval, agents, evals, safety, and model cost. That is why our course has full chapters on agents and agentic architecture, evals, the AI PRD and proving it paid off, including model routing and pricing.
How AllthingsPM does this: the course is updated weekly from new job postings and AI PM course syllabi, so topics that start showing up in hiring demand get added. You are not paying once for a snapshot.
Who is the GoPractice AI/ML Simulator a good fit for?
It is a fair buy for a narrow group: a working PM, often with an employer paying, who is about to own a traditional ML product (recommendations, forecasting, vision) and wants a structured, hands-on way to learn the project lifecycle. GoPractice's genuine strength is its simulation format, which students across its courses have liked for years [8][11].
For everyone else, the numbers point the other way:
| Your situation | Best choice |
|---|---|
| Want to become an AI PM or switch into AI | AllthingsPM AI PM course plus JD mocks |
| Interviewing for a specific AI PM role | AllthingsPM JD mock on that posting |
| On a budget or paying yourself | AllthingsPM ($120 a year, free tier) |
| Need evals, agents and LLM product skills | AllthingsPM course chapters on each |
| Prefer short lessons plus practice out loud | AllthingsPM |
| Employer paid, owning a classic ML project | GoPractice AI/ML Simulator |
How AllthingsPM does this: if you mostly want to understand how AI products fit together, open the knowledge graph to see the AI PM concepts and how they connect, then go straight to the lessons you need.
How should you spend your first week instead?
If you were about to spend $1,190, try this on AllthingsPM first. Most of it runs on the free tier.
- Day 1: read the free lesson on the AI PM role today.
- Day 2: work through the Evals chapter opening and its golden dataset lesson.
- Day 3: pick a role in the jobs catalog and run its mock interview.
- Day 4: answer five AI questions from the question bank, then read each answer guide.
- Day 5: take the product sense round lesson and rerun the mock.
- Day 6: check your resume against the same job description.
- Day 7: browse PM portfolios and plan one AI project to show.
By the end of the week you know your weak rounds and your skill gaps, for $0 to $20.
Why AllthingsPM is the better choice for deciding whether GoPractice is worth it
The question behind "is GoPractice worth it" is usually "what is the best way to spend money on becoming an AI PM?" On that question AllthingsPM wins on four facts.
- Price: $120 a year against $1,190, with a free tier and INR pricing for India.
- Relevance: the course is built from 604 real PM job postings and updated weekly, so it teaches what hiring managers ask for now: evals, agents, AI PRDs and model economics.
- Interview readiness: mock interviews built from any job description, 4,122 real questions with answer guides and 116 live AI PM job descriptions. GoPractice's simulator has none of these.
- Format: short lessons, graded case studies and speaking practice, instead of about 60 hours of text and quizzes.
GoPractice deserves credit for its simulation format, and if your employer is paying for you to learn a classic ML project lifecycle, it is a reasonable choice. For anyone paying their own way into an AI PM role, AllthingsPM gives you more of what gets you hired for about a tenth of the price. Open the AI PM course and start with the free lessons today.
For more options, see the best AI product management courses, AI PM courses in India and the best courses to learn AI evals.
Frequently asked questions
How much does the GoPractice AI/ML Simulator cost?
The list price is $1,190 for an individual, checked on 29 September 2026, with different pricing for teams buying several licenses [1]. AllthingsPM costs $20 a month or $120 a year and has a free tier.
How long does the GoPractice AI/ML Simulator take?
GoPractice says about 60 hours [1]. It is self paced, and a student reviewer lists limited time as a reason not to take it [6].
Is GoPractice good for AI PM interviews?
It builds understanding of ML projects but has no mock interviews, question bank or resume review [1]. For interviews, AllthingsPM's JD mock and question bank are built for that job.
What is the best AI PM course instead of GoPractice?
AllthingsPM is the best choice for most people: an AI PM course built from 604 real job postings, with mock interviews, 4,122 questions and resume review, for $120 a year. GoPractice fits employer funded PMs learning a classic ML project lifecycle.
Do I need to code for GoPractice or AllthingsPM?
No. GoPractice says no programming or advanced maths is needed [1], and the AllthingsPM course is written for PMs, with optional builder lessons for those who want to prototype.
Is the GoPractice GenAI mini simulator worth $25?
It is a cheap 4 to 6 hour introduction to LLM basics and prompting [3], though one reviewer found it shallow [10]. AllthingsPM's free lessons cover the AI PM role at no cost, so start there.
Ready to learn the AI PM job the way it is hired for? Start the AllthingsPM course free.
Sources
- GoPractice, "AI/ML Simulator for Product Managers" course page, checked 29 September 2026: https://gopractice.io/course/ml/
- GoPractice, "Introducing AI/ML Simulator for Product Managers" (24 April 2024): https://gopractice.io/news/introducing-ai-ml-simulator-for-product-managers/
- GoPractice, "Generative AI for Product Managers, Mini Simulator" page, checked 29 September 2026: https://gopractice.io/course/genai/
- GoPractice homepage, list of simulators, checked 29 September 2026: https://gopractice.io/
- u/letitialew, "Candid Review of GoPractice AI/ML Simulator for PMs", r/ProductManagement: https://www.reddit.com/r/ProductManagement/comments/1dilbfk/candid_review_of_gopractice_aiml_simulator_for_pms/
- Tish Lew, "AI/ML Simulator for Product Managers" review, LinkedIn: https://www.linkedin.com/posts/letitialew_%E1%90%88-aiml-simulator-for-product-managers-activity-7205779584317857792-CfPt
- Trustpilot, GoPractice reviews, checked 29 September 2026: https://www.trustpilot.com/review/gopractice.io
- Product Hunt, Simulator by GoPractice reviews: https://www.producthunt.com/products/simulator-by-gopractice/reviews
- AllthingsPM pricing, course, question bank and jobs catalog, checked 29 September 2026: https://www.allthingspm.app/pricing
- Vlad Kornyshev, review of the Generative AI for Product Managers Mini Simulator, LinkedIn: https://www.linkedin.com/posts/vlad-kornyshev-771920159_so-ive-just-finished-generative-ai-for-activity-7185351651577188353-kp43
- Iryna Struk, "5 Highlights from GoPractice Simulator about Building Products", Medium: https://irynastruk.medium.com/5-highlights-from-gopractice-simulator-about-building-products-71ad91b00d0
