The Product Judgment Intensive : The PM Skill That AI Cant Replace
Viveck P Kumar
CPO | Amazon, PayPal, Intuit | Advisor
AI can ship your feature in days. But it can’t tell you if it’s worth building.
AI collapsed execution time. Your team can prototype in days and ship in weeks.
The bottleneck is no longer "can we build it?"
It’s "should we build it?"That question is the one thing AI cannot answer for you. And getting it wrong is expensive:
• Features that ship fast but don’t move metrics
• Roadmap bets defended with conviction but no evidence
• AI features with under 20% sustained adoption eating your best engineers
• Promotions going to PMs who got lucky, not PMs who reasoned wellAI made every one of these worse.
When your team ships 3x more bets per quarter, bad judgment compounds 3x faster.
This intensive teaches a practical system for making calibrated product decisions, the same methodology used by elite forecasters, now applied to product bets.
You’ll practice on real AI-era products, lock predictions alongside your cohort, and return 8 weeks later to see who called it right.
The cost of one bad product bet at your level: 3–6 months of engineering time, $200K–$500K in resources, and a career narrative you can’t undo.
This course costs less than one day of that wasted sprint.
What you’ll learn
Go from "I have a strong feeling" to " The base rate is 22%, here's why we'll beat it, and I have 30 scored forecasts to prove it."
Learn the Inside View vs. Outside View framework that separates elite forecasters from everyone else
See why words like “good chance” create dangerous ambiguity especially when shipping AI bets at 3x the pace
Replace “I feel strongly” with “the base rate is 22% and here are 3 reasons we beat that”
Calculate your first Brier Score: Will Perplexity cross 250M monthly visits by April 2026?
Learn the scoring asymmetry: confident and right costs nothing, confident and wrong is devastating
Discover why hedging at 50% guarantees mediocrity and why the best PMs take positions
Estimate ChatGPT's AI chatbot market share for current month in2026 then discover how wide your 90% confidence interval actually needs to be
Reconcile two conflicting data sources (StatCounter vs. Similarweb) and learn why picking the right baseline is half the forecasting job
Apply historical platform decline curves (BlackBerry, IE, Yahoo) to a live AI market shift happening right now
The 3 bet types: Incremental (1x), Strategic (3x), Step-change (5x). Each scored differently
The weighted Brier Score reveals big-bet miscalibration hiding behind small-bet accuracy
4 miss reasons: Judgment Error, Execution Gap, External Factor, Right Call Wrong Outcome
Why most post-mortems teach the wrong lesson (and the single question that fixes it)
Answer 5 real product questions alongside your cohort. Same data, same deadline. Sheet locks at end of day
Return in 8 weeks: outcomes revealed, Brier Scores calculated, cohort leaderboard published
Learn directly from Viveck
Viveck P Kumar
CPO | Amazon, PayPal, Intuit | Advisor
Who this course is for
Sr PMs and Product Leaders who make roadmap bets worth resources, especially AI products with uncertaion adoption.
CPOs and VPs who present roadmap bets to boards and C-suites
Founders burning runway on products. Every wrong call costs you 2-3 months of cash. This system helps you evaluate assess bets with accuracy
Prerequisites
You make product bets as part of your job
You’re responsible for product decisions that affect a roadmap or business outcomes. The exercises use real product bets, not hypotheticals.
You’re open to putting a number on your judgment
This course asks you to commit to probabilities and score them. If you believe product decisions are purely art, this isn’t for you
You’ll continue practicing after the course
One day installs the system. Calibration takes 20–30 scored forecasts over months. Plan to score 3–5 decisions per month after the course.
What's included
Live sessions
Learn directly from Viveck P Kumar in a real-time, interactive format.
Product Judgment Tool
Pre-built spreadsheet with Brier Score automation, bet classification, weighted scoring, miss reason tracking, and a Dashboard. Your locked predictions from the course are already loaded. Continue using it to score every product decision going forward.
The Prediction Lock
5 real product questions answered alongside your cohort. Same questions, same data, same deadline. Your predictions are locked at end of day and no edits post that. This is your judgment on the record. When outcomes arrive in 8 weeks, there’s nowhere to hide
8-Week Return Session
60-minute virtual session where outcomes are revealed, every prediction is scored, and the cohort leaderboard is published. You’ll see exactly where your judgment ranks against peers. Plus: we analyze the collective miss patterns across the cohort.
Personal Judgment Card
After the 8-week return, you receive a one-page card: your Brier Score, cohort rank, biggest miss, sharpest call, and identified bias pattern. A verifiable proof of your calibration that you can share with leadership or bring to interviews.
Course Kit + Recordings
Comprehensive reference: Brier Score formula, calibration bands, Inside/Outside View methodology, signal classification, update rules, and a full year-in-practice worked example. Plus lifetime access to the day’s recording.
90-Day Practice Plan
Step-by-step guide for building your forecasting track record after the course. The 10/20/30 milestone framework: what 10 forecasts teaches you about yourself, what 20 reveals about your biases, and what 30 proves to leadership.
Maven Guarantee
Your purchase is backed by the Maven Guarantee.
Course syllabus
2 live sessions • 3 lessons
Week 1
Apr
18
The Product Judgement Intensive with Viveck
Sat 4/182:30 AM—7:00 AM (UTC)Apr
19
Product Judgement Intensive with Viveck
Sun 4/192:30 AM—7:00 AM (UTC)
Course Day 1
Course Day 2
Your Forecast Audit
Free resource
.png&w=768&q=75)
You dont have Product Sense. You have stories
You thought you had product sense. You don’t.
Learn why intuition fails at scale and why product sense without prediction tracking is just hindsight bias in disguise.
The Product Judgment Tool: Calibrate your bets.
Deep dive into the framework that makes you a better Product leader track confidence vs. reality, score your prediction
Catch bad bets before you ship anything.
See how forcing yourself to add probability to every decision reveals overconfidence and saves months of wasted effort.
Schedule
Live sessions
9 hrs
Two half -day intensive, Virtual. 10:30 AM to 2 PM SGT. Over 50% of the day is hands-on exercises on real products (Perplexity, Threads). You’ll forecast, score your forecast, classify bets, and lock predictions alongside your cohort. Cohort 1 • Limited to 20 seats
Sat, Apr 18
2:30 AM—7:00 AM (UTC)
Sun, Apr 19
2:30 AM—7:00 AM (UTC)
The Prediction Lock + 8-Week Return (Project)
2 hrs
At end of Day 1, you lock predictions on 5 real product questions alongside your cohort. Same questions, same data, same deadline. No edits after lock. 8 weeks later, the cohort reconvenes (60 min, virtual): outcomes revealed, predictions scored using Brier Score, cohort leaderboard published. You receive a personal Judgment Card.
Course Kit + 90-Day Practice Plan
1 hr
Includes the Product Judgment Tool (v2) spreadsheet with Brier Score automation, bet classification, and Dashboard. Plus: Course Kit reference (Brier Score formula, calibration bands, Inside/Outside View methodology, signal classification, update rules). 90-day practice plan with the 10/20/30 milestone framework for building your track record.
Testimonials
I’ve promoted PMs who got lucky on one big bet and overlooked PMs whose reasoning was excellent but the market shifted. I had no way to tell the difference. Viveck’s framework gives you that lens, a way to evaluate the quality of the thinking independently from the outcome. Every product leader making promotion and staffing decisions needs this.
Ashwin Irappa
Chief product officer, CartaBefore this, our roadmap reviews were a battle of opinions. ‘I feel strongly about this.’ ‘I disagree.’ No shared framework for evaluating risk. After our PMs went through Viveck’s course, the conversation changed completely. Now it’s: ‘The base rate for this type of bet is 40%. Here’s why we think we’ll beat it.’ Decisions are faster, arguments are shorter, and we’re actually tracking whether our calls were right.
Naveenkumar Krishnamurthy
Director Product, SyfeAI can write your PRD, generate your prototypes, and even run your A/B tests. What it can’t do is tell you whether the thing you’re building matters. That judgment, the ability to evaluate a product bet before you make it is the most valuable skill on my team. Viveck is the only person I’ve seen turn that skill into something measurable.”
Prateek Jain
Head of Product, GrabI used to present roadmap bets to our board with confidence bars I made up on the spot. Now I present with calibrated probabilities backed by reference classes. The quality of the conversation changed overnight. Our CEO actually said: ‘This is the first time someone has told me the real odds instead of selling me a story.’ That’s what Viveck’s framework does.
Rajesh Sangati
Chief Product Officer, 99.coWe measure everything in product such as activation rates, retention curves, NPS. But the one thing we never measured was the quality of the decisions that created those products in the first place. Viveck’s Brier Score approach finally gives PMs a number for judgment, not just outcomes. That distinction alone is worth the price of the course.
Karthik Vaidyanath
Product Leader, Meta
Frequently asked questions
$496
USD
10 hours left to enroll