AI Product Management
AI products are evaluated like products — not like models. Users care about their job, not your benchmarks.
Last updated: 2026-05-22
Take the interactive courseWhat you'll learn
By the end of this course you'll be able to:
- 5 AI PM capabilities — JTBD framing, eval harnesses, telemetry, guardrails, honest communication
- The 3-part frame for AI features (user job · success criterion · failure modes) — in 3 sentences or kill it
- Unit economics modelled before launch + honest communication posture (Air Canada Moffatt cross-domain)
- The eval discipline that lets you ship — golden cases, LLM-as-judge, regression suites
- 4 trust trip-wires AI PMs must respect — vendor lock, latency, hallucination boundaries, demo-vs-prod gap
Who this is for
Product managers shipping AI-powered features, product directors leading PM teams in AI orgs, founder/PMs at AI startups. Especially valuable for PMs whose feature shipped strong demo metrics but stalled at adoption.
Curriculum
8 chapters · 1 hands-on exercises · capstone challenge
Each chapter ends with the learning objectives ticked off. Quizzes are auto-graded with feedback; exercises are open-ended and produce artifacts you can take to your team.
1. AI PM landscape
2. JTBD framing
3. Eval harnesses
4. Telemetry + observability
5. Guardrails
6. Honest communication
7. Unit economics
8. AI PM operating model
Interactive Course · Free
Full web-rendered experience available now.
All 8 chapters live with interactive slides, audio narration, mock-exam practice, and cross-device progress tracking. The first two chapters are accessible without an account.
References & sources
Built on cited sources — not vibes.
Every course is researched fresh against vendor documentation, regulatory sources, and peer-reviewed work. Sources used in this course:
Course details
Track
Builder
Level
Intermediate
Audience
Manager, Technical practitioner
Function
IT & Engineering, Strategy
Industry
Cross-Industry
Stack
Stack-agnostic
Paired Gennoor Way phase
innovate, build
Format
interactive, reading
You finished the course. Now what?
From course to outcome.
Reading this course is step one. The next step is applying it where you work. Here's how Gennoor helps — without the deck, without the pitch.
Run this for your team
A 2-day workshop or virtual cohort for up to 25 of your people, with exercises run on your data and a 30-day adoption plan.
From $5k · 2 weeks · function-specific
Apply this to your data
A 4–6 week pilot that takes what you learned and ships a working system inside your environment. Fixed scope, fixed price, code transferred day one.
From $25k · 6 weeks · production-grade
Just want to talk?
Free 30-minute call. No deck, no pitch. We listen to your situation and tell you honestly what makes sense — even if it isn't us.
Free · no commitment · 30 minutes
Or just keep learning. We recommend next:
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