Madalina Turlea will teach you how to build impactful AI features
Previously at

Courses
Multi-day, guided programs to get real results
Workshops
Single-day, hands-on sprints to practice new skills
Lightning Lessons
Free, interactive sessions to explore new topics
Lightning Lesson30 minutes


What does a full eval suite look like in practice
LIVE·Thu, Sep 17, 8:00 AM
Sign up Lightning Lesson30 minutes


Build an eval rubric for your AI Product from scratch
LIVE·Thu, Oct 8, 11:00 AM
Sign up Lightning Lesson30 minutes


Build an eval rubric for your AI Product from scratch
WATCH
Watch now Lightning Lesson45 minutes


How to build an LLM judge you can trust
WATCH
Watch now Lightning Lesson45 minutes

From AI user to AI feature designer: a live exercise
WATCH
Watch now Lightning Lesson45 minutes

Setting up your first AI eval with a LLM-as-judge
WATCH
Watch now Resources
Alumni reviews
Laszlo
Live cohort
Principal Engineer · JustRocket
AI Evals for Product Managers: From Vibe Check to Proof
I found it easy and intuitive to follow!
SREELAKSHMI
Live cohort
Student · 70 mm Wagabounds
AI Evals for Product Managers: From Vibe Check to Proof
I recently attended the "Build Al features hands-on" workshop hosted Catalina Turlea and Madalina Turlea at Netlight in Munich.
Instead of just talking about Al potential, we dove straight into how product teams can move past simple vibe checks and build systematic evaluations using Lovelaice to validate feature accuracy and performance before deployment.
Aby
Live cohort
Student · 70mm Vagabonds (Startup)
AI Evals for Product Managers: From Vibe Check to Proof
It was nice experience for me. I'm totally new to AI side. Even though I can easily follow the entire session without any difficulties. The main reason is it was completely "Interactive session". Both technical and non-technical persons participated in this session. Catalina was really humble to answer all our questions and clear our doubts during entire session. Rather than a typical talk along with presentation slides she showed us a real working scenario by using her product "Lovelaice". That was a mind-blowing, because everyone in that session got a chance to experience various results in real time. Is "Latest Model is the best one always" ? --- Catalina clearly answered this question with results of Lovelaice. I really appreciate Catalina and her team efforts behind building such nice product in AI industry. Expecting more workshops like this from your side.
Maria
Live cohort
IT · Creative Software
AI Evals for Product Managers: From Vibe Check to Proof
I came in from the engineering side, kind of braced for a high-level "what are evals" overview — and it just wasn't that. By the end I had an actual eval suite on a real use case instead of a deck. What made it click was sitting with real model outputs and tagging exactly what went wrong — hallucinations, missing info, wrong format — and then building the checks around those. I'd been vibe-checking everything before and didn't realise how much I was missing. Paced well, and it all ran really smoothly.
Anton
Live cohort
PM · Cata Creative Software UG
AI Evals for Product Managers: From Vibe Check to Proof
It was super interesting to find out more about evals and how to get out of the manual testing. I will for sure take a lot from the course into my day to day. Madalina and Catalina are amazing teachers who never seem to be short of an answer. I highly recommend this course to anybody!!






