Free Lesson

Reverse-engineering AI products: from system prompts to cost

30 min
Dec 19, 2025 8:00 AM
Virtual (Zoom)

In this video

What you'll learn

Dissect an AI product's system prompt

Understand the anatomy of production prompts—constraints, workflows, and behavioral rules that shape output.

Run multi-model experiments like a pro

Design and execute experiments that compare cost, quality, and performance across AI providers.

Turn experiments into product decisions

Translate raw experiment data into actionable insights for model selection and prompt optimization.

Why this topic matters

Most teams treat AI like magic, but building reliable AI products and features can do done systematically. In this live session, we'll reverse-engineer Lovable's AI, run it through multiple models, and calculate what each interaction actually costs. You'll leave with a methodology to validate any AI product idea, whether you're building, buying, or competing against it.

You'll learn from

Catalina Turlea

Catalina Turlea

Founder @Lovelaice

Madalina Turlea

Madalina Turlea

Co-founder @Lovelaice, 10+ years in Product

See all products from Madalina