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
Founder @Lovelaice

Madalina Turlea
Co-founder @Lovelaice, 10+ years in Product
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