Product Led Lab — by Luis

Product decisions,
documented.

Hi, I'm Luis. I write about the messy reality of product management, exploring why metrics move and why experiments fail.

Framework Overview

Assumption
Evidence
Decision
Consequence

Current Products

Lehr Assist

Refine
Consequence
Round 2
High Confidence
AssumptionGerman teachers will adopt AI-assisted correction if it is GDPR-compliant.

Activa Fluency

Generate signal
Assumption
Round 0
Medium Confidence
AssumptionMastery-based progression improves A1 exam readiness for visa applicants.

Visa Deutsch

Pause
Assumption
Round 1
Low Confidence
AssumptionExam-focused feedback reduces telc A1 failure rates for first-time applicants.