Meritocrat Lab

Insights on immigration merit & strategy

Guides, analysis, and real stories from the Meritocrat team.

The Engine vs. The Car: Why a Raw LLM Is Not a Product
ProductFeatured

The Engine vs. The Car: Why a Raw LLM Is Not a Product

Since the first release of our product, I’ve spent almost all my time in a single, intense loop: talking to users, gathering feedback, and running back to the team to build improvements.

Meritocrat Lab · Aug 20, 2026Read article