Most system design practice ends as scattered notes. ScaleLab AI turns prompts into structured architectures, measurable tradeoffs, cost math, failure planning, and recruiter-grade reports. The core product is deterministic, transparent, and repeatable, with optional AI reserved for explanation and coaching.