Turning noisy scan output into a posture score that’s trendable, explainable, and hard to game.

Design choices behind our layered engine and when each depth earns its keep.

How we split scanning, queuing, and PDF rendering into independently scalable services.

Pros, tradeoffs, and patterns for storing scan metadata and report links.

Anatomy of a report that makes prioritization obvious—summary, evidence, and targeted fixes.

Where OOB shines, when to avoid it, and how we keep scanners safe by default.