Ranks variances by materiality, decomposes them across every dimension, splits mix from rate and volume, and writes the monthly narrative — every figure cites its query.

Answers "why did this change" by walking the dimension graph to the responsible entities — and rules out pipeline causes before blaming the business.

Scans every segment of the cube for deviation from expectation — surfacing the cuts nobody thought to build a dashboard for.

Pacing, run-rate, and gap against plan — then ranks the levers that close the gap by sensitivity.

Retention and value curves for cohorts on any entity your domain defines — patients, accounts, SKUs, or suppliers.

A cross-domain digest before the day starts: what moved, what needs a decision, and what it couldn’t answer confidently.