i.
Net worth · cash flow · calibrated
Plaid-aggregated balance sheet across accounts, calibrated against actual realized cash flow. Not the "estimated $X / month" that consumer apps invent — the real thing, decomposed by category, reconciled against bank reality, with confidence bands on the projections.
Plaid · multi-account · reconciled
ii.
AI-narrated digests
Weekly and monthly digests narrated by NEXUS. Not "you spent $42 on coffee" — actual fiduciary commentary on what the numbers mean for your trajectory. Calibrated tone: alarming when alarm is warranted, quiet when nothing's wrong, never decorative.
NEXUS substrate · weekly + monthly
iii.
Anomaly alerts
Alerts that fire when something is off, not when something is loud. Calibrated against your baseline; suppressed during expected variance; escalated when patterns suggest fraud, account drift, or category-shift signal. The alarm has a Brier score; the score is published.
Calibrated thresholds · Brier-tracked