Bank feeds arrive with cryptic abbreviations and inconsistent labels. Intelligent parsing cleans, normalizes, and clusters similar strings, then cross‑references known billing descriptors. The result is a dependable identity for each service, anchoring accurate summaries, alerts, and comparisons across cards, banks, app stores, and corporate expense systems you already use.
Low activity, overlapping functionality, and repeated price hikes reveal subscriptions delivering little value. Usage indicators, vendor status changes, and peer benchmarks weigh into a clear score, while watchlists track trial endings and grace periods, giving you timely, respectful space to choose the right adjustment before unnecessary charges land.