From Bank Feed to Meaningful Categories
Raw feeds are noisy, full of merchant aliases, refunds, and bank‑speak. Normalize names, auto‑categorize with transparent rules, and let users correct confidently. Surface ambiguous transactions in a dedicated queue. Celebrate every fix with a small nudge that teaches the model. Over time, the dashboard learns family patterns, turning tedious cleanup into a collaborative, trustworthy partnership that sustains elegant charts and prevents misleading summaries.