Difference between
Traditional Approach vs With AI Skills ✨
Traditional Approach
Manual cleaning. Hours lost to formatting, duplicates, and inconsistent values.
| Date | Customer | Revenue | Status |
|---|---|---|---|
| 01/03/2024 | PT Maju Jaya | 4500000 | paid |
| 2024-01-03 | PT Maju Jaya | 4,500,000 | Paid |
| Jan 3 24 | — | Rp4.5jt | PAID |
| 03-01-2024 | CV Karya Baru | 2750000 | pending |
| NULL | Toko Berkah | 2.75 juta | — |
With AI Skills ✨
AI flags issues instantly. You validate, decide, and move on.
| Date | Customer | Revenue | Status |
|---|---|---|---|
| 2024-01-03 | PT Maju Jaya | 4,500,000 | Paid |
| 2024-01-03 | [merged] | [dup removed] | Paid |
| 2024-01-03 | CV Karya Baru | 2,750,000 | Pending |
| 2024-01-03 | Toko Berkah | 2,750,000 | Pending |
3 issues found. Standardized date column to ISO 8601, merged 1 duplicate row, normalized currency format. Review before applying?
Traditional Approach
4–6 hrs
Cleaning data
1 hr
Actual insight
With AI Skills ✨
30 min
Cleaning data
4+ hrs
Actual insight
