Upload forecast data from files without extensive reformatting¶
Investment Thesis¶
Multiple customers needed to bring in budget/manual forecasts from spreadsheets for categories that don't flow from ERP or ML (tax, talent costs, manual entries). Reducing friction in this upload process directly impacts how quickly teams can get a complete forecast into Palm.
Related Domains¶
- Cash Forecasting — forecast data ingestion, entity-level forecasting
Desired Outcomes¶
Current Focus¶
This job has been delivered.
Already Addressed¶
Existing features that get this job done.
| Desired Outcome | Status | Feature |
|---|---|---|
| Minimize the manual changes required to file formats before upload | ✅ Solved | Batch Forecast Uploads |
| Reduce the time spent aligning number formats and column structures | ✅ Solved | Batch Forecast Uploads |
| Increase the success rate of first-time file uploads | ✅ Solved | Batch Forecast Uploads |
| Reduce errors from manual Excel manipulation (format, decimal conventions, typos) | ✅ Solved | Batch Forecast Uploads |
Not Yet Addressed¶
Known outcomes not in scope.
| Desired Outcome | Evidence |
|---|---|
| Automatic categorization of uploaded data | Discogs |
| Duplicate detection when re-uploading | Discogs |
| Edit saved column mappings after initial setup | ON |
Current Approach¶
Stage: Delivered
Batch upload capability shipped with Excel/CSV support, AI-powered column recognition, category mapping, and multi-sheet handling. Core flow validated and delivered to production.
What's Validated¶
- Upload flow works — Core path validated (ON, Discogs)
- AI column recognition works — Automatic field mapping (ON)
- Category mapping works — Map file categories to Palm categories (ON)
- Multi-sheet handling works — Multiple sheets in one file (ON)
Feedback Log¶
| Date | Company | Validated | Summary | File |
|---|---|---|---|---|
| 2025-06-26 | ON | Yes | Early testing, core flow works | View |
| 2025-08-27 | Discogs | Partially | Needs friction reduction, auto-categorization | View |
| 2025-10-02 | ON | Yes | Core validated, European number formatting issues | View |