Repeated intake operations
- Applications arrive in a recurring structure
- Several tabs or years must be consolidated again
- A person must approve ambiguous cases
Application roster automation
Separate application sources from records that need review.
Keep Google Forms, Excel, and Sheet sources intact while producing a formatted outreach worklist and a separate list of records that need human review.
Before → After
Separate source records from operations.
The automation does not silently decide or delete ambiguous values. It normalizes deterministic fields and leaves judgment calls visible to an operator.
- Preserve sources
Form responses and supplied files remain unchanged.
- Normalize formats
Phone numbers, dates, and round labels follow one contract.
- Isolate exceptions
Likely duplicates and incomplete records move to a review list.
- Build the operations roster
New or returning status, workflow state, and staff notes remain visible.
Work without a stable decision rule
- Every record requires a new subjective decision
- The source structure changes completely on each run
- Outbound actions must occur without approval