A successful pilot was tested with handpicked clean data. Production includes noisy documents and edge cases. What should the scaling decision require?

1. A larger marketing launch instead of additional validation.
2. The pilot score applied unchanged to all future inputs.
3. Representative evaluation and operating tests that include production variability and failure handling.
4. Removal of all exception handling to keep the demo simple.