Controlled validation

Test MAUZOP against real business truth—not demo optimism.

A pilot should compare every important output with source records and owner reality, record mismatches and block unsupported claims.

Request pilot review

Pilot gates

1. Data readiness

Confirm periods, units, source ownership and missing records.

2. Ground truth

Compare calculated direction with books, bills, stock and actual operating events.

3. Review and correction

Document errors and update the rule, workflow or claim before wider use.

No false pilot success

A sign-up, attractive report or positive testimonial alone does not validate accuracy, savings or scale. The founder console records report and evidence status, but independent testing and human review remain mandatory.