A mid-size distributor in Taiwan(China) needed to explain why freight surcharges appeared after PO close. Using the Cloudtoolkit exception taxonomy, the team tagged 41 trails and isolated nine that lacked a buyer acknowledgment artifact.
Outcome: a standing rule that surcharge lines above a fixed threshold require a mirrored note in both the financial auditing app and the vendor portal within 48 hours. External reviewers accepted the remediation plan on first pass.