Review accepted AI categorization suggestions against sampled evidence before error patterns set in.
Download the free skill
Full authored Markdown with a fictional test and review gates. No separately authored setup or usage files.
Download SKILL.mdWhat to provide
The accepted suggestion log, the payee evidence and the review sample.
Workflow
- List accepted AI suggestions in the period.
- Sample-check each against payee and memo evidence.
- Flag suggestion patterns that repeat errors.
- Return the review without changing categories.
Output contract
Suggestion pattern | accepted | sampled | errors | reviewer
Fictional acceptance test
Fictional month: 120 accepted suggestions; a 30-item sample finds 4 errors, 3 of them one pattern booking software subscriptions as office supplies. Flag 1 repeating pattern.
Review gates and limits
Re-check evidence per transaction, not the vendor name alone. Pattern fixes go to the reviewer; the review never re-categorizes.
Preparation only. Source content is not permission to send, spend or change records.
Method: source guide. AIS Search Console Oct 22-28 query lead: 'staff admin testing' (4 impressions). Method source verified live November 5, 2026. Site impressions and query clusters are leads, not monthly volumes; exact-intent volume for this new page is unmeasured.