Business-contact cleanup | Synthetic demo by Griffin SmithBusiness-contact cleanup | Synthetic demo by Griffin Smith

Business-contact cleanup | Synthetic demo

Griffin Smith

Griffin Smith

Actual workbook preview from an AI-assisted, self-directed synthetic demo. All contact records are fictional.
Actual workbook preview from an AI-assisted, self-directed synthetic demo. All contact records are fictional.
Self-directed synthetic demonstration, created with AI assistance. All 30 business-contact records are fictional and use example.com email strings. No paid-client work or earnings are claimed.
The workflow preserves the original CSV, standardizes documented fields, and logs every change. It retains 27 records, logs 3 repeated rows omitted under exact normalized-field rules, and keeps 5 possible-duplicate pairs separate for review. The field log records 43 changes.
Checks: 18 automated assertions passed, with source-row lineage and unchanged original-file verification. The workbook includes summary, original and cleaned records, review queue, and change log.
Boundaries: email checks cover limited syntax only, not mailbox existence or deliverability. Missing data is not guessed. This 30-record sample is not a production-scale benchmark. Workbook and reproducible source files are available for review.
business_contact_cleanup_sample.xlsx
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Posted Oct 3, 2026

Synthetic AI-assisted demo: 30 contacts, 27 retained, 3 exact-repeat removals, 43 field changes and 5 review pairs. No client data or paid results.