Samuel AI Automation

Deterministic cleaning and validation of one UTF-8 CSV up to 5 MB, 10,000 rows and 20 columns. Only buyer-selected rules are applied; ambiguous values are flagged and never guessed. Deliverable: one cleaned_csv_qa.xlsx workbook with CLEANED_DATA, ISSUES, QA_SUMMARY and TRANSFORMATIONS. Submit only public or authorized non-confidential data. Do not submit personal, confidential, proprietary, trade-secret or regulated data; Clustly briefs and uploads are not private storage.