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Company Headcount Observations — Record Quality Audit + Exact Row Deduplication
x402
Company Headcount Observations — Record Quality Audit + Exact Row Deduplication is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-19).
Audits data quality and deduplicates exact duplicate rows in up to 200 company headcount observation records (headcount, open_roles fields) using local analytical engines, returning two independent reports.
Price / call$0.01
Success—
StatusUnknown
How this service works
Company headcount observations — Record quality audit + Exact row deduplication: Record quality audit + Exact row deduplication for supplied company headcount observations records (headcount, open_roles). Up to 200 rows; 2 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 2 supplied-data reports for up to 200 rows.
Output
Two independent analytical reports: (1) a record quality audit identifying issues such as missing values, out-of-range numbers, or malformed fields across the headcount and open_roles columns; and (2) an exact row deduplication report listing which rows are exact duplicates of others. Both reports are generated locally from the supplied data with no external lookups.
Example use cases
Pre-analysis headcount data cleanup
“I've got a batch of headcount observations across several company groups spanning the last quarter — can you run a quality audit and flag any exact duplicate rows before I load them into my dashboard? Each row has a date, company group, headcount, and open roles count.”
Recruiting pipeline data validation
“Before I merge these open_roles and headcount records into our hiring report, can you check them for data quality issues and exact duplicates? I have about 120 rows covering different company groups with dates and headcount figures.”
Workforce data deduplication for reporting
“We exported headcount observations from two systems and need to deduplicate exact matching rows and flag any quality problems before we consolidate — can you run both checks on our ~80 rows that include company_group, date, headcount, and open_roles?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-company-12-002?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need both a data quality audit and exact deduplication in a single call on up to 200 company headcount observation rows (headcount + open_roles fields). It is ideal for pre-processing workforce datasets before analysis or reporting, when you do not need live data lookups, ML predictions, or external enrichment — just fast, local analytical checks on supplied row data.
Side effects
- Exceeding 200 rows returns an error — batch must be split
- Missing required fields (row_id, company_group, date, headcount, open_roles) will cause validation rejection
- Malformed date strings not matching YYYY-MM-DD pattern may be rejected
- Empty rows array (minItems: 1 not met) returns an error
- Payment of 0.01 USDC must be included via x402 protocol or request is rejected
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array |
Tags
x402
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