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Customer Segment Observations — Record Quality Audit + Duplicate Key Report
x402
Customer Segment Observations — Record Quality Audit + Duplicate Key Report is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-25).
Runs two independent analytical reports (record quality audit and duplicate key detection) on up to 200 customer segment observation rows containing account_count and revenue_amount fields.
Price / call$0.01
Success—
StatusUnknown
How this service works
Customer segment observations — Record quality audit + Duplicate key report: Record quality audit + Duplicate key report for supplied customer segment observations records (account_count, revenue_amount). 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
Returns two independent reports: (1) a record quality audit identifying issues such as nulls, out-of-range values, or malformed fields across the supplied rows; and (2) a duplicate key report listing any row_id, company_group, or date combinations that appear more than once in the submitted dataset. Both reports are computed locally with no external data lookups.
Example use cases
Pre-load data quality gate
“Before we ingest these 150 customer segment observations into our data warehouse, run a record quality audit and duplicate key check on them — the rows have row_id, company_group, date, account_count, and revenue_amount fields — I need to catch any nulls, out-of-range values, or duplicate keys first.”
Monthly segment report deduplication
“I've pulled our monthly customer segment report and I think there are duplicate entries for some company groups on the same dates. Can you run a duplicate key report on these 80 rows of account_count and revenue_amount observations so I can see exactly which row_ids are colliding?”
CRM export integrity check
“We just exported customer segment data from our CRM — 200 rows with account counts and revenue amounts by company group and date — can you audit the record quality and flag any duplicates before we hand this off to the analytics team?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-company-16-003?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need two specific analytical passes — a record quality audit and a duplicate key report — on a batch of customer segment observations (up to 200 rows) with account_count and revenue_amount fields, all processed locally without any live lookups, predictions, or external actions. It is cost-effective at $0.01 USDC for both reports together and is ideal as a data validation gate before downstream ingestion or analysis.
Side effects
- Submitting more than 200 rows returns a validation error
- Missing required fields (row_id, company_group, date, account_count, revenue_amount) on any row causes rejection
- Date fields not matching YYYY-MM-DD pattern fail schema validation
- Numeric values outside ±1,000,000,000,000 range are rejected
- Empty rows array (minItems:1 not met) returns an error
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array |
Tags
x402
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