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Proposal Preparation — String Normalisation + Duplicate Key Report
x402
Proposal Preparation — String Normalisation + 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 local analytical reports on proposal preparation records: string normalisation and duplicate key detection across up to 200 rows of completed/planned sections data.
Price / call$0.01
Success—
StatusUnknown
How this service works
Proposal preparation — String normalisation + Duplicate key report: String normalisation + Duplicate key report for supplied proposal preparation records (completed_sections, planned_sections). 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 string normalisation report highlighting inconsistencies or non-standard string values in fields like document_group across the submitted rows, and (2) a duplicate key report identifying rows with matching or conflicting key combinations within the dataset. No external lookups or predictions are made — all analysis is performed locally on the supplied data.
Example use cases
Pre-submission proposal data cleanup
“I need to clean up my proposal tracking records before submitting — can you run string normalisation and flag any duplicate keys across these 12 rows of proposal data with completed and planned section counts by document group?”
Duplicate detection in grant proposal sections
“We're preparing a grant proposal and our records have entries for multiple document groups over the past week — can you check for duplicate row IDs and normalize the string fields across these 50 proposal section rows?”
Proposal completeness audit across teams
“Our team has been logging completed_sections and planned_sections for our proposal documents across groups A, B, and C — can you run a duplicate key check and string normalisation report on these 80 records to help us spot data entry errors?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-writing-08-021?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need lightweight, local data quality checks on proposal preparation records specifically — string normalisation and duplicate key detection — without requiring external data lookups, ML predictions, or professional assessments. It is cost-effective at $0.01 USDC for up to 200 rows and two reports simultaneously. Prefer alternatives if you need live web search, numeric distribution analysis, or row deduplication beyond key-based duplicate detection.
Side effects
- Submitting more than 200 rows returns a validation error
- Missing required fields (row_id, date, completed_sections, planned_sections) cause rejection
- Dates not matching YYYY-MM-DD pattern fail schema validation
- row_id exceeding 80 characters is rejected
- completed_sections or planned_sections values outside ±1,000,000,000,000 are rejected
- Empty rows array is not accepted (minItems: 1)
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array |
Tags
x402
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