{"uid":"cap_fcP2paDiWOT4CZ7RcuWsU","slug":"commercial-proposal-comparisons-record-quality-audit-string-cc993a80","name":"Commercial Proposal Comparisons — Record Quality Audit + String Normalisation + IQR Outlier Flags","description":"Commercial proposal comparisons — Record quality audit + String normalisation + IQR outlier flags: Record quality audit + String normalisation + IQR outlier flags for supplied commercial proposal comparisons records (quoted_amount, delivery_days). Up to 200 rows; 3 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 3 supplied-data reports for up to 200 rows.","url":"https://market.datapackvibe.com/x402/assistant-ib26-company-24-203?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","company_group","date","quoted_amount","delivery_days"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"company_group":{"type":"string","default":"","maxLength":80},"delivery_days":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"quoted_amount":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","company_group":"group-a","delivery_days":1,"quoted_amount":10},{"date":"2026-10-02","row_id":"row-2","company_group":"group-b","delivery_days":2,"quoted_amount":20},{"date":"2026-10-03","row_id":"row-3","company_group":"group-a","delivery_days":3,"quoted_amount":15},{"date":"2026-10-04","row_id":"row-4","company_group":"group-b","delivery_days":4,"quoted_amount":30}],"maxItems":200,"minItems":1},"field":{"enum":["quoted_amount","delivery_days"],"type":"string","default":"quoted_amount"}}},"responseSchema":null,"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.01","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"probe","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"unknown","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.01/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_IjWq2lX6u7k63_d2T6_d7","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.01","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Runs three analytical reports on commercial proposal comparison data: record quality audit, string normalisation, and IQR-based outlier flagging for quoted_amount or delivery_days fields.","exampleAgentPrompt":"Can you run a record quality audit, string normalisation, and IQR outlier flag analysis on these 12 commercial proposal rows — I want to check the quoted_amount field for issues: row-1, Acme Corp, 2026-10-01, $4500, 14 days; row-2, acme corp, 2026-10-02, $4600, 15 days; row-3, BestBid Ltd, 2026-10-01, $120000, 12 days?","exampleUseCases":[{"title":"Procurement outlier detection before award","prompt":"I have 80 vendor quotes from our last RFQ — can you audit them for data quality issues and flag any quoted_amount outliers using IQR analysis so I can spot suspiciously high or low bids before we make the award decision?"},{"title":"Supplier name normalisation across proposal data","prompt":"Our proposal comparison spreadsheet has inconsistent company names like 'Acme Corp', 'acme corp', and 'ACME CORP' — can you run string normalisation and a record quality audit on these 50 rows so we can clean up the data?"},{"title":"Delivery days outlier audit for contract review","prompt":"Before we sign contracts, can you check these 150 commercial proposal records for outliers in the delivery_days field and flag any records with data quality problems, using IQR-based outlier detection?"}],"resultDescription":"Three independent analytical reports for the submitted proposal records: (1) a record quality audit highlighting missing, malformed, or inconsistent values; (2) string-normalised versions of text fields such as company_group; and (3) IQR-based outlier flags on the chosen numeric field (quoted_amount or delivery_days), identifying records that fall outside expected interquartile range bounds. Covers up to 200 rows per call with no external lookups.","failureModes":["More than 200 rows submitted — request rejected due to maxItems limit","Missing required fields (row_id, company_group, date, quoted_amount, delivery_days) on any row — validation error","Invalid date format (not YYYY-MM-DD) — schema validation failure","Numeric values outside allowed range (-1e12 to 1e12) — rejection","Invalid field selector (must be 'quoted_amount' or 'delivery_days') — enum validation error","Empty rows array — minItems violation"],"whenToPreferThis":"Choose this endpoint when you need three bundled data quality reports (quality audit, string normalisation, outlier flagging) on commercial proposal or vendor quote data in a single low-cost call. It is particularly suited for procurement workflows processing up to 200 rows where you want IQR-based outlier detection alongside basic data cleaning, without needing live lookups, predictions, or external integrations.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-17T12:42:30.470Z","isFirstParty":false,"canonicalSlug":"commercial-proposal-comparisons-record-quality-audit-string-cc993a80"}