{"uid":"cap_NJZC8C5I3HzDlfqF6KJxm","slug":"lead-stage-exact-normalised-duplicate-audit-c5116d4e","name":"Lead Stage Exact Normalised Duplicate Audit","description":"Lead stage - Exact normalised duplicate audit: Exact normalised duplicate audit for Lead stage. Up to 200 supplied labelled text records. Local dataset tools, evaluation and small naive-Bayes baselines; no hosted model or foundation-model training. One of 25 profiles or calculations across 20 shared operations in this sector. 0.01 USDC includes one bounded exact normalised duplicate audit deliverable.","url":"https://market.datapackvibe.com/x402/assistant-sector-ml-lead-stage-duplicates?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"records":{"type":"array","items":{"type":"object","required":["id","text","actual"],"properties":{"id":{"type":"string","default":"","maxLength":80,"minLength":1},"text":{"type":"string","default":"","maxLength":1000},"actual":{"enum":["enquiry","qualified","negotiation","closed"],"type":"string"}},"additionalProperties":false},"default":[{"id":"example-0-0","text":"enquiry sample document number 0 for this supplied dataset.","actual":"enquiry"},{"id":"example-0-1","text":"enquiry sample document number 1 for this supplied dataset.","actual":"enquiry"},{"id":"example-0-2","text":"enquiry sample document number 2 for this supplied dataset.","actual":"enquiry"},{"id":"example-1-0","text":"qualified sample document number 0 for this supplied dataset.","actual":"qualified"},{"id":"example-1-1","text":"qualified sample document number 1 for this supplied dataset.","actual":"qualified"},{"id":"example-1-2","text":"qualified sample document number 2 for this supplied dataset.","actual":"qualified"},{"id":"example-2-0","text":"negotiation sample document number 0 for this supplied dataset.","actual":"negotiation"},{"id":"example-2-1","text":"negotiation sample document number 1 for this supplied dataset.","actual":"negotiation"},{"id":"example-2-2","text":"negotiation sample document number 2 for this supplied dataset.","actual":"negotiation"},{"id":"example-3-0","text":"closed sample document number 0 for this supplied dataset.","actual":"closed"},{"id":"example-3-1","text":"closed sample document number 1 for this supplied dataset.","actual":"closed"},{"id":"example-3-2","text":"closed sample document number 2 for this supplied dataset.","actual":"closed"}],"maxItems":200,"minItems":2}}},"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_EwBSeF1So2BjW5iXIbiEN","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":"Audits up to 200 labelled lead-stage text records for exact normalised duplicates across enquiry, qualified, negotiation, and closed categories.","exampleAgentPrompt":"Can you run an exact normalised duplicate audit on my lead stage records? I have about 50 labelled leads — some marked as enquiry, qualified, negotiation, and closed — and I need to know which text entries are duplicates after normalisation.","exampleUseCases":[{"title":"CRM data quality check","prompt":"I've exported 150 leads from our CRM with their pipeline stage labels — enquiry, qualified, negotiation, or closed — and I suspect some contacts were entered twice with slightly different formatting. Can you run an exact normalised duplicate audit to find which text records are duplicates?"},{"title":"Pre-training dataset deduplication","prompt":"Before I train a lead classifier I want to make sure my labelled dataset is clean. I have 200 records tagged with lead stages like enquiry and qualified — can you audit them for exact normalised duplicates so I don't have leakage between train and test?"},{"title":"Lead import deduplication review","prompt":"We just imported a batch of 80 leads from a partner and some might overlap with existing ones. They're all labelled as enquiry or qualified stage — can you audit the text records for exact normalised duplicates before we merge them into our pipeline?"}],"resultDescription":"A bounded audit deliverable identifying exact normalised duplicate text records within the submitted lead-stage dataset, flagging which record IDs match after normalisation, across the enquiry, qualified, negotiation, and closed stage labels.","failureModes":["Fewer than 2 records submitted — minimum input not met","More than 200 records submitted — exceeds maxItems limit","Records missing required fields (id, text, actual) — schema validation error","Invalid stage label not in enum (enquiry, qualified, negotiation, closed) — rejected","Text exceeding 1000 characters per record — truncation or rejection","ID exceeding 80 characters — schema violation","Payment failure via x402 — request not processed"],"whenToPreferThis":"Choose this endpoint when you need a lightweight, cost-effective exact normalised duplicate check on a small batch of labelled lead-stage text records (up to 200) without requiring a hosted model or foundation model. Ideal for data quality validation before ML training, CRM deduplication, or lead import audits where only the four standard lead stages (enquiry, qualified, negotiation, closed) are relevant.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-15T18:48:19.257Z","isFirstParty":false,"canonicalSlug":"lead-stage-exact-normalised-duplicate-audit-c5116d4e"}