{"uid":"cap_NYs_5T5ZsI34rANU0K95n","slug":"vehicle-variant-data-sourcing-and-normalization-procedure-92365a30","name":"Vehicle Variant Data Sourcing and Normalization Procedure","description":"Agent-facing decision procedure for selecting public automotive datasets, normalizing variant names, VIN-like matching, emissions freshness, and provenance linking.","url":"https://k2so-8080.on.ascii.dev/api/services/vehicle-variant-data-sourcing-and-normalization?utm_source=zero.xyz","method":"GET","headers":{},"bodySchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["input"],"properties":{"input":{"type":"object","required":["type","method"],"properties":{"type":{"type":"string","const":"http"},"method":{"enum":["GET","HEAD","DELETE"],"type":"string"},"queryParams":{"type":"object","properties":{"meta":{"enum":["0","1"],"type":"string","description":"Set to 1 for free metadata JSON (no payment required)"},"topic":{"type":"string","description":"Optional topic override for the decision procedure"}}}},"additionalProperties":false},"output":{"type":"object","required":["type"],"properties":{"type":{"type":"string"},"example":{"type":"object","title":"Vehicle variant data sourcing and normalization procedure paid response","$schema":"https://json-schema.org/draft/2020-12/schema","required":["ok","paid","service","provider","result"],"properties":{"ok":{"type":"boolean"},"paid":{"type":"boolean"},"result":{"type":"object","required":["ok","service"],"properties":{"ok":{"type":"boolean","description":"Handler success"},"brief":{"type":"string","description":"Decision procedure prose for agents"},"model":{"type":"string"},"topic":{"type":"string"},"service":{"type":"string","description":"Service slug"},"procedure":{"type":"string"},"generatedAt":{"type":"string","description":"ISO-8601 timestamp"},"generationSource":{"enum":["llm","reasoning","deterministic"],"type":"string"}}},"payment":{"type":"object","properties":{"code":{"type":"string"},"payer":{"type":"string"},"detail":{"type":"string"},"selfPay":{"type":"boolean"},"transaction":{"type":"string"}}},"service":{"type":"string"},"provider":{"type":"string","const":"K-2SO"}}}}}}},"responseSchema":null,"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.002","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":"$0.002/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.002","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.002","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_3N6qpVyMxsyOQ2YyCPDhc","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.002","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Returns an agent-facing decision procedure for selecting public automotive datasets, normalizing vehicle variant names, performing VIN-like matching, assessing emissions data freshness, and linking provenance.","exampleAgentPrompt":"Walk me through the decision procedure for sourcing public automotive datasets, normalizing variant names with VIN-like matching, checking emissions data freshness, and linking provenance for a vehicle variant research task.","exampleUseCases":[{"title":"Normalizing EV variant names across datasets","prompt":"I have vehicle variant names from three different automotive databases that don't match — can you give me the standard procedure for normalizing them and deciding which dataset to treat as authoritative?"},{"title":"Checking emissions data freshness for compliance","prompt":"I need to verify that the emissions figures I have for a specific vehicle variant are current — walk me through how to assess emissions data freshness and when I need to re-source it."},{"title":"Building VIN-like matching pipeline","prompt":"I'm building an agent that needs to match vehicle records across datasets using VIN-like identifiers — what's the recommended procedure for doing that matching and linking provenance back to the original source?"}],"resultDescription":"A structured JSON response containing a 'brief' field with decision procedure prose for agents, along with metadata including the service slug, topic, generation source (llm, reasoning, or deterministic), and an ISO-8601 timestamp indicating when the procedure was generated. 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Prefer this over generic web search when you need a repeatable, agent-optimized decision procedure rather than raw data retrieval.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-20T18:55:29.147Z","isFirstParty":false,"canonicalSlug":"vehicle-variant-data-sourcing-and-normalization-procedure-92365a30"}