{"uid":"cap_38oEy0eiyt_WSnOxQC_YK","slug":"manufacturing-yield-sensitivity-calculator-edca5984","name":"Manufacturing Yield Sensitivity Calculator","description":"Exact rational expected-yield and cost arithmetic for up to 16 scenarios and 12 sequential conditional reject rates. All batch units incur unit cost; rejected units incur an additional penalty. Reports differences from the first scenario and undefined cost per good unit at zero yield. Declared assumptions, not a production forecast.","url":"https://www.mahastrategies.com/api/v1/micro/manufacturing-yield-sensitivity?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["input"],"properties":{"input":{"type":"object","required":["type","method","bodyType","body"],"properties":{"body":{"type":"object","required":["dataClass","batchSize","unitCostMicros","rejectCostMicros","scenarios"],"properties":{"batchSize":{"type":"integer","maximum":1000000,"minimum":1},"dataClass":{"enum":["public","synthetic"],"type":"string"},"scenarios":{"type":"array","maxItems":16,"minItems":1},"unitCostMicros":{"type":"integer","maximum":1000000000,"minimum":0},"rejectCostMicros":{"type":"integer","maximum":1000000000,"minimum":0}},"additionalProperties":false},"type":{"type":"string","const":"http"},"method":{"enum":["POST"],"type":"string"},"bodyType":{"enum":["json","form-data","text"],"type":"string"}},"additionalProperties":false},"output":{"type":"object","required":["type"],"properties":{"type":{"type":"string"},"example":{"type":"object","required":["version","offerId","amountBaseUnits","inputDigest","result","boundaries","receiptDigest"],"properties":{"result":{"type":"object"},"offerId":{"enum":["manufacturing-yield-sensitivity"],"type":"string"},"version":{"enum":["maha-microproducts/0.1"],"type":"string"},"boundaries":{"type":"array","maxItems":128,"minItems":0},"inputDigest":{"type":"string","maxLength":71},"receiptDigest":{"type":"string","maxLength":71},"amountBaseUnits":{"enum":["49000"],"type":"string"}},"additionalProperties":false}}}}},"responseSchema":null,"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.049","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"registry","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":"$0.049/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.049","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.049","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm__M7thCQfZH8YVvWTjT4A3","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.049","costPer":"request","priority":0,"asset":null,"unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Computes exact rational expected-yield and total cost arithmetic across up to 16 scenarios and 12 sequential conditional reject rates for manufacturing batch analysis.","exampleAgentPrompt":"Run a manufacturing yield sensitivity analysis on a batch of 10,000 units with a unit cost of 500 micros and a reject penalty of 200 micros — use public data class and give me 3 scenarios with different sequential reject rates so I can compare total costs and cost-per-good-unit.","exampleUseCases":[{"title":"Semiconductor fab yield cost modeling","prompt":"I need to compare 4 yield scenarios for a semiconductor batch of 50,000 units, where each unit costs 1,200 micros and rejected units carry an extra 300 micros penalty. Use public data class and show me total cost differences from the first scenario."},{"title":"Pharma batch reject-stage sensitivity","prompt":"Model the cost sensitivity for a pharmaceutical batch of 5,000 units with unit cost 800 micros and reject cost 600 micros across 6 scenarios with up to 8 sequential conditional reject rates each — I want to see which stage drives the most cost impact."},{"title":"PCB assembly cost-per-good-unit analysis","prompt":"Run a yield sensitivity calculation for a PCB assembly run of 20,000 units at 250 micros per unit and 150 micros per reject. Give me 5 scenarios in public data class and highlight where cost per good unit becomes undefined due to zero yield."}],"resultDescription":"Returns a structured result object containing expected yield, total batch cost, cost per good unit (or undefined flag at zero yield), and differences from the first scenario for each of the supplied scenarios, along with version, offerId, input digest, receipt digest, and a boundaries array — all expressed as exact rational arithmetic.","failureModes":["Scenarios array exceeds 16 items — request rejected","Reject rates list exceeds 12 sequential stages — request rejected","Batch size outside 1–1,000,000 range — validation error","Unit or reject cost outside 0–1,000,000,000 micros range — validation error","Invalid dataClass value (must be 'public' or 'synthetic') — enum error","Zero-yield scenario returns undefined cost per good unit (flagged, not an error)","Payment failure via x402 protocol — endpoint not executed"],"whenToPreferThis":"Choose this endpoint when you need exact, deterministic, rational arithmetic for manufacturing yield and cost sensitivity across multiple scenarios — not an ML forecast or simulation. Ideal for pre-production planning, audit-ready cost modeling, or comparing process configurations where declared assumptions and reproducible math matter. Prefer it over spreadsheet models when you need programmatic, multi-scenario comparison with penalty cost handling baked in.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-16T06:52:46.243Z","isFirstParty":false,"canonicalSlug":"manufacturing-yield-sensitivity-calculator-edca5984"}