{"api":{"name":"api.sb","description":"Business-as-Code surface for Startups.Studio","home":"https://api.sb","docs":"https://api.sb/docs","version":"1.0.0"},"$context":"https://api.sb/$context","$type":"FoundingHypothesis","$id":"https://api.sb/founding-hypotheses/fh%3Aw4-5415-inventory-audit%3Av1","links":{"self":"https://api.sb/v1/founding-hypotheses/fh%3Aw4-5415-inventory-audit%3Av1","canonical":"https://api.sb/founding-hypotheses/fh%3Aw4-5415-inventory-audit%3Av1","pool":"https://api.sb/v1/founding-hypotheses"},"foundingHypothesis":{"id":"fh:w4-5415-inventory-audit:v1","lens":"AIService","type":"founding-hypothesis","click":{"rubricScores":{"C8_lensFit":1,"C7_magicLensFit":1,"C4_competitorHonesty":1,"C6_crossSlotCoherence":1,"C1_customerSpecificity":1,"C2_problemFrictionRealism":1,"C9_killCriteriaAttestability":1,"C3_approachEngineCoverability":1,"C5_differentiationLoservilleEscape":1},"upperRightLoserville":true},"cellRef":{"id":"work-contexts.org.ai/w4-5415-inventory-audit","stableHash":"wcc:w4:5415:inventory-audit:v1"},"problem":{"slotStatement":"Inventory control teams reconcile WMS cycle-count variances against ERP perpetual balances in spreadsheets, then cannot produce a defensible audit trail when external auditors ask why a $40K variance was written off versus recounted, forcing 2–3 week scrambles at quarter-end to reconstruct decisions from Slack threads and emailed count sheets"},"approach":{"oneSentence":"A domain AI service that ingests WMS count exports, ERP perpetual balances, and receiving/shipping transactions, auto-classifies each variance against a client-specific materiality and root-cause rubric, and emits a review-ready variance packet with line-level citations back to source transactions that the Controller can hand directly to external auditors"},"customer":{"icpShape":"Mid-market 3PLs and multi-site distributors ($75M–$750M revenue) running WMS-driven cycle counts across 3–15 DCs, where the buyer is the VP of Operations or Controller who signs the audit/WMS tooling PO and the daily user is the Inventory Control Manager running count variances and reconciliation","beachheadShape":"EarlyAdopterJTBD: 3PLs whose external auditors have flagged cycle-count variance documentation as a material weakness in the last 12 months"},"archetype":"startup-archetypes.org.ai/AIService-MoneyOnDelivery","beachhead":"EarlyAdopterJTBD: 3PLs whose external auditors have flagged cycle-count variance documentation as a material weakness in the last 12 months","competitors":{"substitutes":[{"name":"Excel + Power Query reconciliation workbooks maintained by the Inventory Control Manager","category":"status-quo"},{"name":"Manhattan Associates / Blue Yonder WMS native cycle-count variance reports","category":"incumbent"},{"name":"ChatGPT Enterprise / Claude used ad-hoc to summarize variance CSVs","category":"AI-native horizontal"},{"name":"Big-4 inventory observation and count-testing advisory engagements","category":"human alternative"}]},"studioThesis":"T-AIS-PREM","killThreshold":{"K":8,"M":30,"N":7,"rubricItemSet":["C1_customerSpecificity","C2_problemFrictionRealism","C3_approachEngineCoverability","C4_competitorHonesty","C5_differentiationLoservilleEscape","C6_crossSlotCoherence","C7_magicLensFit","C8_lensFit","C9_killCriteriaAttestability"],"verdictPolicy":"all-load-bearing-pass-and-overall-ge-X","loadBearingItemSet":["C1_customerSpecificity","C2_problemFrictionRealism","C3_approachEngineCoverability","C4_competitorHonesty","C5_differentiationLoservilleEscape","C6_crossSlotCoherence"],"verdictPolicyVerbatim":"KILL unless every load-bearing rubric item passes per workbook AND overall pass-rate ≥ 7/9 (CASCADE.md §4 Stage 9 commit threshold)."},"lifecycleState":"Active","differentiation":{"twoByTwo":{"xAxis":"Depth of WMS/ERP transaction-level integration (pulls receipts, putaways, adjustments by SKU-location-lot)","yAxis":"Per-variance source-linked evidence trail suitable for external auditor review","winningQuadrant":"Deep WMS/ERP integration + per-variance source-linked evidence — every classified variance carries a clickable trail back to the specific receipt, pick, and adjustment transactions that produced it","loservilleEscape":true,"loservilleQuadrant":"Shallow data access + no evidence trail — ChatGPT Enterprise summarizing a pasted variance CSV produces a plausible narrative with zero linkage to underlying WMS transactions, which is exactly the failure mode auditors reject"}},"unmetRequirements":[],"pricingArchitecture":"usage-meter"},"actions":{},"options":{},"relationships":{"runtimeUnit":"https://api.sb/v1/runtime-units?startupRef=startup%3Afh%3Aw4-5415-inventory-audit%3Av1","brand":"https://api.sb/v1/brands?startupId=startup%3Afh%3Aw4-5415-inventory-audit%3Av1","listing":"https://api.services/listings?foundingHypothesisRef=fh%3Aw4-5415-inventory-audit%3Av1","cell":"https://api.sb/v1/cells/work-contexts.org.ai/w4-5415-inventory-audit","thesis":"https://api.sb/v1/theses/T-AIS-PREM"},"meta":{"level":"L0","scopes":[]},"user":{"requestId":"a0575a2d1b37a594","edgeLocation":"a0575a2d1b37a594","geo":{"country":"US"},"ua":{"browser":"Claude"}},"references":{"total":0,"limit":25,"page":1,"links":{"self":"https://api.sb/v1/founding-hypotheses/fh%3Aw4-5415-inventory-audit%3Av1/references"},"items":[]}}