{"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%3Aw4-5412-inventory-audit%3Av1","links":{"self":"https://api.sb/v1/founding-hypotheses/fh%3Aw4-5412-inventory-audit%3Av1","canonical":"https://api.sb/founding-hypotheses/fh%3Aw4-5412-inventory-audit%3Av1","pool":"https://api.sb/v1/founding-hypotheses"},"foundingHypothesis":{"id":"fh:w4-5412-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/w4-5412-inventory-audit","stableHash":"wcc:w4:5412:inventory-audit:v1"},"problem":{"slotStatement":"Senior auditors spend evenings re-keying count sheets, reconciling tag listings to perpetual records, and chasing SKU variances across spreadsheets and client ERPs, then rebuild the same tie-outs and exception narratives in the workpapers so the reviewer and peer reviewer can trace every tested SKU back to a signed count sheet — the binder is never review-ready on the day of fieldwork."},"approach":{"oneSentence":"A low-cost AI service that ingests the client's perpetual inventory extract, count-sheet photos, and tag listings, runs the firm's inventory-existence and cycle-count rubric SKU-by-SKU, and emits a review-ready workpaper where every variance, sample selection, and conclusion links back to its primary-source count sheet and ERP row."},"customer":{"icpShape":"US regional CPA and accounting firms (20–150 staff) with a dedicated attest/assurance practice serving SMB clients in wholesale distribution, manufacturing, and multi-location retail, where the buyer is the Assurance Partner or Director of Audit and the daily user is the in-charge senior auditor running inventory observation and cycle-count testwork","beachheadShape":"EarlyAdopterJTBD — regional CPA firms whose SMB clients hold material inventory and whose partners are under PCAOB/AICPA peer-review pressure to strengthen inventory existence and valuation testwork"},"archetype":"startup-archetypes.org.ai/AIService-MoneyOnDelivery","beachhead":"EarlyAdopterJTBD — regional CPA firms whose SMB clients hold material inventory and whose partners are under PCAOB/AICPA peer-review pressure to strengthen inventory existence and valuation testwork","competitors":{"substitutes":[{"name":"Excel + PDF count sheets tied out manually by the senior","category":"status-quo"},{"name":"CaseWare IDEA / TeamMate Analytics inventory scripts","category":"incumbent"},{"name":"ChatGPT Enterprise / Claude used ad-hoc by the audit senior","category":"AI-native horizontal"},{"name":"Offshore audit-support staff (e.g., India/Philippines delivery centers)","category":"human alternative"}]},"studioThesis":"T-AIS-LOW-TECH","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":"Primary-source traceability of every SKU conclusion back to a signed count sheet and ERP row (workpaper-grade evidence linking)","yAxis":"Native fit to the inventory-existence / cycle-count audit program (sampling methodology, variance thresholds, roll-forward procedures)","winningQuadrant":"High traceability + high audit-program fit: every tested SKU has a clickable chain from conclusion → variance calc → count-sheet image → ERP extract row, structured to the firm's inventory testwork program and defensible in peer review","loservilleEscape":true,"loservilleQuadrant":"Low traceability + low audit-program fit: ChatGPT Enterprise summarizing a pasted count sheet with no sample-selection methodology, no link back to the ERP row, and no workpaper structure — the senior still rebuilds the tie-out by hand"}},"unmetRequirements":[],"pricingArchitecture":"usage-meter"},"actions":{},"options":{},"relationships":{"runtimeUnit":"https://api.sb/v1/runtime-units?startupRef=startup%3Afh%3Aw4-5412-inventory-audit%3Av1","brand":"https://api.sb/v1/brands?startupId=startup%3Afh%3Aw4-5412-inventory-audit%3Av1","listing":"https://api.services/listings?foundingHypothesisRef=fh%3Aw4-5412-inventory-audit%3Av1","cell":"https://api.sb/v1/cells/work-contexts.org.ai/w4-5412-inventory-audit","thesis":"https://api.sb/v1/theses/T-AIS-LOW-TECH"},"meta":{"level":"L0","scopes":[]},"user":{"requestId":"a0575a2ff907a594","edgeLocation":"a0575a2ff907a594","geo":{"country":"US"},"ua":{"browser":"Claude"}},"references":{"total":0,"limit":25,"page":1,"links":{"self":"https://api.sb/v1/founding-hypotheses/fh%3Aw4-5412-inventory-audit%3Av1/references"},"items":[]}}