{"resource":{"resourceId":"BSH-AIV-018","title":"AI Bias and False-Precision Review","category":"Ai Gap Bias Review","professionalDomain":"ai-gap-bias-review","resourceType":"validation-control-record","version":"0.1-draft","description":"Detect biased framing, false precision, and unjustified certainty before approval.","intendedOutcome":"Detect biased framing, false precision, and unjustified certainty before approval.","applicability":"Authorized AI readiness, assurance, governance, and human-validation workflows.","buyWhen":"Buy when an agent needs a reviewed, version-stable validation control record rather than a generated answer.","requiredInputs":["related claim","issue or missing perspective","residual limitation","resolution"],"outputShape":{"mediaType":"application/json","format":"deterministic structured JSON","contains":"validation-control-record"},"keywords":["ai-gap-bias-review","validation-control-record","ai gap bias review","false-precision","review"],"capabilities":["AI governance","human validation","evidence assurance"],"compatibleWorkflows":["professional assessment","evidence-supported decision support"],"prerequisiteResources":[],"relatedResources":["BSH-AIV-016","BSH-AIV-017","BSH-AIV-019"],"suggestedBundles":[],"priceUsd":"10.00","price":{"amount":"10.00","currency":"USD","protocol":"MPP","paymentMethod":"Stripe SPT"},"publisher":"Black Summit Holdings LLC","provenanceClass":"BSH-owned reviewed methodology","rightsStatus":"approved-for-KX-commercial-use","reviewStatus":"owner-approved-live","generationMode":"deterministic-static","lastUpdated":"2026-08-11","metadataEndpoint":"/v1/resources/BSH-AIV-018","purchaseEndpoint":"/v1/resources/BSH-AIV-018/content","purchaseUrl":"https://kx.blacksummitholdingsllc.com/v1/resources/BSH-AIV-018/content","checkout":{"method":"GET","unpaidStatus":402,"protocol":"MPP","paymentMethod":"Stripe SPT","instruction":"Request purchaseUrl, validate the exact amount/resource/version/path in the 402 challenge, authorize once, then retry the same URL with the MPP credential."}},"paymentRequired":true}