{"id":"Q-1","type":"question","title":"Do more faithful commercial representations lead to better selection outcomes?","created":"2026-07-13","status":"open","authors":["Upstream Zero"],"edges":[{"rel":"investigated-by","to":"H-2"}],"commercialRelevance":{"affectedBuyers":"Any organization selecting vendors through documents, demos, or AI-assisted screening","affectedCategories":"All considered-purchase B2B categories","potentialProductImpact":"If fidelity pays, investment shifts from persuasion volume to verifiable substance","currentConfidence":"This is an open question. We have not measured it."},"whatWouldCountAsAnAnswer":"Measured selection outcomes (buyer-reported fit, retention, post-purchase regret) compared across matched decisions made through representations of independently assessed fidelity.","pubState":"published","body":"The founding bet of the research program, written as a question so it can\nbe tested instead of assumed. Commerce runs on representations: websites,\nclaims, demos, and now the machine-readable profiles AI evaluators read.\nDoes the *faithfulness* of those representations actually lead to better\nselection outcomes? That's testable, and the company is staked on the same\nanswer. If fidelity doesn't pay, we got more than the research wrong.","url":"/questions/Q-1","machineUrl":"/objects/Q-1","referencedBy":[{"from":"H-2","rel":"derives-from"}],"_meta":{"site":"Upstream Zero · Commercial Intelligence for AI-Mediated Commercial Evaluation","version":"0.1","note":"Claims are presented at their evidence tier; Narrated is the lowest. Verify by walking edges, not by trusting us."}}