Agent View
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"name": "Product.ai",
"slogan": "Intelligent guidance at conversation speed",
"description": "Product.ai is your AI shopping expert - verified product intelligence grounded in the Truth Graph, accessible to agents and humans alike.",
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"name": "The Truth Graph — Every Product Verdict, Dated and Checkable | Product.ai",
"description": "The Truth Graph is the verdict library behind the verification layer for commerce — every published product verdict, dated, its reasoning open, its sources one click away. Free, no login.",
"url": "https://product.ai/truth-graph/",
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"url": "https://product.ai/truth-graph/",
"creator": {
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"dataset": [
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"@type": "Dataset",
"name": "Truth Graph: Smartphones",
"description": "Not a review site. Not a spec sheet. The complete physics of smartphone purchasing — from the psychology that drives your decision before you start researching, to the thermal engineering that determines real-world performance. Every claim grounded in named, versioned axioms. Zero affiliate links.",
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"@type": "Dataset",
"name": "Truth Graph: Running Shoes",
"description": "Foam degradation curves, stack height vs injury correlation, pronation theater, and the marketing-driven replacement cycle.",
"url": "https://product.ai/truth-graph/running-shoes/",
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{
"@type": "Dataset",
"name": "Truth Graph: Skincare",
"description": "Credence goods, confirmation bias, and the anxiety-reduction ritual behind the modern skincare routine. Verified claims across buyer psychology, ingredient biochemistry, formulation science, and brand-specific profiles.",
"url": "https://product.ai/truth-graph/skincare/",
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"name": "What is an axiom?",
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"@type": "Answer",
"text": "An axiom is a discrete, verifiable claim about how a product, brand, or category actually behaves. Each axiom has a unique identifier, a confidence score, a provenance chain listing the sources that support it, and a version number that increments when new evidence changes the claim. Axioms are not opinions. They are factual assertions that have survived adversarial testing."
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"name": "Is the Truth Graph free to read?",
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"text": "Yes. Everything we publish from it is free to read: the guides, the reports, and every shared answer, each with its date and reasoning. No login."
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"@type": "Question",
"name": "Who pays for the verdicts?",
"acceptedAnswer": {
"@type": "Answer",
"text": "Nobody. Merchants cannot buy a verdict. We make money the way most shopping sites do. When you buy through one of our links, the store pays us a small commission. A don’t buy has no link and earns us nothing. We publish it anyway, because hiding the answers that pay nothing would make everything else impossible to trust."
}
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"@type": "Question",
"name": "Can a verdict change?",
"acceptedAnswer": {
"@type": "Answer",
"text": "Yes, that's the design. Axioms are living claims: when the evidence shifts, the verdict updates and gets a new date."
}
},
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"@type": "Question",
"name": "Can I challenge an axiom?",
"acceptedAnswer": {
"@type": "Answer",
"text": "Yes, and we encourage it. Every answer shows its reasoning and sources. If you have evidence that says otherwise, send it: when it survives its own adversarial collision, the axiom's confidence score adjusts or the axiom is revised."
}
},
{
"@type": "Question",
"name": "How is this different from Wirecutter or Consumer Reports?",
"acceptedAnswer": {
"@type": "Answer",
"text": "Review sites publish conclusions (“buy this phone”). The Truth Graph publishes the science behind the conclusions: why a phone throttles, how a brand allocates silicon, what happens to battery chemistry over time. Reviews go stale on publication day. Axioms about engineering physics remain true until the underlying science changes. The Truth Graph has no commercial relationship with any brand it covers."
}
},
{
"@type": "Question",
"name": "Who creates the axioms?",
"acceptedAnswer": {
"@type": "Answer",
"text": "Axioms are forged through our patent-pending verification method, which uses multiple AI research agents in structured adversarial collision. The process is grounded in real transaction data from SimplyCodes, technical specifications, independent teardowns, regulatory filings, and domain expert contributions. No single person or model creates an axiom: it survives collision or it doesn't ship."
}
},
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"@type": "Question",
"name": "What categories does the Truth Graph cover?",
"acceptedAnswer": {
"@type": "Answer",
"text": "The Truth Graph currently covers 3 published categories, and 47 more are in the forge. New categories are added as axiom libraries reach publication threshold. We ship depth, not breadth."
}
},
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"@type": "Question",
"name": "Why are the knowledge layers free?",
"acceptedAnswer": {
"@type": "Answer",
"text": "The psychology, physics, and brand behavior layers are public because they serve as infrastructure for better purchase decisions across the entire internet. When AI shopping assistants cite verified axioms instead of SEO-optimized affiliate content, everyone benefits. Full product evaluations require computation that justifies a service layer through Product.ai."
}
},
{
"@type": "Question",
"name": "Can AI agents access the Truth Graph?",
"acceptedAnswer": {
"@type": "Answer",
"text": "Yes. Every Truth Graph page includes structured data designed for AI agent extraction. The knowledge layers are crawlable, indexable, and citable by any AI shopping assistant or research agent."
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