Articles

<script type="application/ld+json"> { "@context": "https://schema.org", "@type": "FAQPage", "@id": "https://www.data2.ai/resources/decision-intelligence-explained#faq", "mainEntity": [ { "@type": "Question", "name": "What is decision intelligence?", "acceptedAnswer": { "@type": "Answer", "text": "Decision intelligence is a discipline and a category of software that combines data, machine reasoning, and business rules to recommend and support decisions. Unlike analytics that stop at a number, a decision intelligence platform reasons across the relevant evidence, weighs conflicts, applies the governing rule, and produces a recommended action with its justification. The category exists because most organizations don't lack data or dashboards — they lack a defensible path from data to the decision itself." } }, { "@type": "Question", "name": "How is decision intelligence different from business intelligence (BI)?", "acceptedAnswer": { "@type": "Answer", "text": "Business intelligence tells you what happened: it aggregates data into dashboards and reports so people can interpret it. Decision intelligence tells you what to do about it and why. A BI dashboard shows a number and leaves the reasoning to the analyst; a decision intelligence platform produces the conclusion, the recommended action, the sources behind it, and the rule that governed it. In short, BI describes the past; decision intelligence produces a decision you can act on and later defend." } }, { "@type": "Question", "name": "How is decision intelligence different from an LLM or RAG tool?", "acceptedAnswer": { "@type": "Answer", "text": "A retrieval-augmented (RAG) or large language model tool returns a passage or an answer that looks relevant, but it generally can't show — months later, under audit — how the conclusion was reached, which rule governed it, or whether the same answer reproduces. Adding a context graph and a language model gives you operational governance (cost, latency, token metering), not accountability. Evidence-grade decision intelligence adds the missing layers: reasoning over evidence, conflict resolution, calibrated confidence, provenance to the governing rule, and a signed, immutable record." } }, { "@type": "Question", "name": "What does \"explainable decision intelligence\" mean?", "acceptedAnswer": { "@type": "Answer", "text": "Explainable decision intelligence means the system can show its work — not as a probability heatmap, but as a traceable chain from source data to conclusion. Every claim is cited to the document, page, and field it came from; every step in the reasoning is visible; and the governing rule is quoted, not implied. This is what separates auditable AI from a black box you're asked to trust." } }, { "@type": "Question", "name": "What makes a decision \"defensible\"?", "acceptedAnswer": { "@type": "Answer", "text": "A defensible decision is one you can reproduce and justify after the fact — to an auditor, a regulator, or opposing counsel — without the vendor in the room. Defensibility requires more than a correct answer: it requires the sources, the reasoning, the rule applied, the conflicts resolved, a calibrated confidence score, and an accountable human signer, all captured in a form that can't be altered later. data² builds every reView conclusion to this standard." } }, { "@type": "Question", "name": "What is a Decision Record?", "acceptedAnswer": { "@type": "Answer", "text": "A Decision Record is the signed artifact reView produces for every conclusion. It contains nine elements: the conclusion; the recommended action; every source cited to the document, page, and field; the reasoning chain step by step; the governing rule or clause, applied and quoted; the conflicts encountered and how they were resolved; a calibrated confidence score with its basis; what was assumed and excluded; and the human who signed it. It is reproducible, exportable, and immutable — which is what turns an answer into evidence." } }, { "@type": "Question", "name": "What is data²?", "acceptedAnswer": { "@type": "Answer", "text": "data² is a decision intelligence company. Its platform, reView, produces evidence-grade decisions — every conclusion ships with the evidence attached as a Decision Record. data² is a Service-Disabled Veteran-Owned Small Business and supports air-gapped, on-premises, and edge deployment, which matters for government and defense procurement." } }, { "@type": "Question", "name": "What is the reView platform?", "acceptedAnswer": { "@type": "Answer", "text": "reView is data²'s explainable decision intelligence platform. It harmonizes the data you already have, reasons over it with a knowledge graph and orchestrated models, and returns a Decision Record for every conclusion — built for organizations that have to defend the call, not just make it." } }, { "@type": "Question", "name": "Is data²'s technology patented?", "acceptedAnswer": { "@type": "Answer", "text": "Yes. data² holds US Patent 12,339,839, covering accuracy and explainability for query response using hallucination-resistant systems. The engine combines a knowledge graph, model orchestration, and patented bounded explainable reasoning." } }, { "@type": "Question", "name": "Which industries use decision intelligence like this?", "acceptedAnswer": { "@type": "Answer", "text": "Evidence-grade decision intelligence is used where decisions are examined by someone who wasn't in the room: energy and oil and gas, utilities and critical infrastructure, defense and intelligence and government, financial services and private capital, and supply chain and capital projects. In these environments the standard isn't accuracy — it's defensibility." } }, { "@type": "Question", "name": "Can decision intelligence run in secure or air-gapped environments?", "acceptedAnswer": { "@type": "Answer", "text": "Yes. reView supports on-premises, air-gapped, and edge deployment, so your data stays where it lives. Combined with data²'s Service-Disabled Veteran-Owned Small Business status, this makes it suitable for classified, regulated, and government settings." } } ] } </script> <script type="application/ld+json"> { "@context": "https://schema.org", "@type": "BreadcrumbList", "itemListElement": [ { "@type": "ListItem", "position": 1, "name": "Home", "item": "https://www.data2.ai/" }, { "@type": "ListItem", "position": 2, "name": "Resources", "item": "https://www.data2.ai/resources" }, { "@type": "ListItem", "position": 3, "name": "Decision Intelligence, Explained", "item": "https://www.data2.ai/resources/decision-intelligence-explained" } ] } </script> <script type="application/ld+json"> { "@context": "https://schema.org", "@type": "Article", "@id": "https://www.data2.ai/resources/decision-intelligence-explained#article", "headline": "Decision intelligence, explained.", "description": "What decision intelligence is, how it differs from BI and LLM tools, and what makes a decision defensible — answered plainly by the team at data².", "url": "https://www.data2.ai/resources/decision-intelligence-explained", "mainEntityOfPage": "https://www.data2.ai/resources/decision-intelligence-explained", "image": "https://www.data2.ai/[path-to-share-image.jpg]", "datePublished": "[YYYY-MM-DD]", "dateModified": "[YYYY-MM-DD]", "author": { "@id": "https://www.data2.ai/#organization" }, "publisher": { "@id": "https://www.data2.ai/#organization" }, "about": [ { "@type": "Thing", "name": "Decision intelligence" }, { "@type": "Thing", "name": "Explainable AI" }, { "@type": "Thing", "name": "AI governance" } ] } </script>