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<script type="application/ld+json"> { "@context": "https://schema.org", "@graph": [ { "@type": "BlogPosting", "@id": "https://www.data2.ai/blog/edge-ai-governance-compute-follows-power/#article", "headline": "Edge AI Governance: When Compute Moves To The Power", "alternativeHeadline": "Compute Is Moving To Where The Power Is. The Evidence Has To Move With It", "description": "Edge AI governance is the gap in the AI buildout. Distributed compute solves power, not proof. Watch data² and ATCO Ventures on Energy News Beat.", "url": "https://www.data2.ai/blog/edge-ai-governance-compute-follows-power", "datePublished": "2026-09-08", "dateModified": "2026-09-08", "inLanguage": "en-US", "wordCount": 1570, "image": "https://www.data2.ai/images/edge-ai-governance-compute-follows-power.png", "author": { "@type": "Person", "name": "[AUTHOR NAME]", "jobTitle": "[AUTHOR TITLE]", "worksFor": { "@id": "https://www.data2.ai/#organization" } }, "publisher": { "@id": "https://www.data2.ai/#organization" }, "about": [ { "@type": "Thing", "name": "Edge AI governance" }, { "@type": "Thing", "name": "Distributed AI compute" }, { "@type": "Thing", "name": "AI decision audit trail" }, { "@type": "Thing", "name": "Decision intelligence" } ], "mentions": [ { "@type": "Person", "name": "Jon Brewton" }, { "@type": "Person", "name": "Kyle Koss" }, { "@type": "Person", "name": "Stu Turley" }, { "@type": "Organization", "name": "ATCO Ventures" }, { "@type": "Organization", "name": "Energy News Beat" } ], "isPartOf": { "@id": "https://www.data2.ai/#website" } }, { "@type": "FAQPage", "@id": "https://www.data2.ai/blog/edge-ai-governance-compute-follows-power/#faq", "mainEntity": [ { "@type": "Question", "name": "What is edge AI governance?", "acceptedAnswer": { "@type": "Answer", "text": "Edge AI governance is the practice of keeping AI decisions accurate, traceable, and defensible when inference runs across many distributed locations rather than one central facility. It covers how a conclusion was reached, which source data supports it, and whether that reasoning can be reproduced and defended later by an auditor or regulator." } }, { "@type": "Question", "name": "Why is AI compute moving closer to power generation?", "acceptedAnswer": { "@type": "Answer", "text": "Power, not chips, is now the binding constraint on AI. New centralized capacity requires interconnect queues, three to five year build timelines, and 15 to 20 year power contracts. Modular edge data centers placed next to existing generation, including natural gas, solar, and flared gas, avoid all three and can be deployed in months." } }, { "@type": "Question", "name": "Does distributed AI compute make AI harder to audit?", "acceptedAnswer": { "@type": "Answer", "text": "Yes, without a governance layer. Distributing inference across many sites multiplies the number of places producing conclusions while creating no shared record of how they were produced. Traceability has to be built into the reasoning itself rather than added at the facility, because there is no longer a single facility to add it to." } }, { "@type": "Question", "name": "What is a Decision Record?", "acceptedAnswer": { "@type": "Answer", "text": "A Decision Record is the artifact data²'s reView platform issues for every finding. It contains the conclusion, the evidence supporting it, and the traceable path back to each source record. It is designed so a finding can be defended to executives, auditors, regulators, customers, and legal stakeholders, and reproduced months or years later." } }, { "@type": "Question", "name": "Who needs an AI decision audit trail?", "acceptedAnswer": { "@type": "Answer", "text": "Any organization where being wrong carries consequence beyond a bad quarter. In practice that means CFOs and controllers, chief audit executives and forensic teams, chief compliance and risk officers, general counsel, and government and defense program owners. Each has to show not only what was concluded but how." } } ] }, { "@type": "VideoObject", "name": "Edgeworks Revolution: Bringing AI Compute to Where Power Lives", "description": "Energy News Beat host Stu Turley talks with data² founder and CEO Jon Brewton and ATCO Ventures President Kyle Koss about modular edge data centers, AI power constraints, and keeping distributed AI decisions traceable.", "uploadDate": "2026-09-05", "embedUrl": "https://www.youtube.com/embed/C_ddxwIEUFI", "thumbnailUrl": "https://i.ytimg.com/vi/C_ddxwIEUFI/maxresdefault.jpg", "publisher": { "@type": "Organization", "name": "Energy News Beat" } }, { "@type": "Organization", "@id": "https://www.data2.ai/#organization", "name": "data²", "alternateName": "data2", "url": "https://www.data2.ai", "logo": "https://www.data2.ai/[LOGO PATH]", "description": "data² is a decision intelligence company that helps enterprises and government agencies turn fragmented data into accurate, traceable, and defensible decisions.", "founder": { "@type": "Person", "name": "Jon Brewton" }, "sameAs": [ "https://www.linkedin.com/company/data2us/", "https://www.youtube.com/@Data2ai" ] } ] } </script>

<script type="application/ld+json"> { "@context": "https://schema.org", "@graph": [ { "@type": "NewsArticle", "@id": "https://www.data2.ai/resources/data2-partners-with-memgraph-to-power-decision-intelligence#article", "isPartOf": { "@id": "https://www.data2.ai/resources/data2-partners-with-memgraph-to-power-decision-intelligence#webpage" }, "mainEntityOfPage": "https://www.data2.ai/resources/data2-partners-with-memgraph-to-power-decision-intelligence", "headline": "data² Partners With Memgraph to Power Real-Time Decision Intelligence", "description": "data² partners with Memgraph to power reView, cutting data ingestion 10x while keeping decision intelligence traceable, auditable, and defensible.", "image": { "@type": "ImageObject", "url": "https://framerusercontent.com/images/ghSRa5q5R65wM7vJ5KpgWAJULE.png?width=1138&height=650", "width": 1138, "height": 650 }, "datePublished": "2026-08-13T09:00:00-04:00", "dateModified": "2026-08-13T09:00:00-04:00", "author": { "@type": "Organization", "name": "data²", "url": "https://www.data2.ai/" }, "publisher": { "@id": "https://www.data2.ai/#organization" }, "about": [ { "@type": "Thing", "name": "Decision Intelligence" }, { "@type": "SoftwareApplication", "name": "reView", "applicationCategory": "BusinessApplication" } ], "mentions": [ { "@id": "https://www.data2.ai/#organization" }, { "@id": "https://memgraph.com/#organization" }, { "@type": "Thing", "name": "In-memory graph database" }, { "@type": "Thing", "name": "Real-time data ingestion" } ] }, { "@type": "FAQPage", "@id": "https://www.data2.ai/resources/data2-partners-with-memgraph-to-power-decision-intelligence#faq", "mainEntity": [ { "@type": "Question", "name": "What did data² and Memgraph announce?", "acceptedAnswer": { "@type": "Answer", "text": "A partnership in which data² standardized on Memgraph's in-memory graph database to power its reView decision intelligence platform, cutting data ingestion time by more than 10x." } }, { "@type": "Question", "name": "What is reView?", "acceptedAnswer": { "@type": "Answer", "text": "reView is data²'s decision intelligence platform. It harmonizes fragmented data into auditable intelligence, so organizations can make decisions they can trace and defend." } }, { "@type": "Question", "name": "How much faster is reView after integrating Memgraph?", "acceptedAnswer": { "@type": "Answer", "text": "Data ingestion is more than 10x faster, allowing reView to work from current data in near real time instead of stale snapshots." } }, { "@type": "Question", "name": "Does the speed improvement reduce auditability?", "acceptedAnswer": { "@type": "Answer", "text": "No. reView remains traceable and auditable by design; the Memgraph integration adds speed without weakening the audit trail behind each decision." } }, { "@type": "Question", "name": "Where can reView be deployed?", "acceptedAnswer": { "@type": "Answer", "text": "reView runs across cloud, on-premises, and air-gapped environments, making it suitable for regulated industries and government operations." } }, { "@type": "Question", "name": "Why does data² use a graph database?", "acceptedAnswer": { "@type": "Answer", "text": "Decisions depend on relationships between data sources. A graph database lets reView model and traverse those relationships in real time, which a traditional relational database handles far less efficiently." } } ] }, { "@type": "Organization", "@id": "https://www.data2.ai/#organization", "name": "data²", "url": "https://www.data2.ai/", "sameAs": [ "https://www.linkedin.com/company/data2us/", "https://www.youtube.com/@Data2ai" ] }, { "@type": "Organization", "@id": "https://memgraph.com/#organization", "name": "Memgraph", "url": "https://memgraph.com/" } ] } </script>

<script type="application/ld+json"> { "@context": "https://schema.org", "@graph": [ { "@type": "Article", "@id": "https://www.data2.ai/resources/decision-intelligence-explained#article", "isPartOf": { "@id": "https://www.data2.ai/resources/decision-intelligence-explained#webpage" }, "mainEntityOfPage": "https://www.data2.ai/resources/decision-intelligence-explained", "headline": "Decision Intelligence, Explained", "description": "Decision intelligence turns data into defensible, auditable decisions—not just dashboards. Learn how it differs from BI and LLMs, and how reView works.", "image": { "@type": "ImageObject", "url": "https://framerusercontent.com/images/xiF9ckfqYfiBV1kIXsFqLSgCIvQ.png" }, "datePublished": "2026-07-30T09:00:00-04:00", "dateModified": "2026-07-30T09:00:00-04:00", "author": { "@type": "Organization", "name": "data²", "url": "https://www.data2.ai/" }, "publisher": { "@id": "https://www.data2.ai/#organization" }, "about": [ { "@type": "Thing", "name": "Decision Intelligence" }, { "@type": "SoftwareApplication", "name": "reView", "applicationCategory": "BusinessApplication" } ], "mentions": [ { "@id": "https://www.data2.ai/#organization" }, { "@type": "Thing", "name": "Business Intelligence" }, { "@type": "Thing", "name": "Explainable AI" }, { "@type": "Thing", "name": "Decision Record" } ] }, { "@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." } }, { "@type": "Question", "name": "How is decision intelligence different from business intelligence (BI)?", "acceptedAnswer": { "@type": "Answer", "text": "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": "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." } }, { "@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." } }, { "@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." } }, { "@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." } } ] }, { "@type": "Organization", "@id": "https://www.data2.ai/#organization", "name": "data²", "url": "https://www.data2.ai/", "sameAs": [ "https://www.linkedin.com/company/data2us/", "https://www.youtube.com/@Data2ai" ] } ] } </script>

<script type="application/ld+json"> { "@context": "https://schema.org", "@graph": [ { "@type": "Article", "@id": "https://www.data2.ai/resources/stopping-revenue-leakage#article", "isPartOf": { "@id": "https://www.data2.ai/resources/stopping-revenue-leakage#webpage" }, "mainEntityOfPage": "https://www.data2.ai/resources/stopping-revenue-leakage", "headline": "Stop Revenue Leakage", "description": "Revenue leakage quietly drains 2-10% of revenue through billing errors. See the causes and how explainable AI verifies every invoice to recover it.", "image": { "@type": "ImageObject", "url": "https://framerusercontent.com/images/ez7HvGvfFTwjvFjPC7AZ7Etwjw.png?width=1138&height=650", "width": 1138, "height": 650 }, "datePublished": "2025-12-14T09:00:00-05:00", "dateModified": "2025-12-14T09:00:00-05:00", "author": { "@type": "Organization", "name": "data²", "url": "https://www.data2.ai/" }, "publisher": { "@id": "https://www.data2.ai/#organization" }, "about": [ { "@type": "Thing", "name": "Revenue Leakage" }, { "@type": "SoftwareApplication", "name": "reView", "applicationCategory": "BusinessApplication" } ], "mentions": [ { "@id": "https://www.data2.ai/#organization" }, { "@type": "Thing", "name": "Invoice Integrity" }, { "@type": "Thing", "name": "Explainable AI" }, { "@type": "Thing", "name": "Billing Errors" } ] }, { "@type": "Organization", "@id": "https://www.data2.ai/#organization", "name": "data²", "url": "https://www.data2.ai/", "sameAs": [ "https://www.linkedin.com/company/data2us/", "https://www.youtube.com/@Data2ai" ] } ] } </script>

<script type="application/ld+json"> { "@context": "https://schema.org", "@graph": [ { "@type": "Article", "@id": "https://www.data2.ai/resources/understanding-before-approving#article", "isPartOf": { "@id": "https://www.data2.ai/resources/understanding-before-approving#webpage" }, "mainEntityOfPage": "https://www.data2.ai/resources/understanding-before-approving", "headline": "Understanding Before Approving", "description": "Digitizing permitting portals isn't enough. See why permitting is now a strategic national capability—and how decision intelligence closes the delays.", "image": { "@type": "ImageObject", "url": "https://framerusercontent.com/images/veDCkJcIC2k1mWWjYJVuUUpFibE.png?width=1138&height=650", "width": 1138, "height": 650 }, "datePublished": "2025-12-14T09:00:00-05:00", "dateModified": "2025-12-14T09:00:00-05:00", "author": { "@type": "Person", "name": "Jason Marceau", "jobTitle": "Head of Product Solutions", "worksFor": { "@id": "https://www.data2.ai/#organization" } }, "publisher": { "@id": "https://www.data2.ai/#organization" }, "about": [ { "@type": "Thing", "name": "Permitting" }, { "@type": "Thing", "name": "Decision Intelligence" }, { "@type": "SoftwareApplication", "name": "reView", "applicationCategory": "BusinessApplication" } ], "mentions": [ { "@id": "https://www.data2.ai/#organization" }, { "@type": "Thing", "name": "FAST-41" }, { "@type": "Thing", "name": "NEPA" }, { "@type": "Thing", "name": "Explainable AI" }, { "@type": "Thing", "name": "Knowledge graph" } ] }, { "@type": "FAQPage", "@id": "https://www.data2.ai/resources/understanding-before-approving#faq", "mainEntity": [ { "@type": "Question", "name": "What is Decision Intelligence?", "acceptedAnswer": { "@type": "Answer", "text": "The convergence of data, contextual reasoning, explainable AI, knowledge graphs, and human expertise to improve complex decision-making, applied here to permitting." } }, { "@type": "Question", "name": "Why is permitting now considered a strategic capability?", "acceptedAnswer": { "@type": "Answer", "text": "Because AI data centers, electrification, manufacturing, and critical minerals development all depend on how fast infrastructure can be permitted, making speed a competitive advantage." } }, { "@type": "Question", "name": "What reforms have targeted permitting delays?", "acceptedAnswer": { "@type": "Answer", "text": "FAST-41, NEPA modernization, lead agency models, coordinated permitting frameworks, and recent technology-modernization executive actions." } }, { "@type": "Question", "name": "Does digitizing permitting systems solve delays?", "acceptedAnswer": { "@type": "Answer", "text": "Not on its own. Digitization improves administrative efficiency but doesn't address the fragmented information environment that causes the biggest delays." } }, { "@type": "Question", "name": "Is the permit itself the end goal?", "acceptedAnswer": { "@type": "Answer", "text": "No. The permit is an enabler for downstream outcomes like utility interconnection, grid reliability, workforce planning, and regional economic development." } }, { "@type": "Question", "name": "Who benefits from a connected permitting decision ecosystem?", "acceptedAnswer": { "@type": "Answer", "text": "Agencies, applicants, investors, utilities, and communities all gain shared visibility into milestones, risks, and dependencies." } } ] }, { "@type": "Organization", "@id": "https://www.data2.ai/#organization", "name": "data²", "url": "https://www.data2.ai/", "sameAs": [ "https://www.linkedin.com/company/data2us/", "https://www.youtube.com/@Data2ai" ] } ] } </script>

<script type="application/ld+json"> { "@context": "https://schema.org", "@graph": [ { "@type": "Article", "@id": "https://www.data2.ai/resources/the-rise-of-decision-intelligence-in-energy#article", "isPartOf": { "@id": "https://www.data2.ai/resources/the-rise-of-decision-intelligence-in-energy#webpage" }, "mainEntityOfPage": "https://www.data2.ai/resources/the-rise-of-decision-intelligence-in-energy", "headline": "The Rise of Decision Intelligence in Energy", "description": "Meeting soaring energy demand isn't just generation—it's coordination. See how decision intelligence connects fragmented energy systems.", "image": { "@type": "ImageObject", "url": "https://framerusercontent.com/images/JzZT8bKPotVDVy72R9D4AmA7pI.png?width=1024&height=585", "width": 1024, "height": 585 }, "datePublished": "2025-12-14T09:00:00-05:00", "dateModified": "2025-12-14T09:00:00-05:00", "author": { "@type": "Person", "name": "Jason Marceau", "jobTitle": "Head of Product Solutions", "worksFor": { "@id": "https://www.data2.ai/#organization" } }, "publisher": { "@id": "https://www.data2.ai/#organization" }, "about": [ { "@type": "Thing", "name": "Decision Intelligence" }, { "@type": "Thing", "name": "Energy" }, { "@type": "SoftwareApplication", "name": "reView", "applicationCategory": "BusinessApplication" } ], "mentions": [ { "@id": "https://www.data2.ai/#organization" }, { "@type": "Thing", "name": "Energy demand" }, { "@type": "Thing", "name": "Grid coordination" }, { "@type": "Thing", "name": "Explainable AI" }, { "@type": "Thing", "name": "Knowledge graph" } ] }, { "@type": "Organization", "@id": "https://www.data2.ai/#organization", "name": "data²", "url": "https://www.data2.ai/", "sameAs": [ "https://www.linkedin.com/company/data2us/", "https://www.youtube.com/@Data2ai" ] } ] } </script>

<script type="application/ld+json"> { "@context": "https://schema.org", "@graph": [ { "@type": "Article", "@id": "https://www.data2.ai/resources/scaling-ai-in-oil-gas#article", "isPartOf": { "@id": "https://www.data2.ai/resources/scaling-ai-in-oil-gas#webpage" }, "mainEntityOfPage": "https://www.data2.ai/resources/scaling-ai-in-oil-gas", "headline": "Scaling AI in Oil & Gas", "description": "AI pilots are everywhere in oil and gas, but few scale. Insights from PPDM 2026 on why trustworthy AI starts with good data and decision intelligence.", "image": { "@type": "ImageObject", "url": "https://framerusercontent.com/images/eJ93UsWaX6KD2Dp93QgMgi66OQ.png?width=910&height=520", "width": 910, "height": 520 }, "datePublished": "2025-12-14T09:00:00-05:00", "dateModified": "2025-12-14T09:00:00-05:00", "author": { "@type": "Organization", "name": "data²", "url": "https://www.data2.ai/" }, "publisher": { "@id": "https://www.data2.ai/#organization" }, "about": [ { "@type": "Thing", "name": "Artificial intelligence in oil and gas" }, { "@type": "Thing", "name": "Decision Intelligence" }, { "@type": "SoftwareApplication", "name": "reView", "applicationCategory": "BusinessApplication" } ], "mentions": [ { "@id": "https://www.data2.ai/#organization" }, { "@type": "Organization", "name": "PPDM", "alternateName": "Professional Petroleum Data Management Association" }, { "@type": "Person", "name": "Jon Brewton" }, { "@type": "Person", "name": "Jeff Dalgleish" }, { "@type": "Thing", "name": "GraphRAG" }, { "@type": "Thing", "name": "Explainable AI" } ] }, { "@type": "Organization", "@id": "https://www.data2.ai/#organization", "name": "data²", "url": "https://www.data2.ai/", "sameAs": [ "https://www.linkedin.com/company/data2us/", "https://www.youtube.com/@Data2ai" ] } ] } </script>

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