Articles

<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>

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<script type="application/ld+json"> { "@context": "https://schema.org", "@graph": [ { "@type": "Article", "@id": "https://www.data2.ai/resources/oil-gas-data-fragmentation#article", "isPartOf": { "@id": "https://www.data2.ai/resources/oil-gas-data-fragmentation#webpage" }, "mainEntityOfPage": "https://www.data2.ai/resources/oil-gas-data-fragmentation", "headline": "Oil & Gas Data Fragmentation: What Works in 2026", "description": "Dashboards won't fix oil & gas data fragmentation. See what works in 2026: unified data architecture, knowledge graphs, and explainable, phased delivery.", "image": { "@type": "ImageObject", "url": "https://framerusercontent.com/images/4a5BBu6usAaH3Ud3IhUJ74Vpno.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": "Oil and gas data fragmentation" }, { "@type": "Thing", "name": "Knowledge graph" }, { "@type": "SoftwareApplication", "name": "reView", "applicationCategory": "BusinessApplication" } ], "mentions": [ { "@id": "https://www.data2.ai/#organization" }, { "@type": "Thing", "name": "SCADA" }, { "@type": "Thing", "name": "Enterprise resource planning" }, { "@type": "Thing", "name": "Explainable AI" }, { "@type": "Thing", "name": "Data governance" } ] }, { "@type": "FAQPage", "@id": "https://www.data2.ai/resources/oil-gas-data-fragmentation#faq", "mainEntity": [ { "@type": "Question", "name": "What is oil and gas data fragmentation?", "acceptedAnswer": { "@type": "Answer", "text": "Data fragmentation occurs when operational, financial, and field information exists across disconnected systems including SCADA, ERP, AFE tools, vendor portals, field reporting systems, and spreadsheets." } }, { "@type": "Question", "name": "Why do dashboards fail to solve data fragmentation?", "acceptedAnswer": { "@type": "Answer", "text": "Dashboards display data but don't resolve inconsistent identifiers, duplicate records, unclear lineage, or disconnected relationships between wells, vendors, equipment, invoices, and production data." } }, { "@type": "Question", "name": "How can knowledge graphs help oil and gas operators?", "acceptedAnswer": { "@type": "Answer", "text": "Knowledge graphs connect relationships across wells, AFEs, invoices, vendors, equipment, and production data, enabling teams to ask complex operational questions and trace answers to source records." } }, { "@type": "Question", "name": "Why does explainable AI matter in oil and gas?", "acceptedAnswer": { "@type": "Answer", "text": "Explainable AI matters because operational, financial, and regulatory decisions require evidence; teams must verify answer origins before acting." } }, { "@type": "Question", "name": "How should operators start unifying SCADA, ERP, and field data?", "acceptedAnswer": { "@type": "Answer", "text": "Operators should begin with a phased use case tied to measurable ROI, such as invoice coding, produced water routing, spend visibility, or well-level decision support." } } ] }, { "@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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