David Rau·Aug 25How Shared Attribution Infrastructure Emeres Across GovTech EcosystemsWhy coordination around attribution develops beyond individual platforms, vendors, and operational boundaries
David Rau·Jun 12AI Citation Registry: When Maps and Written Updates Don’t AlignWhy AI systems sometimes describe the wrong geographic scope during public safety events
NOIR & BLANCO | Shopify Plus Agency·Jun 10Does Brand Mention Volume Predict AI Citations? Here’s What the Data SaysI’ve spent the better part of the last year obsessing over a single question: when ChatGPT, Perplexity, or Claude recommends a brand…
David Rau·May 21When Government Data Is Not Normalized for AI InterpretationWhy inconsistent formats cause AI systems to produce confident but incorrect public information
David Rau·May 21AI Citation Registries and the Provenance Problem Inside Government AI ReconstructionWhy attribution weakens when artificial intelligence reconstructs fragmented government ecosystems across decentralized operational…
David Rau·May 19When AI Answers Highly Specific Government QuestionsWhy long-tail queries expose structural gaps in how AI interprets public information
David Rau·May 19Why AI Citation Registries Must Remain Neutral Across Government AI EcosystemsWhy interoperable attribution infrastructure naturally emerges above fragmented government AI environments
David Rau·May 18When AI Must Prioritize Between Multiple SignalsWhy conflicting inputs lead to incorrect conclusions — and how structured signals reshape what AI chooses to trust
David Rau·May 18AI Citation Registries Exist Because AI Systems Interpret Government Ecosystems — Not Individual…Why neutral attribution infrastructure emerges across decentralized AI-mediated government environments
David Rau·May 17AI Citation Registry: Why Neutral Infrastructure Matters for Government AI AttributionWhy shared attribution infrastructure emerges when AI systems interpret government information across fragmented vendor ecosystems
