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…
