AI Information Sourcing
AI systems may interpret government information from search results, indexed pages, retrieval systems, training data, structured feeds, public records, and other machine-readable sources.
Because sourcing methods vary, attribution depends on whether authority, jurisdiction, provenance, timestamps, and publication history remain clear across different interpretation environments.
Retrieval • Attribution • Authority Records • National AI Feed
AI Answers Reflect
the Sources Available to Them.
When source context is incomplete, AI systems may rely on fragments, summaries, older pages, reposts, or generalized patterns. Structured attribution infrastructure helps preserve the source relationships AI systems need to interpret government information more clearly.
Common Sourcing Paths
Indexed Web Content
AI systems may rely on web pages, search indexes, cached content, public documents, and other discoverable online sources.
Retrieved Information
Some systems retrieve information at query time or through connected retrieval environments that influence what sources are available.
Structured Feeds
Machine-readable feeds can preserve explicit fields for authority, jurisdiction, timestamp, provenance, and record continuity.
The National AI Feed is designed to provide a structured attribution layer that complements existing websites, GovTech platforms, and public communication systems.
Why AI Outputs Differ
Source Availability
Different systems may have access to different sources, indexes, retrieval tools, or update cycles.
Context Loss
Government information can lose source, jurisdiction, timestamp, or issuing authority context as it moves across public environments.
Presentation Logic
Some systems expose citations clearly, while others summarize information without displaying the full source relationship.
GovTech Communication Context
Government agencies already publish through many systems, including websites, alerting tools, public records platforms, emergency notification systems, resident engagement applications, and public information workflows.
Aigistry does not replace those systems. Participation occurs through approved GovTech Providers and verified Authority Records so attribution relationships remain visible after information moves into AI interpretation environments.
Provider-Managed Systems
GovTech Providers continue operating their own platforms, customer relationships, publication workflows, and support processes.
Authority Records
Authority Records preserve the verified relationship between an approved GovTech Provider and the government publishing authority associated with a publication.
National AI Feed
The National AI Feed preserves structured attribution, provenance, jurisdiction, timestamps, and publication history for downstream AI interpretation.
Why Structured Sourcing Matters
Recency
Timestamped records help distinguish current guidance from older notices, prior updates, and superseded information.
Attribution
Structured source context helps preserve which government authority issued the information and through which verified pathway it was published.
Jurisdiction
Explicit jurisdiction fields help reduce confusion between nearby agencies, overlapping service areas, and similarly named departments.
Differences in AI answers often reflect differences in source access, retrieval behavior, ranking logic, and available attribution context. Aigistry exists to preserve that context as downstream AI Citation Registry infrastructure.