Insights

Writing on citation integrity and AI evidence.

Long-form pillar guides with supporting articles on how AI systems decide what to rely on and cite.

Category definition

What Is AI Citation Integrity.

Establishes the vocabulary of Citation Integrity: the seven dimensions, the four-way citation decision model, and the gap between a citation existing and a citation actually supporting the claim.

The problem space

AI Hallucination & Citation Failures.

A practical map of how AI citation breaks down in the real world, from fabricated links to stale evidence and overconfident answers.

Articles coming soon.

For publishers and brands

The Publisher's Guide to Being Cited by AI.

Practical guidance for publishers, brands, and enterprises on making information easier for AI systems to verify, rely on, and cite.

Articles coming soon.

For AI and RAG teams

Building Dependable AI: A Guide for RAG & AI Vendor Teams.

Retrieval, reranking, evidence verification, and agentic self-correction for teams that need to know whether their sources support the answer.

Articles coming soon.

For regulated buyers

Dependable AI Information: Governance & Compliance.

Provenance, auditability, and evidence thresholds for regulated teams — plus an honest treatment of what certification can and cannot promise.

Articles coming soon.