CCAR-P: Claude Certified Architect — Professional

Assessing a sample of recent summaries establishes whether citation fabrication is a broader production-quality problem and provides evidence for deciding its scope. Reviewing the generation pipeline for citation-grounding controls identifies whether the system has effective mechanisms to tie citations to supporting sources and expose a systemic architectural gap. NIST describes systematic evaluation of factual grounding and automated citation evaluation, while Microsoft recommends validation and monitoring of retrieval and grounding components.