The 13 diagnostic signals AI systems use to interpret institutional identity, structure, and intent. These signals support the discipline of Entity Engineering — a structural standards practice within exmxc.ai — and form the evidence layer behind the Entity Clarity Framework.
Maintained as part of the exmxc Institutional Strategy Framework.
Whether an institution’s brand identity and technical implementation remain consistent, coherent, and stable across all surfaces AI systems evaluate.
View full signal →How strongly external surfaces validate, reference, and reinforce an institution’s identity in ways AI systems can reliably detect.
View full signal →How consistently an institution’s internal pages reinforce the same entity, structure, and identity without contradiction or fragmentation.
View full signal →How easily and efficiently AI systems can interpret your content without excess noise, complexity, or cognitive overhead.
View full signal →How reliably AI systems can crawl, parse, and extract your site’s structure, schema, and content without obstruction or degradation.
View full signal →Whether the institution maintains consistent, verifiable social profiles that reinforce its identity across external digital platforms.
View full signal →Whether the site provides accurate Person or Author schema that helps AI systems identify who creates, maintains, or represents the content.
View full signal →Whether the site provides valid BreadcrumbList schema that helps AI systems understand page hierarchy, navigation, and internal structure.
View full signal →Whether the site provides a valid, complete Organization schema that AI systems can use to identify, verify, and reconstruct the institution.
View full signal →Whether a page contains clean, valid, non-conflicting structured data that AI systems can reliably parse and trust.
View full signal →Whether every page declares a single, accurate canonical URL that matches its true location.
View full signal →How clearly and consistently a page’s meta description communicates its core entity, purpose, and user value to AI systems.
View full signal →How accurately and consistently a page’s title communicates its entity, purpose, and surface intent to AI systems.
View full signal →