# Trade Mark Journal No.2025/049 5 December 2025

## UK00004300002 24 November 2025 (9,35,41,42)

ENTITY UNDERSTANDING LAYER

Class 9
  Downloadable software for analysing, modelling, scoring, or interpreting AI system understanding of entities; machine-readable data files containing structural signals, metadata, frameworks, standards, or models relating to AI perception and entity understanding; electronic publications featuring definitions, methodologies, frameworks, and scoring criteria for AI perception and entity understanding; downloadable audit tools, templates, checklists, and datasets used for AI discoverability, AI perception, and representational analysis; computer software for generating, structuring, or validating entity-level metadata for use by AI systems.
Class 35
  Business consultancy relating to AI systems, AI perception, and entity understanding; business advisory services in the field of AI discoverability, AI visibility, and machine-readable reputation; compilation, analysis, and interpretation of business data for evaluating AI system understanding of entities; auditing and assessment services relating to digital structure, metadata quality, and AI perception; business reports and evaluations produced using the Entity Understanding Layer framework; preparation of business intelligence, scoring outputs, and diagnostic assessments relating to entity-level AI comprehension. .
Class 41
  Educational services relating to AI systems, AI perception, and entity understanding; providing training, workshops, courses, and instructional materials in the fields of AI discoverability, AI visibility, and entity-level metadata; publication of educational texts, frameworks, definitions, and explanatory materials relating to the Entity Understanding Layer; organisation of seminars and training programmes relating to AI system behaviour, interpretive modelling, and representational accuracy; development and provision of certification programmes and structured learning pathways based on the Entity Understanding Layer framework. .
Class 42
  Scientific and technological services relating to artificial intelligence, AI perception, and entity understanding; design and development of frameworks, standards, and methodologies for analysing how AI systems interpret, classify, and represent entities; software as a service (SaaS) for modelling, evaluating, or scoring AI system understanding using the Entity Understanding Layer; technical auditing and diagnostic services relating to metadata structures, digital signals, and machine-readability; development of interpretive models, structural taxonomies, ontologies, and machine-readable schemas for use in AI perception and AI discoverability; creation and calibration of technical standards for assessing representational accuracy, entity stability, and inter-model consistency; provision of tools, APIs, and technical interfaces for generating, structuring, or validating entity-level metadata for AI systems. .

EntityWorks Limited