System Architecture

Frontend representation of Kasparro's system components and data flow

System Flow

Input Layer

InputAssembler

Collects and structures brand data, content, and signals from multiple sources

Processing Layer

ContextPack

Builds comprehensive context representation from input data

Content Relevance Module

Evaluates content alignment with AI search intent

Depends on: context-pack

Entity Authority Module

Measures brand authority in AI knowledge graphs

Depends on: context-pack

Contextual Signals Module

Analyzes contextual markers for AI understanding

Depends on: context-pack

Semantic Structure Module

Assesses content structure for AI parsing

Depends on: context-pack

Trust & EEAT Module

Evaluates trust and authority indicators

Depends on: context-pack

AI Citation Readiness Module

Measures likelihood of AI citation

Depends on: context-pack

Conversational Optimization Module

Assesses optimization for conversational AI

Depends on: context-pack

Output Layer

Output Surfaces

Dashboard, reports, and API endpoints for audit results

Aggregates from: 7 modules

System Understanding

InputAssembler

The InputAssembler collects raw data from multiple sources: website content, backlink profiles, entity information, and industry context. It structures this data into a format that can be processed by the audit modules.

ContextPack

The ContextPack is a unified representation of the brand's AI search profile. It combines all input data into a coherent context that audit modules can analyze. This is the central data structure that flows through the system.

Audit Modules

Seven specialized modules analyze different aspects of AI search visibility. Each module receives the ContextPack, performs its analysis, and produces scores, insights, issues, and recommendations.

Output Surfaces

The dashboard, audit views, and API endpoints aggregate results from all modules to provide a comprehensive view of the brand's AI search visibility. This is where users interact with the system and make decisions based on the audit results.