How Scanpire Evaluates Your Website
Understanding how Scanpire assesses your website is key to improving visibility, citations, and interactions across the AI-driven web. We use a comprehensive 7×5 matrix framework to measure your Total AI Readiness.
The AI Readiness Matrix
SCANPIRE's comprehensive analysis framework evaluates your website across 7 foundational categories that feed into 5 AI optimization pillars, creating a complete picture of your AI readiness.
5 AI Optimization Pillars
AI Content Preferencing
How well your content can be understood, quoted, and attributed by AI systems. Measures content clarity, factual density, and citation-worthiness for AI summarization.
Generative LLMO (AEO & GEO)
How optimized your site is for Large Language Model discovery and recommendation. Evaluates LLM-specific optimization factors like crawl accessibility and AI bot permissions.
Agentic & MCP Interoperability
How well AI agents can navigate, interact with, and take actions on your site. Assesses API availability, programmatic access patterns, and agent-friendly navigation structures.
AI Technical Compatibility
How effectively your site's technical markup enables AI comprehension. Evaluates schema.org structured data, semantic HTML, metadata quality, and machine-readable signals.
AI Channel & Device Delivery
How consistently your content performs across AI-powered interfaces and devices. Measures cross-platform compatibility including voice assistants, smart displays, and mobile AI.
7 Scanner Categories
Information Architecture & Structured Data
How content is organized for AI parsing, machine-readable content markup and meta data contextualisation
Traditional SEO & Discoverability
Crawlability, indexation signals, E-E-A-T for search engine optimization
Accessibility, Readability & User Experience
Inclusive human and AI access and WCAG compliance
Trust, Authority & Credibility
AI ready semantic markup, Q&A formatting, Intent matching
Technical & Site Performance
AI ready trusted tonality, Contextual relevance, Declarative statements
Programmatic Interactivity
API exposure, JSON-LD, Action schema and non-blocking agent readiness
Device & Omnichannel Responsiveness
Responsive, performant, mobile, tablet, screen and channel compatibility
Understanding Your Scores
Scanpire provides multiple score types to help you understand your AI readiness at different levels of detail.
Total AI Readiness
Your overall score representing comprehensive AI optimization status. This is the grand average of all 35 cells in the 7×5 matrix - one number summarizing how AI-ready your entire site is.
Pillar Averages
The average of all 7 category scores for each pillar (column averages). Shows overall strength of that pillar across all assessment areas.
Category Averages
The average of all 5 pillar scores for each category (row averages). Shows how well each category performs across all AI evaluation dimensions.