Methodology

How we score your content

A transparent look at the signals, weights, and scoring model behind every Amisora audit.

Composite Score

Four dimensions, one score

Your overall AI visibility score is a weighted composite of four sub-scores, each measuring a different aspect of answer-readiness.

35%

Answerability

How directly and completely your content answers likely user questions. Measures atomic answer presence, key facts, definitions, and step-by-step instructions.

25%

Citation Readiness

How well your content supports being quoted as a source. Evaluates quotable snippets, source references, factual structure, and numeric data.

20%

Ambiguity Risk

How clearly your content identifies and disambiguates entities. Checks for entity ambiguity flags, missing entity definitions, and missing information gaps.

20%

Extractability

How easily AI engines can pull structured information from your page. Analyzes heading structure, JSON-LD schema, FAQ/HowTo markup, and content organization.

Score Dimensions

Seven dimensions of answer-readiness

Beyond the four composite dimensions, every audit also reports these additional metrics.

AI Visibility (composite)
Answerability
Citation Readiness
Ambiguity Risk
Extractability
Entity Density
Overall Answer-Readiness

Entity density is measured as a ratio per 100 words rather than a 0-100 score. All other dimensions are scored on a 0-100 scale.

Signal Breakdown

30+ signals across three layers

Every audit checks signals at the diagnostic, structural, and derived metric levels.

Diagnostic Checks

  • Definition completeness
  • Step-by-step instructions
  • Numeric data presence
  • Source citations
  • First paragraph strength
  • Entity ambiguity
  • Missing entity definitions
  • Content structure quality
  • Title effectiveness
  • JSON-LD schema
  • FAQ schema

Structural Signals

  • JSON-LD presence
  • FAQ markup
  • HowTo markup
  • Word count
  • H1 tag
  • Heading hierarchy
  • Images without alt text
  • Internal link count
  • External link count

Derived Metrics

  • Confidence score
  • Missing information count
  • Ambiguity flags count
  • Key facts count
  • Quotable snippets count
  • Definitions count
  • Steps count
  • Atomic answer presence
  • Entity density
  • Schema bonuses
Domain Scoring

Page-type weighted domain scores

Your domain-level score isn't a simple average. Pages are weighted by type so your most important content has the most impact.

Homepage

Highest weight

Your homepage sets the baseline for domain authority and brand signals.

Core Pages

High weight

Key product, service, and pillar content pages that drive the most value.

Secondary Pages

Standard weight

Blog posts, support articles, and supplementary content.

Credit Efficiency

No wasted credits on unchanged pages

Amisora caches audit results for 7 days. If your page content hasn't changed, re-scanning reuses the cached result at no credit cost.

7-day intelligent caching

Same content = reuse results. Your credits are only spent when there's something new to analyze.

See your scores in action

Run a free audit and see exactly how your content scores across all seven dimensions.

Start Free Audit