Module 5 · Answer Density

Answer Density Score

Score your content’s extractability for AI answers. MD5 change detection, multi-language answer classification, and bulk AJAX scanning.

Free to download · Bulk scanning · No API keys

Know exactly how AI-readable your content is

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0-100Extractability Score
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MD5Change Detection
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Multi-langAnswer Classification
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BulkAJAX Scanning

Know if AI can extract answers from your content

The Answer Density Score measures how easily an AI model can pull a useful answer from each post.

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Scoring

Content extractability scoring

Analyzes your content structure, paragraph density, heading hierarchy, and answer clarity. Scores from 0-100 how easily an AI model can extract a useful answer.

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MD5

Change detection

Content changes are tracked via MD5 hashing. Only modified posts are re-scored, keeping bulk scans fast and efficient even on large sites.

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Multi-lang

Multi-language answer classification

Detects and classifies answer patterns across multiple languages. Whether your content is in English, Chinese, Spanish, or Japanese — the scoring algorithm adapts.

Post/blog/aeo-guide/
Score92
ChangeNo
Languageen
Scanned2 min ago

Scan your entire site in seconds

Bulk AJAX scanning with algorithm versioning and per-post improvement suggestions.

Total posts142
Scanned138
Avg score76
Low (<50)12
High (>80)89
Algorithmv2.1
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Bulk

Bulk AJAX scanning

Scan all your posts and pages in a single batch. AJAX-based interface shows progress in real-time without page reloads or timeouts.

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Versioning

Algorithm versioning

Scoring algorithm is versioned. When the algorithm improves, you can re-scan with the new version and compare scores across versions to track content improvement.

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Insights

Content improvement suggestions

Low-scoring posts get specific recommendations: add headings, break up long paragraphs, include direct answers, or add FAQ sections.

How it works

Three steps from scan to improvement.

1

Scan content

Click the bulk scan button. SummitCite analyzes all published posts and pages using AJAX for real-time progress.

2

Get scores

Each post receives a 0-100 Answer Density Score. Low-scoring posts get specific improvement suggestions.

3

Improve & re-scan

Make content improvements based on suggestions. Re-scan to see your score improve. Track progress over time with algorithm versioning.

Frequently asked questions

Everything you need to know about Answer Density Score.

What is an Answer Density Score?

The Answer Density Score (0-100) measures how easily an AI search engine can extract a useful answer from your content. It factors in: heading structure, paragraph length, answer clarity (does the content directly answer questions?), FAQ presence, and content formatting.

How is the score calculated?

The algorithm analyzes your post’s HTML structure using DOMDocument: counts headings, measures paragraph density, checks for direct answer patterns (Q&A format), evaluates list usage, and assesses overall content structure. The result is a 0-100 score with sub-scores per category.

What does MD5 change detection do?

Each post’s content is hashed with MD5. On subsequent scans, only posts with changed hashes are re-analyzed. This makes bulk scanning fast — even on sites with thousands of posts, unchanged content is skipped instantly.

Does it work with non-English content?

Yes. The answer classification algorithm supports multiple languages including English, Chinese (Simplified/Traditional), Spanish, French, German, and Japanese. Language detection is automatic.

How can I improve my Answer Density Score?

Common improvements include: adding clear headings (H2/H3), breaking long paragraphs into shorter ones, including direct Q&A sections, adding FAQPage schema, and using lists for step-by-step content. SummitCite provides specific suggestions per post.

Score your content for AI extractability

Bulk scan all posts with real-time AJAX progress.

GPL v2+ licensed · 9 modules · No API keys · No limits