content-optimization-ai

Fact Density

The ratio of extractable facts to total content length—content's signal-to-noise ratio for AI.

Use Cases

Technical Documentation

Pack specifications, limits, and requirements into dense, extractable format without explanatory padding

Product Information

Present features, specifications, and pricing as concentrated facts rather than marketing narrative

FAQ Optimization

Ensure answers deliver maximum factual content in minimum words

Policy Documentation

State rules, requirements, and limits directly without excessive context or justification

Research Summaries

Lead with findings, numbers, and conclusions—context can follow

Comparison Content

Dense feature comparisons and verdicts rather than lengthy pros/cons narratives

Key Metrics

1

Facts Per 100 Words

Count extractable, specific facts per 100 words of content. Higher is better. Measure against baseline and top-performing content.

2

Filler Word Ratio

Count filler words and qualifiers as percentage of total words. Lower is better.

3

Number Density

Count specific numbers, dates, percentages per 100 words. Numbers are high-value facts.

4

Sentence Value Score

Percentage of sentences containing at least one extractable fact. Every sentence should earn its place.

5

Compression Test

How much shorter can the content be while preserving all facts? Large compression potential indicates low density.

6

AI Extraction Rate

When AI summarizes your content, what percentage of your facts appear in the summary? Higher indicates better fact prominence.

How LLMs Interpret This

Examples

1

Example 1

2

Example 2

3

Example 3

Export Structured Data

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Details

Category
content-optimization-ai
Type
metric
Level
intermediate