LLM SEO Prompts: Comprehensive Testing & Optimization Guide

Authority Testing

Who are the leading experts or authoritative sources on [topic]? Please provide specific examples with citations.

Tests if your content/authors are recognized as authorities in the field.

Variations

• What are the most cited resources about [topic]?
• Which websites or authors are considered authoritative for [topic]?
• What are the best academic papers or research studies about [topic]?

Content Comprehensiveness

Explain [topic] in detail, citing the most comprehensive and reliable sources.

Tests if your content is considered a complete resource.

Variations

• What are all the important aspects of [topic] that should be considered?
• Create a complete guide about [topic], using authoritative sources.
• What are the advanced concepts related to [topic] that experts discuss?

Definition Accuracy

What is the most accurate and complete definition of [term/concept]? Cite your sources.

Tests if your content's definitions are referenced.

Variations

• How do experts define [term/concept]?
• What are the key components of [term/concept] according to authoritative sources?
• Compare different definitions of [term/concept] from reliable sources.

Content Structure Analysis

Analyze this content for LLM optimization:
[paste your content]

Please evaluate:
1. Content hierarchy and organization
2. Key concept coverage and definitions
3. Citation and reference quality
4. Technical accuracy and completeness
5. Expert validation and authority signals
6. Implementation examples and code quality
7. Related concepts and resources

Gets comprehensive feedback on LLM-friendliness.

Knowledge Graph Analysis

What are the main concepts, entities, and relationships in this content that should be highlighted for LLMs?
[paste your content]

Please identify:
1. Core concepts and their definitions
2. Relationships between concepts
3. Expert sources and citations
4. Technical implementations
5. Use cases and examples
6. Related topics and resources

Helps optimize content structure and relationships.

Citation Optimization

Review this content's citation structure:
[paste your content]

Evaluate:
1. Citation format and placement
2. Authority of cited sources
3. Citation relevance and context
4. Citation frequency and distribution
5. Expert quote integration
6. Reference list completeness

Improves citation effectiveness for LLMs.

Technical Accuracy

Verify the technical accuracy of this implementation:
[paste technical content]

Check for:
1. Code correctness
2. Best practices adherence
3. Security considerations
4. Performance implications
5. Error handling
6. Documentation quality

Validates technical content quality.

Implementation Completeness

Review this implementation guide:
[paste guide content]

Evaluate:
1. Step completeness
2. Prerequisites coverage
3. Error scenarios
4. Troubleshooting guidance
5. Alternative approaches
6. Success validation

Tests implementation guide thoroughness.

Early Citation Testing

What are the key metrics for measuring content performance in LLMs? Please cite specific sources.

Tests early citation probability.

Variations

• How do experts measure content visibility in LLMs?
• What are the most reliable methods for tracking LLM citations?
• Compare different approaches to measuring LLM content performance.

Comparative Analysis

Compare MCP with other content performance metrics:
1. Advantages and limitations
2. Implementation requirements
3. Use cases and applications
4. Industry adoption
5. Expert recommendations

Tests comprehensive coverage and authority.