Practical Tactics for AI Visibility

Structure for Machine Reading. AI systems parse content differently than traditional search crawlers.

They’re looking for clear, hierarchical information that directly answers questions. This means:

• Lead with conclusions, then provide supporting detail
• Use descriptive headers that work as standalone answers
• Include definitions and first-principles explanations
• Structure data in easily extractable formats (tables, lists, schemas)

Become the Canonical Source. LLMs are trained on and prefer authoritative sources. You can’t fake this, but you can build it:

• Publish original research, data, and analysis
• Create comprehensive guides that become category-defining
• Build tools and calculators that generate unique, citable outputs
• Maintain historical data that others will reference

Optimize for Question-Answer Patterns. Unlike traditional SEO targeting keywords, LLM optimization means understanding question formulations:

• Create content that explicitly answers “how,” “why,” “what is,” “when should”
• Include multiple phrasings of the same question
• Provide comparative analyses (“X vs Y”, “alternatives to Z”)
• Address edge cases and exceptions that simple answers miss

Fresh Signals Matter More. LLMs with search capabilities prioritize recency for time-sensitive queries:

• Regularly update cornerstone content with new information
• Publish timely takes on industry developments
• Maintain changelog and update timestamps
• Create content that explicitly addresses current events in your domain

Build for Citation Worthiness. When Perplexity or ChatGPT cites sources, they’re evaluating trustworthiness:

• Include author credentials and publication dates
• Link to primary sources and research papers
• Provide methodology for any claims or data
• Use precise, verifiable language rather than marketing speak

The Unique Value Play LLMs synthesize across sources, so generic content gets absorbed and anonymized. To maintain visibility:

• Offer proprietary data no one else has
• Provide unique access (interviews, behind-the-scenes, exclusive research)
• Create interactive tools that require visiting your site
• Build community knowledge that can’t be scraped