9 articles
Agent Streaming Output Documentation Spec: Events, Errors, Partial State
Vendor-neutral specification for documenting AI agent streaming output: event taxonomy, partial state, error frames, cancellation, and resume semantics.
Real Estate Brokerage GEO Case Study: Earning ChatGPT Citations for Local Property Queries
Real estate brokerage GEO case study: how a mid-size firm grew ChatGPT and Perplexity citations 4x for local property queries in 90 days.
AI Platform Citation Mix Strategy
Portfolio framework for AI platform citation mix: allocate GEO effort across ChatGPT, Perplexity, Gemini, Claude, and Copilot by source bias.
What Is Citation Worthiness? The Trait AI Engines Reward
Citation worthiness is the composite trait — authority, specificity, extractability, freshness — that determines whether AI engines cite your content.
AI Search Multilingual Citation Patterns: How ChatGPT, Perplexity, and Gemini Cite Non-English Sources
Reference for multilingual AI citation patterns across ChatGPT, Perplexity, Gemini, and AI Overviews, covering language effects on source selection and trust.
Canonicalization for AI Answers: Avoiding Duplicate and Conflicting Sources
Canonicalize duplicate and conflicting sources so AI answers cite the right URL. Practical playbook with rel=canonical, redirects, sitemap, and update policies.
HTML semantic structure for AI readability: headings, lists, and tables
Reference for semantic HTML that AI systems read well: heading order, lists, tables, definition patterns, and the anti-patterns that cause AI to extract the wrong answer.
Vector Embedding Optimization Specification for GEO: Writing Content That Survives Semantic Retrieval
Writer-facing specification for vector embedding optimization: chunkable structures, anchor sentences, and metadata enrichment that survive RAG retrieval and dense vector search.
AI Crawler Log Pipeline Framework: From Raw Server Logs to Citation Attribution Dashboards
Framework for piping AI crawler logs (GPTBot, ClaudeBot, PerplexityBot) into citation attribution dashboards: schema, enrichment, reporting metrics.