Generative Engine Optimization (GEO)
Format & Structure Content for Direct AI Engine Citations
We format high-value content for language model retrieval, embed clear Schema.org entity graphs, and align copy with commercial conversational queries.
“Will ChatGPT, Perplexity, and Claude cite your brand as an industry reference?”
What we deliver
Concrete, production-ready assets engineered and deployed during this sprint.
AI Citation Audit & Gap Analysis
Forensic benchmarking of your brand’s citation frequency and ranking across ChatGPT, Perplexity, and Claude compared to top competitors.
Semantic Content Formatting
Re-engineering core content with semantic hierarchy, structured factual claims, and clear tables optimized for LLM retrieval and citation.
Entity Co-Occurrence Optimization
Strategic entity association linking your brand to high-authority industry nodes and knowledge bases to establish verified topical authority.
Conversational Query Mapping
Mapping commercial multi-turn conversational queries and prompt intent patterns to high-converting landing pages and proof assets.
How the sprint runs
A structured four-phase delivery cycle from initial audit to live citations.
Entity & Knowledge Graph Audit
Map your current brand representation across OpenAI, Anthropic, and Perplexity knowledge graphs.
Structured Content Formatting
Reformat high-value pages with clear semantic hierarchies and verifiable claims AI models can cite.
Authority & Citation Seeding
Earn citations on authoritative industry publications that feed directly into web retrieval sets.
Prompt Testing & Monitoring
Run recurring benchmark tests across core commercial queries to measure citation frequency and accuracy.
Entity & Knowledge Graph Audit
Map your current brand representation across OpenAI, Anthropic, and Perplexity knowledge graphs.
Structured Content Formatting
Reformat high-value pages with clear semantic hierarchies and verifiable claims AI models can cite.
Authority & Citation Seeding
Earn citations on authoritative industry publications that feed directly into web retrieval sets.
Prompt Testing & Monitoring
Run recurring benchmark tests across core commercial queries to measure citation frequency and accuracy.
Other capabilities in AI Search Optimization
Explore complementary services within this practice area.
Answer Engine Optimization (AEO)
Optimize for Google AI Overviews and Perplexity summaries using structured answer-first copy, concise bulleted answers, and verified FAQ schema.
AI Optimization & Knowledge Graphs (AIO)
Structure comprehensive enterprise knowledge graphs to ensure search engines and conversational assistants retrieve complete, factual information about your offerings.
AI Search Strategy & Governance
A clear roadmap to integrate traditional SEO with generative search optimization, evaluate AI referral traffic, and maintain brand accuracy across frontier models.