technical breakdown last crawled: this week · source: live client experiments
Generative Engine Optimization (GEO)
Index Progress & Audit Level
88%
Analyzing citation frequency in Perplexity and Google AI Overviews across 15,000 queries.
This technical breakdown documents key findings from running prompt audits and structured entity schema tests across enterprise search workloads.
Core Technical Hypotheses
Vector distance threshold decreases by 18% with structured JSON-LD.
LLMs favor direct Q&A headers over dense marketing narrative.
Implementation Snippet
schema-example.jsonld
{
"@context": "https://schema.org",
"@type": "TechArticle",
"name": "Generative Engine Optimization (GEO)",
"author": {
"@type": "Person",
"name": "Lalitesh Pawar"
}
}