Optimize structured data for AI entity recognition

Structured data is the primary machine-readable signal that tells AI systems what an entity is.

Optimizing entity recognition when schema is the bottleneck to AI citations.

• · Target URL or HTML page content
• · Business type and entity category (Organization, LocalBusiness, etc)
• · Entity properties (name, URL, logo, address, sameAs)

• · Detected JSON-LD schemas with validation status
• · Missing recommended schemas per business type
• · Ready-to-use JSON-LD code blocks (copy-paste ready)

• · Python
• · fetch_page.py script

• · Access to page HTML (WebFetch strips JSON-LD; use fetch_page.py instead)
• · Understanding of Schema.org types for business

• · JavaScript-injected schema may face delayed AI crawler processing
• · Incomplete organization schema misses authority signals (sameAs links)
• · Schema validation passes but AI crawlers ignore malformed nested objects

• · Step-by-step guide