Entity layer
Resolve the brand to a single, unambiguous entity.
Before an LLM can cite you, it has to know who you are vs. every other string of text with the same name.
What we ship
- Align NAP across Wikidata, LinkedIn Company, Crunchbase, GitHub and the corporate site
- Ship Person + Organization JSON-LD with disambiguatingDescription
- Cross-link founder ↔ company entity with worksFor / employee
- Get listed in 3–5 industry directories LLM crawlers index heavily
Worked example · EU enterprise IT · 3 weeks
Entity layer alone — no new content — moved tracked AI-engine citations from 4 to 11 across a 40-prompt basket. The brand was finally resolvable.
Anti-pattern
Five different brand spellings across LinkedIn, Crunchbase and your own footer. The model hedges and picks a competitor with cleaner identity.