Give Google and AI Models an Unambiguous Set of Facts
Building the entity clarity and structured facts that Google's Knowledge Graph and AI models actually rely on before they'll trust and cite a source.
Get a Free CheckPart of the full Generative Engine Optimization service. See everything included there.
What's Actually Involved
Entity Definition & Disambiguation
Making it unambiguous who you are and what you do, especially when your name or niche overlaps with other entities.
Organization & Person Schema
Structured data that states core facts explicitly, so models extract them directly instead of inferring.
Wikidata & Wikipedia Eligibility
Where genuinely eligible, building toward a presence in the sources several AI systems and the Knowledge Graph draw from directly.
Cross-Platform Consistency
The same core facts stated identically across your site, social profiles, and third-party listings.
Entity Confusion Audit
Checking whether Google or AI models currently confuse you with a similarly-named entity, and fixing it.
Clear Pricing, Confirmed After a Real Check
Exact scope depends on your current setup and competitive landscape, confirmed after a free audit, not sold as a generic package.
No package sold before a real look at your specific situation.
How This Actually Runs
HOW IT WORKS How This Actually Runs
Checking how Google and AI models currently identify your business, and whether any confusion exists.
Establishing clear, consistent core facts and implementing Organization and Person schema.
Pursuing Wikidata or other eligible third-party presence and confirming consistency across platforms.
Is This Actually What You Need?
Good fit
- Your brand name or niche overlaps with other, better-known entities
- You want clearer, more confident identification by Google and AI models
- You already have consistent core facts ready to formalize into structured data
Not the right fit yet
- You’re a brand new business with no track record or third-party mentions yet
- You expect a guaranteed Wikipedia page or Knowledge Panel regardless of eligibility
- You have no interest in implementing structured data at all
Questions I Get Asked
01 What is entity optimization?
It's making the core facts about who you are, what you do, and who you serve unambiguous to Google and AI models, so they can confidently identify and cite you.
02 What is a knowledge graph?
Google's Knowledge Graph is a database of entities and their relationships. Being clearly represented in it helps both traditional search and AI models trust facts about your business.
03 Can every business get a Wikidata or Knowledge Panel presence?
No, eligibility depends on notability and verifiable sourcing. Where you're not yet eligible, the same entity-clarity work still improves how confidently AI models cite you.
04 How much does entity optimization cost?
A one-time entity optimization project is ₹35,000, confirmed after an entity confusion audit.
Adjacent Services
All services →Get a Free Entity Confusion Check
Send your business name and I'll check how clearly Google and AI models currently identify you.