Search is no longer a list of ten links. A buyer asks Gemini for "reliable spice exporters in Maharashtra with FSSAI and ISO certification" and receives a synthesised answer naming three or four companies. Generative Engine Optimization is the discipline of making sure your brand is one of them.
Entity Recognition: The New Ranking Unit
Language models do not store pages; they store relationships between entities. Your company is an entity with attributes — location, certifications, commodities, capacity, clients, founder. The more consistently those attributes appear across the open web, the more confidently a model can name you.
- Consistency beats volume: identical legal name, address and certifications everywhere.
- Facts beat adjectives: "18,000 MT annual capacity" is retrievable; "leading exporter" is noise.
- Third-party corroboration: trade bodies, directories, news mentions and LinkedIn reinforce the entity graph.
Schema JSON-LD: Structure Your Facts
Schema is the cleanest machine-readable channel you control. A well-formed @graph links your Organization, Person, Product and FAQ entities under stable @id values so crawlers and models resolve them as one brand.
{
"@context": "https://schema.org",
"@graph": [
{ "@type": "Organization", "@id": "https://example.com/#org", "name": "Example Exports" },
{ "@type": "Person", "@id": "https://example.com/#founder", "worksFor": { "@id": "https://example.com/#org" } },
{ "@type": "FAQPage", "mainEntity": [{ "@type": "Question", "name": "Do you ship FOB Nhava Sheva?" }] }
]
}What Changes Compared to Classic SEO
| Signal | Classic SEO weight | GEO weight |
|---|---|---|
| Exact-match keywords | High | Low |
| Backlink volume | High | Medium |
| Structured data (JSON-LD) | Medium | Very high |
| Factual tables and specifications | Low | Very high |
| Entity consistency across the web | Medium | Very high |
| Original data and citations | Medium | High |
How B2B Companies Get Cited by AI Models
- Answer the exact buyer question in the first 40 words under a question-shaped H2.
- Publish comparison tables and specification data models can lift verbatim.
- Maintain an FAQ block with FAQPage schema on every commercial page.
- Cite your own sources — trade data, certifications, port statistics — so the model can verify.
- Keep pages fast and crawlable; retrieval pipelines skip slow or JS-locked content.
“In generative search, the winner is not the page that ranks first — it is the brand the model trusts enough to name.”
Mukul Niwal
B2B Digital Marketing Consultant & WordPress Developer specializing in Agri-Exports in Maharashtra.
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