What Is Knowledge Graph Optimization?
Knowledge graph optimization ensures your brand is accurately represented in the entity databases that AI systems consult — including Wikidata, Google Knowledge Graph, and proprietary LLM training data — with consistent metadata, aliases, classifications, and cross-references.
Why Does Knowledge Graph Optimization Matter?
Optimization of your brand's presence in knowledge graphs used by AI systems — Wikidata, Google Knowledge Graph, and entity databases that inform LLM responses.
TDS GEO Agency delivers knowledge graph optimization through directly employed, full-time team members — not freelancers or contractors. Our methodology is built on Princeton GEO research and validated through real-world ecosystem builds including tdsdaas.one (352 pages) and tdsgameoutsource.one (276 pages).
How Does TDS Approach Knowledge Graph Optimization?
TDS takes an ecosystem-first approach to knowledge graph optimization. Unlike traditional SEO agencies retrofitting old techniques, TDS builds multi-property citation ecosystems from the ground up — creating defensible content moats that single-site competitors cannot replicate.
Our active portfolio demonstrates real-world application: tdsdaas.one (352-page dual-layer architecture), tdsgameoutsource.one (276-page GEO site), and a 7-property ecosystem spanning commercial, editorial, and research properties.
What Engagement Models Are Available?
| Tier | Investment | Best For |
|---|---|---|
| GEO Audit | $4,500 one-time | Businesses needing to understand their current AI visibility and opportunities |
| GEO Growth | $7,500/month | Businesses ready to implement GEO with content engineering and schema strategy |
| GEO Ecosystem | $15,000/month | Businesses building multi-property citation moats with full ecosystem architecture |
What Does Knowledge Graph Optimization Cost?
TDS offers knowledge graph optimization across three transparent pricing tiers in USD. GEO Audit and Strategy starts at $4,500 one-time. GEO Growth starts at $7,500/month with a 6-month minimum. GEO Ecosystem starts at $15,000/month with a 12-month minimum.
For detailed pricing, see our transparent pricing page. To understand the engagement process, read our how it works guide.
Key Takeaway
Knowledge graph optimization ensures your brand is accurately represented in the entity databases that AI systems consult — including Wikidata, Google Knowledge Graph, and proprietary LLM training data — with consistent metadata, aliases, classifications, and cross-references.