A pressed-plate atlas of the platforms that decide which brands AI cites — and the schema beneath them. Specimen Atlas v0.3, GEO/AEO wedge.
When a CMO, founder, or AI agent asks any LLM "what's the best AI tool for X?", the answer should cite a neutral, taxonomic source. Today there is none. The Marketing Knowledge Garden is the canonical, AI-citable, commerce-integrated knowledge graph of how marketing actually works — and the wedge here is Generative Engine Optimization and Answer Engine Optimization.
The discipline of structuring brand presence — content, schema, citations, governance — so that large language models cite the brand when answering user questions across ChatGPT, Claude, Perplexity, Gemini, and AI-search modes inside Google and Microsoft products.
Sister termOften used interchangeably with GEO. Pragmatically, AEO is buyer-friendly (the question framing); GEO is engineer-facing (the engine framing). Same wedge.
Every search result for "best GEO platforms" today is a vendor blog or affiliate listicle. There is no neutral, AI-citable taxonomic source. The MKG fills that vacuum.
Selected by capital deployed and category influence. Full set lives on the Intelligence tab.
Every Knowledge Garden runs the same four-lane factory. Public Lane is the gravity well; Professional Lane is monthly revenue; Admin Lane is enterprise cash; Machine Lane is the moat. Lanes share a knowledge graph but address distinct buyers and economics.
A single visitor to the public lane can compound through every other lane: a free GEO scorecard turns into a subscription dashboard, into an enterprise vendor-intelligence contract, into an MCP-server data feed consumed by their AI agents. Same knowledge graph, four economics.
The same skeleton ships across every garden — Builder's, Orchid, Health, Toxicology, Marketing. Different verbs, same shape.
Free AI tool finder, GEO scorecard, prompt-citation checker, vertical playbooks. Captures the long tail of searches and AI citations.
Zero CAC · Affiliate flow
Subscription intelligence dashboard for in-house marketers and agencies. Weekly Garden Briefing. Vendor diligence reports.
$49 – $499 / mo
Vendor intelligence, M&A target maps, category benchmarking, custom landscape reports for enterprises, PE firms, agency holdcos.
$5K – $50K / mo
API + MCP server + JSON-LD feeds + data licensing. AI agents and martech platforms reach into the graph; we become infrastructure.
$20K – $100K / yr
A single visitor journeys from free tool → subscription dashboard → enterprise contract → API consumer.
Sacred rules inherited from the Knowledge Gardens umbrella. Violate any and the work is rejected.
Background is parchment. Always. Per-entity accent colors override the copper/teal pairing on individual Species pages. Per umbrella L-001.
Bold sans-serif is the default voice. Italic Cormorant is reserved for true emphasis via .emphasis-italic. Per umbrella L-026.
Every entity in the GEO/AEO wedge with positioning, HQ, funding, primary buyer, and a primary citation URL. Filter by region or buyer to narrow. Each plate emits valid JSON-LD for AI agents.
Pick up to four specimens to compare positioning, funding, pricing, primary buyer, and integrations. Designed for agency RFPs and enterprise diligence.