AEO God Mode is a broad AEO optimisation and measurement toolkit, schema, crawler control, citation tracking, scoring. AI Data Layer builds a Wikidata-verified knowledge graph and turns your site into an agent-ready MCP server. Here's how they actually differ.
Both publish on your own domain, neither serves a copy from a third-party CDN, but they solve different problems. AEO God Mode is a broad optimisation-and-measurement toolkit: it generates and validates schema, controls which AI crawlers can access your site, scores each page on citability, and (on Pro) tracks whether ChatGPT and Perplexity actually mention you, at a lower price with a generous free tier. AI Data Layer goes narrower and deeper: it grounds the entities in your content against verified Wikidata IDs, connects them into a site-wide knowledge graph, and exposes that meaning as an agent-ready data layer, including a live MCP server assistants can query directly. If your priority is measuring and optimising AI-search performance at low cost, AEO God Mode leads; if it's publishing a verified, queryable knowledge layer, that's AI Data Layer.
An honest side-by-side, including where AEO God Mode does the job well.
| Capability | AEO God Mode | AI Data Layer |
|---|---|---|
| Where your data lives | Your own domain | Your own domain |
| Verified Wikidata entity grounding | Not included | QIDs + sameAs, uncertain dropped |
| Knowledge graph & entity registry | Not included | /entities/{id} pages |
| Topic clusters & semantic cohesion | Per-page citability/health scores | Community detection, site-wide |
| JSON-LD schema | Schema Engine, validated | Defers to your SEO plugin |
| /llms.txt | llmstxt.org spec + context | |
| Per-page Markdown (.md) + llms-full.txt | Not included | |
| Public REST API (/wp-json/ai/v1/*) | Not included | |
| Built-in MCP server (agent-ready) | Not included | /wp-json/ai/v1/mcp |
| AI crawler allowlist / robots control | 18 crawlers + robots.txt | Not included |
| AI crawler visit log | Not included | |
| Citation tracking & verification | 4 engines (BYOK) | Not currently |
| Per-page citability scoring | 10-signal per page | Site-wide cohesion score |
| AI referral traffic analytics | Pro | Not currently |
| Google Search Console integration | Pro | Not currently |
| E-E-A-T author schema | Pro | Not currently |
| Human review & approve workflow | One-click fixes / suggestions | Sign-off on every suggestion |
| SEO-plugin & WooCommerce aware | Conflict detector | No duplicate schema |
| Free option | Free forever, unlimited sites | Trial, 10 analyses, no card |
| Metering | AI credits for one-click actions | Per-analysis quota |
AEO God Mode works at the page-and-signal level; AI Data Layer works at the meaning-and-structure level.
AEO God Mode tunes and measures your existing pages, its Schema Engine auto-generates JSON-LD, its Content Gap Scanner finds missing markup or thin content, its editor panel scores each post on the signals that predict citation, and its Citation Tracker checks whether you appear in AI answers. It's the most complete AEO optimisation-and-measurement suite on WordPress, and it does that job well. AI Data Layer works at the meaning level instead: rather than scoring your pages, it extracts the entities inside them, verifies each one, and rebuilds the relationships between them into a knowledge graph, then publishes that graph in every format AI systems consume. Some teams run both, as we cover below.
AEO God Mode validates the shape of a page; AI Data Layer verifies the identity of the things it discusses.
AEO God Mode generates structured data, Article, FAQ, HowTo, Product, LocalBusiness, and validates it against Google's requirements. That's valuable, but it describes the shape of a page, not the verified identity of its subjects. AI Data Layer extracts 20–40+ entities per page and grounds each against Wikidata with a real QID and sameAs links, only when confidently matched, dropping uncertain ones rather than guessing. Those entities are reconciled site-wide into one canonical set, stored in a deduplicated registry, and published as public reference pages at /entities/{id}, with a topic-cluster map and a cohesion score on top. In plain terms: AEO God Mode says "this is a FAQ page about X"; AI Data Layer says "X is this specific, verified thing, and here's how it connects to everything else."
Beyond llms.txt and schema, AI Data Layer exposes infrastructure agents can call directly.
AEO God Mode publishes an llms.txt file and clean schema for crawlers to find. AI Data Layer does that too, then goes further: every site becomes its own Model Context Protocol server at /wp-json/ai/v1/mcp, so Claude, ChatGPT connectors, Cursor and Perplexity can connect and query it directly. Append .md to any URL for a clean, token-efficient version of the page (plus a whole-site /llms-full.txt), and public REST endpoints at /wp-json/ai/v1/* expose structured, queryable data. That's the difference between being readable by AI and being queryable by AI, and no competitor in this space currently exposes a live MCP server.