Pillar 4: Generative Engine Optimization

GEO & AI Search Readiness Analyzer

Audit how search agents, LLM retrieval pipelines, and AI search engines ingest, cite, and understand your website.

Run a GEO & AI Readiness Scan

Demo Presets:

Evaluated GEO Signals

Verifiable architectural checks without unsubstantiated ranking guarantees.

/llms.txt & /llms-full.txt Manifest Discovery

Actively verifies whether the target origin serves a valid llmstxt.org markdown manifest with an H1 title, summary blockquote, and curated documentation links.

Impact: Enables zero-friction ingestion by modern LLM developer agents and search engines.

AI Search vs Training Crawler Governance

Parses robots.txt to clearly differentiate live citation crawlers (OAI-SearchBot, PerplexityBot) from foundational model training scrapers (GPTBot, CCBot, Bytespider).

Impact: Allows website owners to make informed crawl policy decisions without losing AI citations.

Server-Side Rendering (SSR) Retrieveability

Detects whether core text content exists in the initial raw HTML response or if the page is an empty client-side render (CSR) shell requiring JavaScript execution.

Impact: Protects content from being missed by lightweight AI retrieval agents that do not run headless browsers.

Verifiable Citation & Authority Anchors

Audits author entity markup, publication/modification timestamps, and external primary source citations.

Impact: Provides the factual verification signals that RAG pipelines require to assign high citation weight.