Utility

LUMEN

Basic AEO & GEO Readiness

Source Payload HTML / JSON-LD

Awaiting Payload

Input source code to evaluate 14 critical parameters across structural density, entity disambiguation, and generative engine authority signals.

Diagnostic Score

0/100

Answer Engine Optimization (AEO)

Generative Engine Optimization (GEO)

What’s Next? Beyond On-Page Code

On-page code optimization covers baseline extractability. Complete authority requires addressing off-page entity footprints, crawler access, positioning, and engine-specific behaviors.

1. Audit & Unblock AI Crawl Access

Robots.txt: Verify user-agents like GPTBot, PerplexityBot, ClaudeBot, and OAI-SearchBot are not disallowed.
Bing Webmaster Tools: ChatGPT Search relies on Bing’s live index; submitting sitemaps to Bing is a prerequisite for ChatGPT citations. Further ensure that OAI-SearchBot can access the content you want surfaced.
llms.txt: Consider publishing a concise /llms.txt file that gives AI agents a curated map of your most important pages, documentation, products, policies and authoritative resources. Treat this as an emerging discoverability convention—not a replacement for robots.txt.
XML Sitemap: Keep sitemap.xml current and submit it through major search-engine webmaster tools.
Technical Access: Verify that HTTPS, CDN/WAF rules, authentication, rate limiting, and bot protection do not unintentionally return 403/429 responses to legitimate AI crawlers.

2. Optimize Content Position (First 30% Rule)

Front-Load Answers: 44.2% of LLM citations originate from the first 30% of page text. Place self-contained summary blocks in the first 60–100 words.
Structural Elevation: Move key interrogative H2s and data tables higher up in the DOM hierarchy.

3. Build External Entity Authority & Footprints

Directory & Review Listings: 42% of AI citations reference third-party directories. Align NAP data across Wikidata, Wikipedia, Crunchbase, G2 and Capterra. Standardized NAP data across authoritative sites allows AI models to disambiguate your business from others with similar names and confidently summarize your business location, contact details or operational status for users.
Community Footprint: Establish active brand presence on Reddit and Quora to feed vector databases and AI knowledge graphs.
Domain Authority: Scale referring domain count (sites with >32k referring domains are 3.5× more likely to be cited by ChatGPT).

4. Tailor Strategies to Specific Engines

ChatGPT: Focus on Bing indexing and commercial/product page schema.
Perplexity AI: Optimize for deep, research-heavy explainers with high statistical density.
Google AI Overviews: Target top-10 traditional organic rankings and direct schema markup (FAQPage, Product).

5. Establish Tracking & Dark Funnel Attribution

Prompt Auditing: Monitor a benchmark set of 25–50 target prompts across engines weekly to track AI Citation Frequency (AICF).
GA4 Analytics: Set up custom referral views for traffic from chatgpt.com, perplexity.ai, claude.ai, and gemini.google.com.