Reverse Engineering Competitors: Decompile, Ghost Audit, and Simulate | AiVIS Cite Ledger Blogs

By · · 6 min read · STRATEGY

You want to know why they get cited and you do not. The reverse engineering tools show you their structural DNA without guessing.

Key Takeaways

  • Decompile extracts complete structural blueprints: schema, headings, links, entities, and content organization from any URL.
  • Ghost Audit runs a full SSFR evaluation on competitor pages using the same pipeline as your own audits.
  • Simulate models how ChatGPT, Perplexity, Gemini, and Claude would evaluate and cite a specific page.
  • The practical workflow: decompile structure, ghost audit performance, simulate platform behavior, compare with your own audit.

Article

Competitor tracking tells you the scores. Reverse engineering tells you why.

When you need to understand exactly why a competitor's page gets cited and yours does not, the reverse engineering suite breaks their page structure into its component parts. No guessing. No inference from public metrics. Direct structural decomposition.

AiVIS Cite Ledger includes three reverse engineering tools: Decompile, Ghost Audit, and Simulate.

Decompile

Decompile takes a URL and extracts every structural element that matters for AI visibility. It is not a full audit. It is a focused extraction that shows you the raw building blocks of a competitor's page.

You get their complete schema markup inventory. Every JSON-LD block, every microdata tag, every RDFa attribute. You see their heading hierarchy mapped out. Their internal and external link structure. Their content organization patterns. Their entity definitions.

The output is not a score. It is a structural blueprint. You can see exactly what schema types they use, how their author entities are defined, whether they have FAQ markup, how their breadcrumbs are structured, what their meta configuration looks like.

This is the raw material for building a better version. Not copying their content. Understanding their structural architecture and building yours to be more complete.

Ghost Audit

Ghost audit runs a visibility evaluation on any URL without the target site knowing. It uses the same headless browser crawl and SSFR evaluation pipeline as a regular audit but the target is a competitor's page, not yours.

The result gives you their approximate visibility score, their SSFR evidence breakdown by category, their platform-specific readiness signals, and the recommendations that an AI model would generate for their page.

This is intelligence. You know their structural strengths and weaknesses. You know which SSFR categories they pass and fail. You know what an AI model would advise them to fix. That tells you where they

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