What the score measures
CiteReady scores eight weighted areas made of 48 individual signals, across Technical SEO, AI Accessibility and Citation Readiness. The model was built and checked against 197 real pages across five live sites, in English and Tamil.
What it cannot know
Whether an AI system cites a page depends on things no local audit can observe:
- How and when each crawler actually visits your site.
- Content built by scripts after the page loads.
- Changes to AI models, their retrieval systems and their sources.
- Competition from other pages on the same subject.
No affiliation
CiteReady is an independent product by HappyCoders. It is not affiliated with, endorsed by or sponsored by OpenAI, Google, Microsoft, Anthropic or Perplexity. ChatGPT, GPTBot, Google AI Overviews, Googlebot, Google-Extended, Chrome, Edge, Bingbot, Claude, ClaudeBot, Perplexity and PerplexityBot are trademarks of their respective owners, named only to describe what the audit checks.
Not professional advice
Findings and suggested fixes are general guidance. Review them against your own site, audience and goals before making changes. Overlaps between pages are flagged for review; CiteReady never recommends merging pages automatically.
Accuracy
We test the audit carefully, but pages vary widely and some will be read imperfectly. If a finding looks wrong, tell us and include the URL.
Contact
Happycoders Private Limited, 8/275, Selvin Street, Karungulam, Thoothukudi, Tamil Nadu 628615, India. Email info@happycoders.in or call +91 87789 05772.