LLM Citation Readiness

A scoring audit: how ready is this page to be found, extracted, and cited by LLM-based search (AI Overviews, AI Mode, ChatGPT search, Perplexity)? Honest framing: readiness improves the controllable inputs — clarity, citability, discoverability. It does not and cannot guarantee citation.

Inputs

• Required: target URL(s) or pasted page content, brand name
• Optional: competitor URLs for comparison scoring

Data pulls

Deterministic baseline (model-agnostic, always run this first):

python scripts/citation_score.py --url <page> --format text