AI Readiness Report — Explained
This page explains how we generate and interpret your AI Readiness Report. It outlines the data sources, scoring, and what each section means for your brand’s AI visibility.
What we analyze
- LLM visibility: how often models like ChatGPT, Gemini, Claude, and Perplexity cite your brand
- Coverage: the breadth and depth of referenced pages across your site and key domains
- Sentiment: recent tone of AI answers mentioning your brand
- Competitor landscape: who else is cited for the same topics and pages
How scoring works
Scores combine frequency of mentions, quality of citations (authority and intent), and recency. We normalize results across models and time windows to provide comparable metrics.
Improving your score
- Strengthen high‑impact pages with clear, up‑to‑date content
- Earn citations on relevant third‑party domains (reviews, analysts, comparisons)
- Ensure consistent branding and canonical URLs
- Track changes weekly and iterate based on the opportunities surfaced
Questions? Email support@llmscout.co.