Citation Landscape Benchmark

We treat our own site as a benchmark domain and publish the aggregate findings. This page updates as the pipeline dataset grows.

What we will measure

• Average visibility score per vertical.
• Most common citation gaps.
• Platform distribution (ChatGPT vs Google AI Overviews vs others).
• Structural blockers (crawlability, JS-rendered blind spots, schema gaps).

Methodology

Sample domains are chosen without cherry-picking. The crawler reports what it can reach and flags JS-rendered blind spots. Every result is labeled by pipeline version and run date, and each measured citation is marked verified, unverifiable, or fabricated — we never launder an unconfirmed citation into a clean number.

What this benchmark is not

• Not a ranking or citation guarantee for any site, including ours.
• Not a single vanity score — it's a dated, reproducible snapshot.
• Not a substitute for a scan of your own domain.

Context

The metrics on this page — visibility score, structural blockers, and platform distribution — reflect the measurements described in the pages below. Read them to understand what each number means before drawing conclusions from any future snapshot.

• Scan methodology — how each finding is measured
• How to show up in ChatGPT — the three levers the benchmark tracks
• Bing rank and AI citations — why platform distribution matters

Want your own numbers instead of an aggregate? Run a free visibility scan — no account, no card.