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. Current snapshot is illustrative until a real run exists.

What we measure

• Average visibility score per vertical.
• Most common citation gaps.
• Platform distribution (ChatGPT vs Google AIO).
• Structural blockers.

Methodology

Sample domains are chosen without cherry-picking. The crawler reports what it can reach and flags JS-rendered blind spots. Results are labeled by pipeline version and date.