AI Search Desk

Original research, benchmarks, and reports on AI search visibility, citations, and AEO performance.

Lost in Translation

Lost in Translation

A quantitative analysis of source language alignment across LLMs, based on 7 million AI-generated citations.

Your SaaS authority ends at the border

Your SaaS authority ends at the border

We tracked more than 1 million AI source citations for the software industry across 12 countries. 81–93% of cited domains never appear outside a single market.

Same question, different sources

Same question, different sources

We gave the same prompts to five AI models and analyzed over 2 million cited sources. The models cited almost entirely different sources.