Compare LLMs

Side-by-side comparison

The Compare LLMs view lets you pick any prompt and read how each of the 6 engines answered it. Brand mentions are highlighted green, competitor mentions in red, and inline citations are clickable.

What to look for

• Coverage gaps - which engines mention you and which don't? If ChatGPT recommends you but Claude doesn't, that's a signal.
• Position - are you mentioned first, in the middle, or as an afterthought?
• Framing - is the engine describing you accurately? Are there outdated claims?
• Citation sources - which pages are engines citing as evidence? Are they citing your site or someone else's?

Diff between runs

Compare the latest response with a previous run to see exactly what changed - added sentences, dropped sentences, rephrased sections. This is how you track whether your content improvements are actually changing what AI engines say.