LR LLM Results

Answer Engine Monitoring

AI answers change as models, indexes, and prompts shift, so visibility isn't a one-time win. We track whether and how the engines cite you over time — share-of-answer, sentiment, and what competitors are doing — and report it on a regular cadence so you can prove progress and catch slippage.

What you get

A fixed set of target questions queried across the major engines on a schedule, with each run logging whether you're cited, your position, the sentiment, and which sources appear instead. You get a trend line per question and per engine, plus a short read on what moved and what to do about it.

How it works on your stack

Monitoring sits alongside your site rather than inside it, so there's nothing to install and no platform dependency. It pairs naturally with content and technical work — we measure, you (or we) fix the weakest answers, and we re-measure.

Who it's for

Brands investing in GEO who need to show results, teams in competitive categories where position shifts often, and anyone who wants an early warning when a model update changes who gets cited.

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