A Smarter Way to Understand Sentiment in AI

Sentiment analysis is one of the most powerful signals in AI visibility, but only when it’s interpreted in context.

Until now, the Sentiment Page in Limy gave teams a useful high-level view: how your brand sentiment trends over time, how you compare to competitors, and how sentiment breaks down by topics and sources. You could see who was positive, who was negative, and how the market conversation was evolving.

But as more teams started relying on sentiment to guide real AEO and positioning decisions, a few critical gaps became clear.

So we fixed them.

What’s New?
1/ Sentiment and visibility, together

Sentiment is far more meaningful when it’s viewed in context. The updated Sentiment Page now clearly reflects sentiment alongside visibility, so you can immediately understand the real impact behind the numbers.

High sentiment with strong visibility stands out as true influence. Emerging sentiment with lower visibility is easier to identify as an opportunity. This added layer makes sentiment more reliable and easier to compare across brands and topics.

2/ Clearer competitive positioning

The upgraded view makes it easier to understand how you’re positioned relative to competitors in LLMs. You can now see which brands are closest to the position you want to own, and which ones are actively competing with you in that space.

Instead of reviewing competitors in isolation, you get a clearer picture of competitive pressure and opportunity across topics and AI sources.

3/ A more complete sentiment breakdown

Sentiment isn’t always positive or negative - and now the Sentiment Page reflects that reality.

In addition to positive and negative sentiment, you can now see neutral sentiment as its own category. This gives you a more honest and nuanced understanding of how AI engines talk about your brand, where perception is still forming, and where there’s room to influence the narrative.

Why This Upgrade Matters

In the agentic web, AI doesn’t just surface information, it influences decisions. Sentiment plays a direct role in trust, recommendations, and conversion, but only when it’s interpreted correctly.

The upgraded Sentiment Page helps teams move beyond surface-level sentiment scores and into insight-driven decision-making. It’s designed to support clearer prioritization, stronger positioning, and more confident optimization in generative AI environments.

That’s the new Sentiment Page in Limy.
Until next time.