LLM Monitoring

Track how AI systems cite and describe your brand.

LLM citation and sentiment monitoring helps you understand which sources appear in AI answers, how your brand is framed, which competitors are favoured, and where reputation or visibility gaps are emerging.

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LLM citations Sentiment scoring Competitor tracking Source overlap AI search

What gets monitored

Visibility is not just whether you appear. It is how you appear.

Citations

Which URLs, domains and source types appear when AI systems answer commercial questions.

Sentiment

Whether your brand is described positively, neutrally, negatively, vaguely or not at all.

Competitor inclusion

Which competitors appear more often, where they are cited, and what narratives support them.

Useful for: B2B SaaS, ecommerce, fintech, marketplaces, agencies and brands where trust, comparison and reputation shape demand.