LLM Brand Tracker = How AI Sees Your Brand
Introducing the LLM Brand Tracker by Seshes.ai
In a world where people ask ChatGPT before Google, how your brand appears inside large language models isn’t just a curiosity—it’s a competitive edge.
Seshes.ai built the LLM Brand Tracker to make that visibility measurable. We scan, analyze, and score how your brand is showing up across GPT-4, Claude, Gemini, Perplexity, and beyond. Because in the age of AI answers, being remembered is being ranked.
What Is the LLM Brand Tracker?
The LLM Brand Tracker simulates real-world AI queries—things like:
- “Best payroll tools for startups”
- “Alternatives to [competitor name]”
- “Top skincare brands for sensitive skin”
Then it parses the responses across models to tell you:
- Was your brand mentioned?
- How prominently?
- What sentiment?
- Were competitors preferred?
- Did any links or citations point your way?
Every response gets translated into three core metrics:
- Visibility Score: Rank-weighted presence
- Presence Score: Mention frequency across models
- LLM SEO Score: How AI-ready your content is

Beyond Mentions: Sentiment, Tone, and Competitive Context
LLMs don’t just list. They summarize. They imply. They compare.
That’s why the Tracker also pulls tone, sentiment, and context around your brand—so you know if you’re being praised, ignored, or misrepresented.
And yes, you can see how competitors stack up.
Bridge LLM Mentions to Real Traffic
With Hybrid Seshes, you don’t just analyze visibility—you connect it.
We integrate Google Analytics 4 and GSC data to answer:
- Is your most visited page being cited by AI?
- Which search queries overlap with LLM prompts?
- Where are the gaps in content, keywords, or authority?
Bonus: Agentic SEO Audits
Drop in any URL (yours or a competitor’s).
Get AI + SEO diagnostics in seconds:
- Meta tag checks
- H1/H2 alignment
- Keyword fit for LLMs
- Exportable audit summaries
Who Uses It
- Marketers & CMOs: See how your brand’s narrative is handled across AI
- SEO & Content Teams: Tune for AI visibility, not just search engines
- Agencies: Add white-labeled AI visibility to client audits
- Analysts: Link AI performance to conversion pathways
Why It Matters
Search is no longer just about blue links—it’s about AI-generated answers.
If Claude recommends your rival, and GPT-4 doesn’t even mention you, that’s a problem.
Seshes shows you where you stand and where to steer.