AI VISIBILITY FOR Product Development Teams
Your product’s not just competing in the market. It’s competing in the model.
Seshes helps product teams see how their solution is interpreted, positioned, and compared across LLMs like GPT-4, Claude, and Gemini. Because AI is part of the discovery stack now.
THE SHIFT
LLMs are shaping product discovery.
When users ask “alternatives to [competitor]” or “best [category] tools,” models respond instantly – with names, tone,
and ranking baked in.
Your product’s presence in that layer matters more every quarter.
THE BLIND SPOT
You don’t just need market fit
you need model fit.
Without visibility into how AI models perceive your product, you’re missing competitive gaps, positioning flaws, and discovery opportunities.
No user journey starts with your landing page if LLMs don’t mention you first.
THE SOLUTION
seshes reveals
how your product plays
in the AI era.
Brand Sesh:
See what GPT-4, Gemini, and others say about your product for key discovery queries.
Competitor Heatmaps:
Identify which products dominate AI rankings—and which ones you’re beating silently.
Sentiment + Framing Audit:
Understand how your core features are described—and if they’re resonating.
Hybrid Sesh:
Blend LLM output with GA4/GSC to find which product pages drive both traffic and trust.
PRODUCT DEVELOPMENT TEAMS
Great marketing doesn’t end with impressions. It ends with AI recognition.
Seshes gives you the tools to tune your presence where it matters next.