AI VISIBILITY FOR CONTENT DEVELOPMENT TEAMS
your content ranks, but does it resonate in AI?
Seshes helps content teams see how their work appears inside ChatGPT, Claude, Gemini, and beyond. Real prompts. Real model answers. Real visibility data.
THE SHIFT
LLMS ARE A NEW FRONT DOOR
Buyers now ask ChatGPT instead of Googling. Models summarize, synthesize, and name-drop.
IN ai answers.
if your content doesn’t surface
you’re not in the conversation.
THE BLIND SPOT
You don’t control what LLMs say.
But you can observe it
Your blog post might be perfect for SEO – but invisible to Gemini. Your explainer video might get cited in Perplexity – but with the wrong tone.
THE SOLUTION
with seshes
content gets real-world AI signal…
ai Visibility.
Brand Mentions
Raw count of how many times your brand was explicitly named across AI responses.
Why it matters: Gives you scale, but not normalized context—100 mentions could be good or bad depending on how many total responses were tested.
Presence Score
Percentage of prompts where your brand showed up at least once.
Why it matters: Normalizes mentions across prompts. Even if you’re mentioned a lot in a few prompts, you’ll look weak if you’re absent in most others.
Visibility Score
Weighted measure of how often and how prominently your brand appeared across LLM responses (e.g., top positions vs buried mentions).
Why it matters: Distinguishes surface-level visibility from consistent, front-and-center positioning.
Sentiment Score
Distribution of positive, neutral, and negative tone in responses about your brand.
Why it matters: Mentions and visibility don’t help if most appearances are framed negatively.
CONTENT DEVELOPMENT TEAMS
Stop guessing. Start optimizing for AI discoverability.
Seshes makes your content strategy future-facing—with hard data from today’s most powerful models.