LLM Visibility Monitor

Find out whether AI assistants recommend you, or a rival.

Shows how often ChatGPT, Perplexity and Claude name your brand when buyers ask, who they name instead, and which websites they cite.

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Built for a national PR agency. Status verified 10 Oct 2026.

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Read the transcript

01 The Question Buyers Ask

0:02 Buyers now ask AI assistants what to buy: does the AI name you, or a rival?

0:08 Periscope puts your buyers' questions to the assistants you choose, several times each, with web search on.

02 The Answer in a Number

0:14 The answer: you're named in 72 percent of answers, and named first in 138 of them.

0:21 The real test is the 15 general questions that don't name your brand: 63 percent.

03 Where You're Missing

0:27 ChatGPT names you least: 58 percent of its answers.

0:31 On four questions an assistant never names you; on trail running shoes, all three miss you.

On screen: 4 of 20 questions. Blind Spots by Question.

04 Open the Evidence

0:37 Don't take the number on faith: open it.

0:40 Every number opens its answers, with your name highlighted in each.

On screen: No black-box score. Every Number Opens Its Answers.

0:44 Open one to see the whole answer, why it counted, and every source it cites.

05 Websites to Pitch

0:50 Then act: pitch the 48 websites AI cites for your rivals but never for you.

On screen: Rival-only websites. A Pitch List of Websites.

0:55 LLM Visibility Monitor, built by Mambo for a national PR agency.

The problem

Buyers Ask AI. Does It Name You?

Buyers now ask AI assistants which brand to choose, and most brands can't see whether they are named, named first, or passed over for a competitor.

Generic AI visibility scores can't show the answers behind the number.

What it does

Real Answers Counted. Every One Opens.

Periscope asks the questions your buyers ask, on each AI assistant you choose, several times each, with live web search turned on. Every answer is checked: whether you are named, in what position, which rivals appear and which pages are cited. The page turns that into plain sentences, with a statistical rule deciding whether you are ahead, level or behind. Every number opens the real answers behind it.

01
Real Questions, Asked Repeatedly
Up to 20 buyer questions, asked several times on each assistant, with web search on.
02
Named, Named First or Missing
Your mention rate overall, per assistant and per question, against up to three rivals.
03
Blind Spots by Question
The questions where an assistant never names you.
04
A Pitch List of Websites
Sites AI cites alongside your rivals but never alongside you.
05
Every Number Opens Its Answers
Each answer in full, with your name highlighted and every source linked.

What it doesn't claim

No Black-Box Score. No Ranking Promise.

It measures how AI assistants answer today; it can't promise they will name you tomorrow.
Answers vary between runs, so each question is asked several times and counted.
Headlines come from fixed templates, never from an AI summary written on the fly.
Rival tracking covers up to three named competitors.

About this demo

Recreated in Code, With a Fictional Brand.

The demo rebuilds the redesigned AI answers page, now in testing, with an invented outdoor-apparel brand, invented rivals and invented answers. The opening chat is a neutral illustration, not any assistant's real interface.

In the demo

Five Chapters. Jump to Any One.

01 Play from 0:02: The Question Buyers Ask
The Question Buyers Ask
The same buyer question, asked across AI assistants.
02 Play from 0:14: The Answer in a Number
The Answer in a Number
How often you are named, and how often you are named first.
03 Play from 0:27: Where You're Missing
Where You're Missing
The weakest assistant and the questions where you never appear.
04 Play from 0:37: Open the Evidence
Open the Evidence
Every answer behind a number, with your name highlighted.
05 Play from 0:50: Websites to Pitch
Websites to Pitch
Sites that cite your rivals but never you.