The leading platform to grow and measure brand visibility across virtually every digital channel.
Why now
This is not a search shift, it is a decision shift. Buyers are moving from searching for options to receiving synthesized recommendations.
8%
The answer absorbs the click. Buyers read the summary instead of the results page, so the page that would have earned the visit is never opened.
Pew Research Center, July 2025 · 68,879 Google queries from a panel of 900 US adults
88.5%
of decision-stage prompts returned an AI Overview, against 86% of prompts overall
Peec AI · ~500,000 prompts
62%
of AI citations never name the brand — the source is linked, but it is absent from the answer text
Semrush, The Ghost Citations Study, June 2026 · 3,981 domain appearances
29.8%
of domains cited in an AI Overview appear nowhere on the matching first page of results
Xu, Iqbal & Montgomery · 7,583 AI Overviews
900M
weekly active ChatGPT users, the scale at which those answers are now read
OpenAI, February 2026
Every signal that decides whether AI recommends you, in one platform: what the engines say about you, which prompts you lose, and the fix that changes the answer.
Try for freeBring your live SEO, market, and brand visibility data directly into the chat. Ask anything to get actionable workflows and strategies backed by real snowdust.ai data.
Connect your dataAnswers vary from one run to the next, so a single check is an anecdote. Continuous collection across every major engine is what turns it into a trend line worth acting on.
Book a demoSolutions
Monitor what each engine says you do, who it says you are for, and whether it names you at all. Every answer is stored, so you can watch that description shift as the models update.
Not vanity keywords: the questions buyers actually ask. See which prompts you win, which you lose, and which ones nobody in your category answers well yet.
Track the competitors AI puts in front of you, which questions they win, on which models, and what they publish that you do not. The gap between you is the opportunity list.
The comparison page you never wrote, the FAQ that answers the question in the wrong words, the claim no citable source backs up — ranked by the prompts each one affects.
Match the queries you already rank for in Search Console against the prompts you are losing, and the pages closest to earning a citation surface on their own.
An MCP server exposes your snowdust.ai data to the assistants and agents your team already uses, so it stops being trapped in one dashboard.
Explore the strategies powering today’s AI search leaders and get clear steps to build your own.
Explore the indexResources
Being named in an AI answer and being the brand it recommends are different outcomes. Why most visibility reporting conflates them, and what to track instead.
Share of voice, citation rate, position: the category uses the same words for different formulas. A vendor-neutral read of what each one actually counts.
Studies disagree on how far AI citations overlap with organic top-10 rankings, but all find a large gap. What the numbers do and do not support.
What the peer-reviewed GEO research found about content that gets cited, including the tactic that backfired and the one a controlled study found does nothing.
Most AI citations never name the brand they link to. The measured data on which domains get cited, how engines differ, and why the Reddit story is half right.
AI visibility is measured over the prompts you chose to track. Change the set and the number moves while your brand does not. How to keep the metric honest.
Resources
An AI Visibility Platform helps brands understand, measure, and improve how they appear across AI-generated answers. These platforms track mentions, citations, rankings, and visibility trends across AI search engines, helping teams optimize their presence in AI-driven discovery experiences.
An AI Visibility Platform measures how frequently and how prominently your brand appears in AI-generated search and assistant responses.
snowdust.ai combines citation tracking, competitive benchmarking, and actionable optimization insights in a single workflow.
It is designed for marketing teams, SEO professionals, content teams, agencies, and brands that want to improve AI search visibility.
Start by creating a project, adding your brand and competitors, and monitoring visibility across supported AI platforms.
Popular tools include AI visibility and citation tracking platforms, content optimization tools, and technical SEO suites that support AI-focused workflows.
