Your best buyers are getting your worst answer
A buyer asks an assistant about your company. The answer comes back in one of three shapes. It has never heard of you, or it names you and mentions that customers complain about billing and feel upsold, or it names you and tells them to hire you.
All of those look identical on most AI tools on the market. But Atlas by Momentic isn't a AI tool. It's a system of tools that take and facilitate action.
Between July 13th and August 18th, Momentic scored 134,110 answers about 18 brands across 10 platforms. 46.8% mentioned the brand. 11.0% recommended it. The 35.8 points in between gets reported to you as visibility, and a good share of it is that middle answer, where somebody else's account of your business closed the conversation. The buyer never filled out a form, never bounced off a pricing page, and never appeared in your reporting at all.
The exposure is on your highest-intent buyers
When a buyer names your brand, 46.2% of the answers volunteer a concern about you. Quality, billing, values, service, or damage, unprompted.
Ask the same assistants about your category without naming anyone, and that drops to 6.6%.
Read those two numbers next to each other. The buyer researching the category gets a clean answer. The buyer who has already been to your website, already knows who you are, and is far enough along to type your name gets your complaint history read back to them. Naming the brand is what licenses the model to retrieve everything ever written about it, so the moment of highest intent is the moment of highest exposure.
This is also why your own testing looks fine. Most teams check by asking about the category, since asking an assistant about yourself by name feels like vanity searching. The clean answer is real. It is also the wrong prompt.
Volume is not the fix
The reflex is to publish more. We watched brands add pages steadily across the window without moving their recommendation rate at all.
What moves with recommendation is whether a domain you control earns a place in the source list of a specific answer. Answers citing an owned domain recommended the brand 17.5% of the time. Answers citing none recommended it 8.5%. Roughly one source in eight on a typical answer is yours, which means once your own website is clean and current, the rest of the work happens on property you do not own, and that is placement, correction and distribution rather than more blog posts.
What managing it looks like
Your paid team manages weekly. They move spend, cut a segment, watch what happens. Your organic partners send a monthly report, which is a different activity with a similar-looking deliverable.
Momentic manages organic the way an advertiser manages paid. Atlas scores the answers every day across every platform, sorts each brand into the problem it actually has, and traces a specific complaint to the specific source producing it. A strategist reads the output and decides what to do, and nothing reaches your brand without a person approving it.
The report still arrives. It is a byproduct rather than the product.
Start with your data
We will score your brand against your competitor set and show you the branded-prompt answers your buyers are seeing right now, including which sources are producing them.
Email [email protected].
What is Atlas by Momentic?
Momentic engineered Atlas to measure AI answers and act on them. Atlas is a system of proprietary managed tools and workflows the Momentic team uses to understand and influence what AI platforms say about a brand, its products and services, and its category.
Atlas is a strategic intelligence and testing tool the Momentic team operates for clients who want to know, specifically, what AI platforms say about them and why. Momentic engineered Atlas on retrieval science, testing, and statistics. It analyzes content passage signals, real query fan-outs, embeddings, mentions, citations, recommendations, sentiment, prominence, content updates, and entities, across answers that cite news sites, forums like Reddit, review platforms like Yelp, and social platforms. Atlas has catalogued more than 500,000 unique sources cited in AI answers. Atlas is not a dashboard.
For fun: Different Atlas logos we've been playing around with
