Every figure is an estimate
Revenue, ad spend and reach figures on this site are modelled from public advertising disclosure. They are not reported results, not audited, and no company listed has verified or endorsed one. Where a figure appears without its band, the band still applies — it is on the company's own profile.
The bands are part of the figure
Each estimate carries a confidence band produced by the model. Quoting the estimate without the band misrepresents what we published. Some bands span an order of magnitude, and that width is information rather than an error.
No accuracy claim is made
The calibration step that would score these estimates against reported revenue has not been run, because the held-out set is not yet large enough for a result to mean anything. Until it is, nothing on this site claims an accuracy figure.
Not financial or investment advice
Nothing here is a recommendation to buy, sell, invest in, or compete with any company. Do not use these figures as the sole basis for a commercial decision.
Names and marks
Company names, domains and logos belong to their owners and are used to identify the subjects of analysis. Their appearance here does not imply any relationship with, or endorsement of, this product.
Source
Figures derive from Meta's Ad Library, read through its official API within its published rate limits. That archive covers advertising delivered in the EU and UK; activity outside it is not visible to this method.
Find something worth building.
Find something
worth building.
12,000+ products, priced from their own advertising, all of them under $500K a month — the range a small team can actually enter.