Who this was forOur clients and us. This is a pattern that runs through several builds in this library, written up once.
Most lists arrive with a purchased industry field and a headcount band. Neither tells you whether the company is visible, active, or reachable where you plan to reach it. A message written on a purchased field reads like one.
The same sequence, every time, mostly in Clay with our own actors on Apify. Resolve the company to one clean domain. Find its company page. Find its people. Then map what's public: the website, the social profiles, and how much traffic the site gets. Only then write.
Each step logs a miss as a named outcome, not a blank.
Two builds from this library show why the order matters.
Neither result came from a purchased field. Both came from observing what each company actually has in public.
Our account research starts with the footprint. The messages that follow cite something the reader can check on their own site or profile.
If your list came with an industry field and nothing else, map the footprint first. Our Company Social Presence Mapper and Domain to LinkedIn URL Resolver run on Apify and drop straight into a Clay table. Or send us 20 rows, and we'll show you what their public footprint says before you write to them.
Related tools: Clay, Apify, Company Social Presence Mapper on the Apify Store, Company Social Presence Mapper, Domain to LinkedIn URL Resolver on the Apify Store, Domain to LinkedIn URL Resolver, Website Traffic Rank Estimator on the Apify Store, Website Traffic Rank Estimator
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Client names are always kept confidential at MMG, so they have been removed from this case study.
Published October 13, 2026
Last updated October 17, 2026