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Everything downstream inherits the quality of this step, and almost nobody budgets for it properly. Three jobs live here and they are not interchangeable. Deciding which companies to approach, which is a question about your market and not about software. Turning a name into an email address and a working mobile number. And getting a search out of LinkedIn as a clean file. Buy the wrong one for the job and you will pay twice without the invoice ever telling you. The numbers that matter are not the headline prices. At our volume an email costs under one cent and a mobile around twelve cents, which is the level where an agency stops rationing enrichment and starts enriching everything. Verification is a tenth of a credit, the cheapest insurance in the entire stack. And the expensive mistake here is overlap rather than price: one of our runs returned 23,089 rows for 15,363 distinct people, so a third of that spend bought nothing at all, because a duplicate is billed the moment it is returned and deduplication afterwards refunds none of it. Count the audience before you pay to collect it, order your searches from narrowest to widest, and check the hit rate on your own market rather than the vendor's. Coverage that is excellent in the United States and thin in Europe is a good product and a bad choice, if you sell in Europe.

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