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Fuzzy Matching Company Names

Fuzzy Matching Company Names: Why Your Lookups Return the Wrong Company

August 5, 2026 by Rizwan Aslam
Fuzzy Matching Company Names: Stop Getting the Wrong Company

You paste a list of company names into a lookup tool. Most rows come back right. A few come back confidently, cleanly, and completely wrong. Then someone emails the wrong company. This is the single most common failure in company data work, and it is not random. It fails in patterns you can predict and … Read more

Categories Research Guides Tags Fuzzy Matching Company Names Leave a comment
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Not connected to Target Corporation. In business, a target company means any company you are researching or prospecting. This site is an independent free tool for that kind of research. It has no link to Target Corporation, the American retailer, whose official websites are target.com and corporate.target.com.

Where the data comes from. Company names and domains are returned by the free Clearbit Autocomplete endpoint and shown exactly as received. We do not add industry, headcount or revenue fields, because that endpoint does not provide them. The brand directory is a hand checked list we maintain, not a live database. Always verify a domain before using it for outreach.

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