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FAQ

Can Buzzlist find unusual or obscure job titles?

Yes. Buzzlist indexes tens of millions of distinct real job titles by meaning, not just by keyword, so a niche role is found whether the person wrote "anesthesia department manager", "manager, anesthesia services" or something in between.

Job titles are messy. Across the database there are more than 36 million distinct ways people describe their job, and most of the specific ones are held by only a handful of people. A keyword search only finds the wording you happened to guess.

BuzzAI asks "which real titles mean this?" first. It looks at the closest titles by meaning, shows how many people hold each one, and builds the search from the ones that truly fit. The very rarest titles, held by one or two people, are still matched through full-text search of titles, headlines and work history.

This matters most for professional practices and specialties: medical and dental specialties, trades, niche software roles, public-sector jobs and owner-operators whose title is the business itself.

Try it with the most specific role you sell to. If the database has the people, BuzzAI will find the titles.

Answered by Mike Berens, founder. Updated 17 September 2026.

Common questions

What if a title is only used by one person?

It is still searchable. BuzzAI combines the title index with full-text matching on titles, LinkedIn-style headlines, company descriptions and past roles, so single-use titles are not lost.

Does it handle abbreviations like VP or CMO?

Yes. Titles are matched by meaning, so VP of Marketing, Vice President, Marketing and CMO are treated as neighbours, and you decide which to include.

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