Product Updates
Vector Search for People and Career Patterns
Vector search can compare professional profile text with a description of relevant experience. It can retrieve career patterns, but cannot establish unobserved intent or personality.
· updated October 6, 2026
Contact databases usually make it easy to search for an employer or job title. A more difficult request is finding people who have moved from engineering into leadership or built the same function in several kinds of organizations.
Vector search offers a way to compare those career descriptions by meaning. This article began as a January 2026 product-direction note; later DiscoLike contact-search posts describe the released workflows.
Search for documented career patterns
A useful query might describe “engineering leaders with experience in both early-stage startups and larger software organizations.” Relevant profile text could show the roles and employers that support that match.
Another query might seek customer success operators who have built onboarding functions. The useful evidence is the work described, not merely a title containing “success.”
Match responsibility across title variations
Professional titles vary by company and region. Descriptions of responsibilities can connect related roles that do not share an exact keyword.
The source material still matters. A short profile may omit relevant experience, while a detailed one may contain old information. Preserve the original text so the match can be reviewed.
Avoid treating similarity as private insight
A career summary cannot establish a person’s current buying intent, unexpressed beliefs, or personality. Replace vague requests such as “product-minded sales leader” with observable experience, such as collaboration on product development or responsibility for customer feedback.
Use explicit filters for mandatory constraints where available. Semantic descriptions alone should not enforce exact exclusions.
Review candidates in company context
First decide which companies fit your offer. Then evaluate professional experience, current affiliation, and responsibility within those accounts.
Find B2B Contacts by Career Experience explains the persona workflow, while Semantic Contact Search vs Title Matching presents a concrete comparison.
Try DiscoLike contact search with a description based on the responsibilities of your existing buyers.
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