Natural-Language People Search API
Turn a sentence into a ranked shortlist of people.
Describe who you're looking for in plain English. One API call searches 1B+ profiles by meaning, holds your hard filters, and returns a relevance-ranked list.
Crustdata Semantic Search
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Staff Engineer
backend infra · India
Strong
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Backend Engineer
payments infra · Portugal
Strong
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Intermediate SWE
payment systems · S. Africa
Strong
01 · Setup
A sentence in, ranked people out.
Send your query in plain English. Add hard filters only when you have a non-negotiable like location or seniority.
It's the same endpoint you already call. Add one line, nothing to migrate.
02 · The problem
Filters match labels, But people don't fit labels.
The same job title can be written ten different ways and exact filters require you to manually fill each variation.
03 · What it is
Describe the person.
Get the closest matches, ranked.
Our semantic search API matches a profile based on meaning, not just keywords, and puts the strongest fits on top.
Semantic search finds the right kind of person. Filters keep the non-negotiables.
The filters gate who is even eligible. The semantic search ranks everyone who clears the eligibility criteria.
06 · Built for builders
One cheap call to Crustdata instead of burning LLM tokens.
If your product's search box accepts natural language queries, route it to one API call instead of paying an LLM to read profiles every time.
Fire it thousands of times a day · no LLM tokens on your side.
08 · Is this for you
You're a fit if
You're building natural-language search into a product or agent.
You want a ranked shortlist, not a ten-thousand-row dump.
You need meaning and hard filters in the same query.
You've used search that returns matches you can't trust.
