What is in the network
Company databases
Structured facts about a company, often called : industry, location, employee count, revenue, company type, funding and founding year.
Job and hiring data
Open job listings and recent hires, by title and date. Powers “is hiring” and “just hired” requirements.
Technology data
Which products and vendors a company uses, and when the technology was detected.
AI web search
Live research across the public web for requirements no database has a column for.
People and contact data
Who works where, in what role, with work emails and phone numbers on request.
Verification
Email verification, and evidence checks that confirm a claim before it reaches you.
How sources are chosen
Before a search retrieves anything, Avina looks at what the request contains and picks the sources that can answer it.
Two rules apply to every search:
- When data providers run out of candidates, the search continues with AI web search.
- Every candidate is checked against all of your requirements, whichever source found it.
Deduplication
The same company can come back from several providers under slightly different names. Avina merges candidates into one record per company website domain before checking them and before counting them.- A company appears once in a search’s results.
limitcounts distinct companies, not provider rows.- Twenty matching job listings at one employer still produce one result.
What the network cannot know
Some requirements cannot be answered from public or licensed data, whichever provider you ask. Avina tells you so instead of guessing.Compared with going direct
Going straight to one provider is a reasonable choice when its data already answers your question. The Data API is the better fit when a request needs more than one kind of data, or when you do not want to build and maintain the integrations.
The trade-off is the 5% platform fee. For a request that one provider can fully answer, calling that provider directly at the same rate costs slightly less. See Pricing.
Next steps
Pricing
How provider cost becomes credits.
How it works
The full search pipeline.

