
How to Choose Between an Agency, Recruiter and Sourcing Tool
Compare an internal or contract recruiter, recruitment agency and sourcing tool by ownership, reach, workflow and commercial model.
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Compare an internal or contract recruiter, recruitment agency and sourcing tool by ownership, reach, workflow and commercial model.

A practical framework for comparing candidate sourcing platforms by workflow, evidence, human review, data controls and pricing.

Compare two candidate profiles with the same job-related criteria, evidence standards and structured questions while keeping unknowns visible.

A practical checklist for testing evidence, consistency, unknowns and reviewer disagreement in an AI-ranked candidate shortlist.

How to define an AI engineering role, tell research from applied work, and find people whose public evidence matches what you need.

Where backend engineers are visible, what evidence to read in their public work, and how to run a Hong Kong search without a recruiter.