Jobs & Hiring

Hiring software sits between two groups with genuinely opposed incentives, which is why so much of it is unpleasant to use on at least one side. Employers want to filter efficiently. Candidates want to be seen as people rather than filtered. Tools that acknowledge both tend to be the ones that work.

The category covers job boards and aggregators, applicant tracking systems, sourcing and outbound recruiting, interview scheduling and structured interviewing, take-home assessment platforms, reference checking, offer and onboarding tools, and the candidate-side software for CVs, portfolios and job search.

The most consequential recent shift is that both sides now use models. Candidates generate applications at scale; employers screen them at scale. The result is an arms race that makes the volume larger and the signal weaker for everyone. The tools worth attention are the ones improving signal rather than throughput — structured interviews that ask every candidate the same questions, work samples that resemble the actual job, and scoring that happens before the interviewers talk to each other.

Automated screening deserves scrutiny. Systems that rank or reject candidates carry real legal exposure around discrimination in most jurisdictions, and the regulatory direction is towards more disclosure, not less. If you are buying such a tool, ask what it was trained on, what it measures, whether it has been audited for adverse impact, and what a candidate is told. If the vendor is vague on any of those, that is your answer.

For small teams, the practical advice is that process beats software. A written scorecard, the same questions for every candidate, and a decision made from notes rather than from memory will improve hiring more than any platform. Tooling helps once the process exists; it will not create one.

On the candidate side, the useful tools are the ones that reduce repetitive work without producing generic output — tracking applications, tailoring a CV to a specific role, preparing for a particular interview format. Tools that generate a hundred applications a day are optimising the wrong variable, and increasingly employers can tell.

Job boards remain the most crowded corner, and the ones that survive are usually narrow: one industry, one region, one kind of work. General boards compete with the largest players on their own terms and lose.

For makers launching here, be specific about which side you serve, because a tool that claims to serve both usually serves neither well. And if your product touches candidate data, say plainly how long you keep it and how someone gets it deleted — that question is asked more often in this category than any other.