How algorithmic hiring actually works
What sits behind the interface of common recruitment and AI tools, what these systems can realistically do, and where their limitations begin.
Algorithmic hiring · Interactive team workshop
A focused two-hour session for the people responsible for choosing, buying, or using AI in recruitment.
Your team will map where automated decisions enter the hiring process, examine the risks behind confident-looking recommendations, and build a shared basis for deciding what to use—and what not to.
A useful moment to book
What we will work through
We follow the hiring process from job advertising and sourcing through CV screening, assessments, interviews, and final selection. The discussion stays grounded in realistic decisions your team may actually face.
What sits behind the interface of common recruitment and AI tools, what these systems can realistically do, and where their limitations begin.
How historical data, proxies, model design, and seemingly neutral criteria can reproduce or amplify existing inequalities.
What the European regulatory landscape means for employers, and why buying a third-party tool does not automatically outsource responsibility.
Where human judgement matters, when automation can genuinely improve a process, and when it creates risks that are difficult to see.
What to ask before introducing an AI-powered recruitment tool, and which answers should make you sceptical.
Apply the ideas to realistic scenarios, challenge algorithmic recommendations, and decide where your team would draw the line.
Participation, not presentation
Your team will question hiring decisions, examine scenarios, challenge algorithmic recommendations, and discuss where automation should end and human judgement should begin.
The aim is not to label AI in recruitment as good or bad. It is to make sure that when someone proposes an AI-powered hiring solution, your team knows enough to ask the right questions before saying yes.
The outcome
After two hours, your team will be better able to identify where algorithmic decision making enters recruitment, recognise important risks and limitations, evaluate vendor claims, and decide whether, where, and how these systems belong in your organisation.
Designed for founders, managing directors, HR leaders, People & Culture teams, and other decision makers in small and medium-sized organisations.
Book the workshop Not sure yet? The first 20-minute orientation call is free.Other team workshops
I also design practical sessions for teams working through operational, communication, people, and responsible-AI questions. We start with the situation you need to move and shape the session around a useful outcome.
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