Recruitment & talent acquisition
Australia · JobAdder-based team
Pulling first-pass candidate screening off a senior consultant's plate — entirely.
of consultant time recovered, every year
≈ $60–100k at blended consultant cost
AI CV scoring pipeline + JobAdder integration + lightweight consultant review surface
5–7 weeks
Situation
A recruitment team running on JobAdder was losing most of one consultant’s week to first-pass screening. The criteria they used to decide who progressed lived across JobAdder itself, a handful of self-built assessment documents, and the consultant’s head — consistent enough, but only because the same person did it every time. When application volume spiked, the queue spiked with it.
The constraint
JobAdder was doing its job. The screening rubric was genuinely good — the problem wasn’t the logic, it was that the logic lived in a human who could only be in one place at a time. Any fix had to keep JobAdder at the centre and apply the team’s existing rubric, not invent a new one.
What we built
- An automated pipeline that watches JobAdder for new applications and routes them into the screening flow.
- An AI-based assessor that reads each CV against the team’s own scoring rubric — encoded directly from the assessment documents they were already using.
- Automatic stage progression inside JobAdder based on the score — strong candidates move forward, weaker ones land in a review bucket instead of the consultant’s inbox.
- A lightweight review surface so the consultant can override any decision, with those overrides feeding back into the rubric over time.
What changed
The consultant stopped being the bottleneck between an application arriving and a decision being made. First-pass screening now happens quietly in the background; the consultant spends their week on the shortlist and the conversations that actually need a human. The rubric the team had always relied on didn’t change — it just stopped being one person’s job.