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The AI workforce

The AI Workforce Playbook

How to bring an AI co-worker into your organisation without the backlash, the vendor sprawl or the pilot that never ends.

Denver Naidoo 12 minCornerstone

Most organisations will not adopt an AI workforce in one leap. They will hire one co-worker, watch it work, and decide whether to hire the next. This playbook is about getting that first hire right.

1. Choose a function with a whole job, not a task

A co-worker earns trust by owning an outcome end to end. Hiring is a good first function because it has a clear start (a brief), a clear finish (a shortlist) and a painful middle nobody enjoys. Point tasks inside a function do not build trust; they build another login.

2. Lead with augmentation

Seventy-one percent of US adults expect AI to reduce jobs. Your people have read the same headlines. The message that lands is the true one: the co-worker takes the reading, the calling and the paperwork, so humans do the human part. Say it, then make it true.

3. Insist on an audit trail

If a co-worker cannot show its working, it is not ready for a regulated organisation. Every decision should carry its reasoning, its evidence and its timestamp, and a human should be able to overturn it.

4. Put a human in the loop, visibly

The co-worker recommends; a person decides. Write that into the process, the contract and the candidate notice. It is true, it is safer, and it is what buyers and regulators expect.

5. Measure what changes

  • Time to fill and time to first interview
  • Cost per hire, including agency spend you no longer incur
  • Candidate response and acceptance rates
  • Hours returned to the team, and what they did with them

6. Expand on evidence

When the first co-worker is running several roles at once and the numbers hold, add the next one on the same engine, the same contract and the same audit trail. That is how a co-worker becomes a workforce.

About Denver Naidoo

Denver is Zeligate’s founder and CEO. He writes about AI co-workers and building Zeligate’s hiring platform.

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