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AI in the workplace: opportunity and risk

5 February 2026·Qteco

The benefits are hard to deny. Employees draft a proposal in minutes, summarise long documents or have code reviewed. For many organisations AI has quickly become an obvious tool — often faster than policy could keep up.

The shadow side

And that's exactly where the risk lies. When there are no agreements, employees paste sensitive information into public AI tools: customer data, contracts, source code. That data can be used to train models and thereby leaves your control. On top of that, AI sometimes produces convincing but incorrect answers.

  • Data leaks because confidential information ends up in external tools.
  • Loss of IP when engineering or business knowledge leaks away.
  • Hallucinations — factually incorrect output mistaken for truth.
  • Shadow AI — a proliferation of tools that nobody manages or secures.

A workable AI policy

The answer isn't 'ban AI' — that doesn't work and costs you your edge. The answer is to set boundaries: designate approved tools, classify which data may and may not go into AI, train employees in safe use, and offer copilots that run inside your own, secured environment.

Qteco helps organisations draw up that policy and roll out AI solutions that are both safe and useful. Opportunity and risk — but with the right setup, mostly opportunity.

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