The Half of the Debate We Are Not Having
The AI-and-jobs conversation has been dominated by the lens of large corporations. That debate matters — but it is not the only one. Will AI create jobs or destroy them? The evidence is genuinely mixed. An NBER study of nearly 6,000 executives across four countries found that close to 90 per cent of firms report AI has had no impact on employment or productivity over the past three years. A separate survey of CFOs projects that AI-driven layoffs in 2026 will be nine times higher than last year — rising from roughly 55,000 to an estimated 500,000 roles.
Anthropic — the company behind Claude — published its own labour market study last month. The findings are striking. AI is theoretically capable of handling 94 per cent of tasks in computer and mathematical roles. In observed professional use, it currently covers 33 per cent. That 61-point gap is not a failure. It is a map of the opportunity space.
A five-person estate agency cannot cut two people and hope AI picks up the slack. A ten-person publishing house cannot eliminate its editorial team. Most of these businesses are already running lean. For them, AI is not a restructuring tool. It is a capability multiplier.



