Where the number comes from
The figure, cited in coverage of Microsoft’s new enterprise deployment unit, echoes earlier academic work on enterprise pilots. Directionally it matches what practitioners report: models clear the demo bar easily and the production bar rarely.
Why pilots stall
The failure points are consistent. Data lives in systems nobody wants to touch. The process around the model does not change, so the model’s output has nowhere to go. Security review takes longer than the pilot. And nobody owns the outcome, so a successful demo simply ends.
What it means for founders
Sell the deployment, not the model. Products that arrive with the integration, the workflow change and the success metric built in are effectively competing against a 5 percent success rate. In practice that means picking one vertical, one workflow and one measurable number you improve, and saying no to everything else until that number moves reliably.