You will see deployments that respect privilege end-to-end. Models do not train on client material. The architecture is documented for your professional-indemnity insurer.
Most large firms recover 6 to 11 per cent of associate hours through AI-assisted research and review. The figure is from three Magic Circle and AmLaw 100 firms.
Billable-hour impact is sized in the financial case. Where the firm prefers value-based billing, the model is rebuilt for the new revenue model. We do not assume the existing model.