The uncomfortable structural problem
If revenue is hours multiplied by rate, making work faster reduces revenue unless something else changes. Firms that ignore this deploy tools their own people are quietly incentivised not to use.
Automate the unbillable first
Time recording, scheduling, chasing documents, internal summaries, and admin nobody bills for. The saving is unambiguous and nobody’s incentives are disturbed — the same profile as operational chasing and reconciling.
Start with the hours you can’t bill. Nobody argues about automating those.
Then the research nobody has time for
Background reading, first-pass document review, and preparation that currently gets skipped because it wouldn’t be recoverable. This raises quality rather than cutting hours, which is a much easier internal sell.
Where it doesn’t belong
The judgment the client is actually paying for. Advice, interpretation, and anything carrying professional liability are the work — and they sit squarely in the category where a model is the wrong component.
Confidentiality is the hard constraint
Client material is frequently covered by obligations that dictate where it may be processed and what may be retained. That decision belongs at the start, alongside what any system is allowed to read.
The pricing conversation is unavoidable
Firms getting real value here tend to be moving toward fixed or outcome-based pricing, where efficiency accrues to them. Deploying the tooling without touching the model produces the tension without the benefit.