Law firms lag behind AI’s rapid technical advances because they treat tools like add-ons instead of rebuilding workflows around them. The real opportunity lies in “absorption”—writing firm-specific practices into models, training lawyers on prompt anatomy, and embedding new procedures at the practice level. Those who tear up the old billable-hour floor and automate production will secure a lasting edge.

• Feeding models full case context (client background, goals, deal terms, risks) turns generic output into polished work product, unlike shallow prompting
• Software engineers already get AI to write 80% of production code, roughly 4x'ing their output—lawyers lag far behind this
• Solo practitioners/boutiques without institutional bureaucracy compress a day of research into 20 minutes and a week of document review into an afternoon
• The real opportunity is rebuilding legal workflows around AI (absorbing it into practice) rather than treating it as a bolt-on summarization tool