Property law micro-firm
A three-lawyer firm where each partner ran their matters their own way. We extracted the shared action library and defined doer/reviewer roles per action - the firm ran the same playbook by the sixth week.
Practice
India · 3 lawyers
Transformation
9 weeks
Track
AI-Native Transformation
Primitives moved
Actions, Team
The challenge
New associates took three months to become independently useful, because each of the three partners handled the same matter type differently, with no shared reference for what 'done right' looked like at each step.
The transformation, phase by phase
Phase 01
Name
We shadowed all three partners on their most common matter type and found roughly 70% of the sequence was identical across all three, despite each believing their approach was distinct.
Phase 02
Systematise
The shared 70% became one named action library with an explicit doer and reviewer for each step; the remaining partner-specific 30% stayed flexible by design.
Phase 03
Automate
New associates now onboard against the written library instead of shadowing a partner for a quarter; agents handle first drafts on the fully standardised actions only.
The shift to AI-native
The manifesto's governance model for safe AI use is a sentence: name the doer, name the reviewer, name the decider, for every action. This firm couldn't say that sentence about its own three partners before the engagement, let alone about a machine. Once the shared 70% of the work was named and given an explicit doer and reviewer, delegating the standardised slice to an agent was a modest step rather than a leap of faith - the delegation structure for humans became the delegation structure for AI, unchanged. Three partners with no committee to convene could agree to this in a single working session, which is exactly the decision speed the manifesto argues BigLaw structurally cannot match.
AI-native markers this firm now meets
- AI runs first, on every matter, systematically
- The firm gets measurably better over time
- Technical capability sits inside the firm
Outcome
Onboarding time
3 mo → 2 wks
Handoff failures
−88%
Concurrent matters
+2.4×
The firm didn't feel rebuilt from outside. It felt like we'd finally written down what we already half-knew.