Legal Services · Legal Operations & Business
Track matter management and workload
Trajectories describe the observable direction of human effort — not a prediction about specific roles, headcount, or individual careers.
What You Do Today
Legal departments track active matters, assign work, manage deadlines, and report on legal department performance to business leadership.
AI Technologies
Roles Involved
How It Works
AI predicts matter outcomes and resource needs from historical data, optimizes work allocation, and generates performance dashboards.
What Changes
Matter management is predictive instead of reactive; AI forecasts which matters will need more resources and flags at-risk deadlines.
What Stays the Same
Strategic work allocation, talent development decisions, and the leadership that keeps a legal department running effectively.
Cross-Industry Concepts
Evidence & Sources
- •Mitratech
- •Onit
- •SimpleLegal
Sources listed are directional references, not formal citations. Verify against primary sources before using in business cases or presentations.
Last reviewed: March 2026
What To Do Next
This section won't tell you what your numbers should be. It will show you how to find them yourself. Every instruction below produces a real, verifiable result in your organization. No benchmarks, no projections — just the steps to build your own evidence.
Establish Your Baseline
Know where you are before you move
Before adopting AI tools for track matter management and workload, document your current state in legal operations & business.
Without a baseline, you can't tell whether AI actually improved track matter management and workload or just changed who does it.
Define Your Measures
What to track and how to calculate it
matter cycle time
How to calculate
Measure matter cycle time for track matter management and workload before and after AI adoption. Pull from your matter management system.
Why it matters
This is the most direct indicator of whether AI is adding value to legal operations & business.
outside counsel spend
How to calculate
Track outside counsel spend using the same methodology you use today. Don't change how you measure just because you changed how you work.
Why it matters
Speed without quality is just faster mistakes. Measure both together.
Start These Conversations
Who to talk to and what to ask
General Counsel or Managing Partner
“What's our plan for AI in legal operations & business? Are we piloting, planning, or waiting?”
This tells you whether to experiment quietly or push for formal investment in track matter management and workload.
your matter management system administrator or vendor
“What AI capabilities exist in our current matter management system that we're not using? Most platforms are adding AI features faster than teams adopt them.”
The cheapest AI adoption is the features already included in your existing license.
a practitioner in legal operations & business at another organization
“Have you deployed AI for track matter management and workload? What worked, what didn't, and what would you do differently?”
Peer experience is more useful than vendor demos. Find someone who has actually done this.
Check Your Prerequisites
Confirm readiness before you invest
Check items as you confirm them.
More in Legal Operations & Business
Technology That Enables This
These architecture components support or enable this AI application.