Legal work is almost all waiting on software

Sixty-two per cent of legal work needs a purpose-built tool, the largest middle band of any group in the economy, and only 10 per cent is reachable with a chat window today.

Exposure means published research judged an AI could halve the time a task takes, at the same quality. It is not a prediction about any job. How to read this


7
occupations
125
rated tasks
29%
cannot be sped up, 3 of 22 in the economy
41pts
between the most and least protected job here
Finding one

The largest middle band in the economy

Ten per cent reachable today, 61 per cent needing a tool built first, 29 per cent protected. No other group is that heavily concentrated in the middle.

It is also the smallest group in the report at seven occupations and 125 tasks, so read the figures as a sketch rather than a portrait.

Finding two

Lawyers and paralegals are barely different

Lawyers: 14 per cent reachable today, 18 per cent protected. Judicial Law Clerks are the least protected occupation in the group at 16 per cent. Judges are the most protected at 57 per cent.

The seniority ladder does almost nothing here until you reach the bench, where the work becomes deciding rather than preparing.

Every occupation in the group, least protected first

Solid is reachable with a chat window today, pale needs software building first, grey cannot be sped up. Task counts are shown because several of these rest on fewer than twenty.

Judicial Law Clerks
Appellate Law Clerk · Career Judicial Law Clerk · Career Law Clerk · Judicial Assistant
Tasks19 Doing it 15k
Paralegals and Legal Assistants
Immigration Paralegal · Law Associate · Legal Analyst · Legal Assistant
Tasks12 Doing it 336k
Lawyers
Attorney · Attorney at Law · Attorney General · Counsel
Tasks22 Doing it 681k
Title Examiners, Abstractors, and Searchers
Abstractor · Commercial Title Examiner · Searcher · Title Abstractor
Tasks17 Doing it 51k
Arbitrators, Mediators, and Conciliators
Alternative Dispute Resolution Coordinator (ADR Coordinator) · Arbiter · Arbitrator · Divorce Mediator
Tasks20 Doing it 7k
Administrative Law Judges, Adjudicators, and Hearing Officers
Adjudications Specialist · Adjudicator · Administrative Hearings Officer · Administrative Judge
Tasks14 Doing it 14k
Judges, Magistrate Judges, and Magistrates
Circuit Court Judge · Circuit Judge · County Judge · Court of Appeals Judge
Tasks21 Doing it 28k
All 7 legal occupations combined
Task-weighted across the whole group, so a large occupation counts for more than a small one
Tasks125
Reachable today Needs software built first Cannot be sped up
If you work in People

This is who you escalate to

Every People team has a point where a question becomes a legal one. This chapter says that the work on the other side of that handover has the same shape as yours: a large band of things a tool could do that no tool does yet.

Which is a reason to be careful with any AI answer to an employment law question, and a reason not to assume the lawyer has better tooling than you do.

What is missing from this chapter

There is no data here on what anybody actually does with AI. A dataset that appears to measure it was removed from this report because its meaning could not be stated. The reasoning is on the limits page.

The exposure ratings cover all 125 tasks in these 7 occupations with no gaps, and were made in 2023 against the model capabilities of that year. Read every figure as a floor.


Exposure ratings from Eloundou, Manning, Mishkin and Rock, GPTs are GPTs: Labor market impact potential of LLMs, Science 384, 1306–1308, 2024, used under the MIT licence. This page includes information from the O*NET Database by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), used under the CC BY 4.0 license. O*NET® is a trademark of USDOL/ETA. People Team AI has modified all or some of this information. USDOL/ETA has not approved, endorsed, or tested these modifications. Employment figures from the US Bureau of Labor Statistics.