GistGarden

Will AI replace Judicial Law Clerks?

Work in Judicial Law Clerks sits in the in-between: AI reaches some of it (~52% in theory) but is only measured doing about 17% today — part human, part machine.

The Hybrid Zone Part human, part AI — already a blend.

O*NET-SOC 23-1012

How your 10 core tasks split

100% within AI's reach
1 AI can do this now
9 AI speeds this up
0 Still on you
AI could do · GPT-4 study
52%
35-pt gap
AI actually does · 2026 report
17%

Top = what GPT-4 judged AI could speed up. Bottom = how much AI was actually used for these tasks (Anthropic's March 2026 report, usage from Aug & Nov 2025). The gap is the real story.

⚡ The short answer

Back in 2023, GPT-4 judged AI could, in theory, assist with a moderate share of this job's tasks (~52%). By late 2025, real-world AI use had reached about 17% of its task activity (growing but still limited). The gap between that 2023 forecast and today is the real story.

Where this job sits among 738 jobs

Being automatedTicking (can, but unused)Relatively safeQuietly happeningYOU0%50%100%0%40%75% → How much AI could do (theory) → How much AI is actually used (late 2025)

Each dot is one of 738 U.S. jobs. Right = AI can do more of it. Up = AI is actually used more.

Lowconfidence

Don't trust a single AI-risk score here

For this job, the signals disagree sharply. AI's theoretical reach looks moderate (~52%), but real-world use is only ~17%, and how much AI "can" do shifts wildly by model — one 2026 study found the share of "high-risk" jobs swung 2.7% to 51.5% just by changing which AI did the rating. This page shows the spread instead of pretending there's one number.

See all 10 tasks, ratedBased on real task-level AI scores — click to collapse
AI can already do this1 of 10
  • Draft or proofread judicial opinions, decisions, or citations.
AI speeds this up9 of 10
  • Prepare briefs, legal memoranda, or statements of issues involved in cases, including appropriate suggestions or recommendations.
  • Research laws, court decisions, documents, opinions, briefs, or other information related to cases before the court.
  • Confer with judges concerning legal questions, construction of documents, or granting of orders.
  • Review complaints, petitions, motions, or pleadings that have been filed to determine issues involved or basis for relief.
  • Keep abreast of changes in the law and inform judges when cases are affected by such changes.
  • Attend court sessions to hear oral arguments or record necessary case information.
  • Review dockets of pending litigation to ensure adequate progress.
  • Communicate with counsel regarding case management or procedural requirements.
  • Respond to questions from judicial officers or court staff on general legal issues.
Still on you0 of 10
  • ⚠️ None — every core task is at least partly within AI's reach. The job won't vanish, but almost all of it changes.

My job is in The Hybrid Zone 🤝

Half me, half machine. Honestly? Not mad about it.

Theoretical estimate · not a prediction · gistgarden.com

How we measured this — and how fresh it is

AI's theoretical reach data: 2023

From GPTs-are-GPTs (Eloundou et al.), where GPT-4 rated how much of each task an AI tool could meaningfully speed up. This is the most recent open, commercially-usable occupation-level potential dataset — it dates to 2023. Newer multi-model re-runs exist but swing wildly (one 2026 study saw "high-risk" jobs range 2.7%–51.5% by model) and aren't openly licensed, so we show the stable 2023 baseline and pair it with newer real-world data.

Real-world AI use 2026 report

From the Anthropic Economic Index, which observes how real Claude conversations map onto each occupation's tasks. Published in Anthropic's March 2026 labor-market report, based on usage measured in Aug & Nov 2025 (Sonnet 4 / 4.5).

Task list & ratings O*NET 30.3

Tasks come from O*NET 30.3. Each task's "AI can do / speeds up / still on you" tier uses the real task-level exposure scores from GPTs-are-GPTs (E1 / E2 / E0) — not a guess from keywords.

Sources: O*NET 30.3 (CC BY 4.0) · GPTs-are-GPTs (MIT, 2023) · Anthropic Economic Index (CC BY, Aug & Nov 2025). Page compiled June 2026. "O*NET" is a trademark of the U.S. Department of Labor.

This page is for general informational purposes only and is not career, financial, or employment advice. AI exposure reflects research estimates of task overlap, not predictions about any individual's job, employer, or future employment.