Somewhat Resilient

Last Update: 8/30/2026

AI Resilience Score for Court & License Clerks:

38.5%

Median Score

Meaningful human contribution

Low

Long-term employer demand

Med

Sustained economic opportunity

Low

Our confidence in this score:
Medium

Contributing sources

Methodology and Scoring Rationale

To score how resilient court and license clerk work is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from five AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, and OpenAI Signals. We call this dimension Meaningful Human Contribution (MHC) and weight it at 40%.

Next, whether employers will keep hiring for this job over the long term. This dimension, which we call Long-term Employer Demand (LTE), is calculated from BLS data and weighted at 30%.

Last, whether pay and mobility will hold up. We use wage bill and adaptive capacity data from independent researchers (Althoff & Reichardt, 2026; Manning & Aguirre, 2026). We call this dimension Sustained Economic Opportunity (SEO) and weight it at 30%.

For court and license clerks, all eight sources had data, which is good, but they leaned negative. Three of five AI exposure sources rated this role "Low" in resilience, with Microsoft, Will Robots Take My Job, and OpenAI Signals agreeing that much of the work is automatable. Pay and mobility signals were weak too, holding confidence at medium and landing the role at "Somewhat Resilient."

AI Resilience Report forCourt, Municipal, and License Clerks

$48,700 median salary17,100 annual openingsSOC Code: 43-4031.00

Court, Municipal, and License Clerks are somewhat less resilient to AI impacts than most occupations, according to our analysis of 8 sources.

Court, municipal, and license clerks are labeled "Somewhat Resilient" because AI is already changing real parts of this job in meaningful ways, like automating meeting minutes that used to take hours and drafting court orders, so clerks who do not adapt will find their roles shrinking. At the same time, the work is not disappearing, because courts and local governments are moving carefully due to concerns about AI errors, public trust, and legal rules that require human oversight at every step.

Learn more about how you can thrive in this position

View analysis
Chat with Coach
Latest news
More career info
Analysis
Chat
News
More

This role is somewhat resilient

Court, municipal, and license clerks are labeled "Somewhat Resilient" because AI is already changing real parts of this job in meaningful ways, like automating meeting minutes that used to take hours and drafting court orders, so clerks who do not adapt will find their roles shrinking. At the same time, the work is not disappearing, because courts and local governments are moving carefully due to concerns about AI errors, public trust, and legal rules that require human oversight at every step.

Read full analysis

Learn more about how you can thrive in this position

View analysis
Chat with Coach
Latest news
More career info
Analysis
Chat
News
More

Analysis of Current AI Resilience

Court & License Clerks

Updated Quarterly

Analysis
Suggested Actions
State of Automation

How is AI changing Court & License Clerks jobs?

Right now, AI is mostly being used to augment court, municipal, and license clerks — helping them work faster rather than replacing them. In Long View, North Carolina, town clerk Heather Minor uses an AI "clerkware" tool called ClerkMinutes, and she now spends about 30 to 60 minutes processing each meeting's minutes instead of four to eight hours [1], freeing her up for other work while improving transparency and accuracy. More than 450 municipalities already use ClerkMinutes [2], showing this kind of tool is spreading quickly at the local level.

On the court side, Alaska released the Alaska Virtual Assistant (AVA) [3], an AI chatbot designed to help court users navigate the probate court system, and Los Angeles and Riverside courts are testing an AI tool called Learned Hand [4] that drafts orders and produces research memos, primarily for civil cases so far. Vendors like Thomson Reuters pitch these as helpers, not replacements [5] — CoCounsel Legal is an AI solution purpose-built for legal professionals including court clerks, acting as a collaborative tool that handles time-intensive tasks while maintaining human control over every decision.

Reveal More
AI Adoption

How fast is AI adoption growing for Court & License Clerks?

Adoption is happening, but carefully. Cost pressure and backlogs are big drivers: Learned Hand's founder says the judiciary needs AI to deal with a "paper blizzard" of filings and is already being used by court systems in 10 states [6]. But there are real brakes on speed.

Public trust matters — AI models are known to cite falsehoods, and a researcher has documented hundreds of instances of litigants, lawyers, and judges making mistakes when using AI, including nearly 90 cases in California since August 2024. Legal and ethical rules also slow things down; a majority of California's superior courts now have generative AI use policies they were required to create by the state Judicial Council before using the technology. The good news for you: clerks bring judgment, empathy, and accountability that software can't match.

Courts using AI tools have enabled employees to focus more on human interactions in their work while improving efficiency and equity in judicial outcomes [7] — meaning the human parts of this job, like helping confused members of the public or catching an AI's mistakes, are becoming more valuable, not less.

Reveal More
Will AI replace Court & License Clerks?

Will AI replace Court & License Clerks?

Not entirely. We think AI will take over some tasks, but not the whole job.

Our 38.5% AI Resilience Score signals real disruption ahead for court, municipal, and license clerks. The routine, document-heavy parts of this work are already being automated. Town clerks are using tools like ClerkMinutes to cut meeting-minutes processing from up to eight hours down to about 30 to 60 minutes [1], and court systems in 10 states are piloting AI that drafts orders and research memos [6]. That kind of efficiency gain tends to reduce headcount over time, even when the stated goal is augmentation.

What keeps this from being a full replacement story is accountability and judgment. AI models have produced errors in legal settings at a documented scale that courts cannot ignore, and most California superior courts now require formal AI use policies before deploying the technology [4]. Someone still has to catch mistakes, guide confused members of the public, and stand behind official records. Courts using AI tools have found that employees shift toward more human interaction, not less [7].

The honest picture: expect fewer purely clerical positions, but a remaining core of clerks doing higher-stakes work. Adapting means getting comfortable with AI tools early and leaning into the judgment and public-facing skills that software still cannot replicate.

Reveal More
Career Village Logo

Help us improve this report.

Tell us if this analysis feels accurate or we missed something.

Share your feedback

Your Career Starts Here

Navigate your career with COACH, your free AI Career Coach. Research-backed, designed with career experts.

Explore careers

Plan your next steps

Get resume help

Find jobs

Explore careers

Plan your next steps

Get resume help

Find jobs

Explore careers

Plan your next steps

Get resume help

Find jobs

Career Village Logo

Ask a pro on CareerVillage.org. Free career advice from more than 200,000 professionals.

Latest AI news for Court & License Clerks

As students consider careers as Court, Municipal, and License Clerks, understanding AI's impact is crucial. Articles highlight that these roles are among the most vulnerable to AI, with a risk score of 85/100 indicating significant replacement potential. However, opportunities may arise in new areas like citation-checking for AI-generated content. Embracing technology and developing specialized skills can foster resilience in this evolving landscape, ensuring clerks remain valuable as the field adapts to AI advancements.

More Career Info

Career: Court, Municipal, and License Clerks

They help keep records organized, process legal and license documents, and assist the public with forms and information in courts and government offices.

Employment & Wage Data

Median Wage

$48,700

Jobs (2025)

187,000

Growth (2025-35)

+3.4%

Annual Openings

17,100

Education

High school diploma or equivalent

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2025-2035

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

72% ResilienceSupplemental

Train other workers or coordinate their work, as necessary.

2

59% ResilienceSupplemental

Perform contract administration duties, assisting with bid openings or the awarding of contracts.

3

56% ResilienceSupplemental

Search files and contact witnesses, attorneys, or litigants to obtain information for the court.

4

55% ResilienceSupplemental

Perform budgeting duties, such as assisting in budget preparation, expenditure review, or budget administration.

5

52% ResilienceCore Task

Plan or direct the maintenance, filing, safekeeping, or computerization of all municipal documents.

6

48% ResilienceCore Task

Examine legal documents submitted to courts for adherence to laws or court procedures.

7

45% ResilienceSupplemental

Verify the authenticity of documents, such as foreign identification or immigration documents.

Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

The AI Resilience Report is a project from CareerVillage.org®, a registered 501(c)(3) nonprofit.

Built with ❤️ by Sandbox Web

The AI Resilience Report is governed by CareerVillage.org’s Privacy Policy and Terms of Service. This site is not affiliated with Anthropic, Microsoft, or any other data provider and doesn't necessarily represent their viewpoints. This site is being actively updated, and may sometimes contain errors or require improvement in wording or data. To report an error or request a change, please contact air@careervillage.org.