5 Practical Ways to Get Started with AI for Government HR

by NEOGOV on May 21, 2025

AI is no longer a distant concept—it’s already reshaping how government HR teams manage hiring, communication, and workforce planning. But you don’t need a massive overhaul to start seeing results. Here are five simple, high-impact ways to begin using AI in your agency today.

 

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AI is transforming how HR teams work—and for government agencies facing limited resources and growing hiring demands, it’s a powerful way to get more done with less. From writing job descriptions to streamlining candidate communication and screening resumes, AI for government HR can save time, reduce manual work, and help your team focus on what matters most: people, not paperwork.

The best part? Getting started doesn’t require a complete system overhaul. The most successful teams begin with small, low-risk tasks that offer big returns—like automating candidate emails or analyzing employee feedback. These quick wins help build momentum and make it easier to expand your AI efforts over time.

Not sure where to begin? Here are five practical ways to start using AI for government HR.

 

1. Use AI to Write Job Descriptions

 

Writing job descriptions is time-intensive and can be challenging for HR professionals juggling multiple responsibilities. Unintentional bias and unclear language can also become major problems and can hurt your chances of attracting the right candidates.

How can AI help? Given the right prompt, AI tools can generate comprehensive, easy-to-understand, and inclusive job descriptions that reflect your agency’s value, goals, and requirements in a fraction of the time.

To get the best results, you’ll need to set up a prompt that includes the job title, responsibilities (bullet points are fine), desired qualifications, and any agency-specific language and formatting preferences. Just getting started with AI? Consider enrolling your team in a prompt engineering course to learn the best way to get consistent, high quality output.

The result? Clearer, more inclusive job postings that attract stronger candidates, faster.

 

2. Automate Candidate Emails & Communications

 

Depending on the size of your organization, every job opening can generate dozens—or even hundreds—of applicants, and keeping up with candidate communication quickly becomes a major time sink for HR teams. But prompt, consistent outreach is key to keeping candidates engaged and your hiring process on track.

AI-powered communication tools can reduce this administrative burden by automatically generating and personalizing emails for candidates in various stages of the hiring process. These tools use natural language generation (NLG) to craft tailored messages based on templates and context-specific data, such as candidate name, role applied for, and application status.

NEOGOV’s Attract, for example, makes this process a breeze by seamlessly integrating with your Applicant Tracking System (ATS) to automate candidate communications from the moment they apply. It offers tools to create consistent, professional messaging and personalized interactions, making sure that no candidate is left waiting for an update.

Government HR process automation tools can streamline these communications, and benefits include:

  • Faster response times, which keep candidates informed and engaged throughout the process.
  • Consistency in tone and content, which maintains a professional and inclusive experience for all applicants.
  • Reduced manual errors, such as sending messages to the wrong candidate or missing key follow-ups.
  • Optional scheduling support, with calendar integration to reduce back-and-forth

When used correctly, AI doesn’t replace the human side of hiring—it enhances it, giving your team more time to focus on candidate relationships and decision-making.

 

3. Leverage AI for Resume Screening

 

Manual resume screening is a heavy lift for HR teams—but because the review process is repetitive and typically has standardized guidelines, it is a clear use-case for AI in government HR. Prompted correctly, AI tools can rapidly analyze large volumes of resumes, flag top candidates based on qualifications, and highlight relevant skills and experience while reducing bias.

AI-driven HR efficiency solutions that include resume screening use natural language processing (NLP) and machine learning algorithms to evaluate resumes based on how well a candidate’s experience and skills match the job requirements. These tools can be configured to prioritize critical criteria—such as certifications, years of experience, or specialized knowledge—without overlooking transferable skills that might otherwise be missed in a manual review.

This approach is especially useful for government HR teams looking to identify qualified candidates among large applicant pools or when hiring for technical or highly specialized roles with which HR staff themselves might not be completely familiar.

Besides giving time back to your HR department, AI powered resume screening can also:

  • Generate audit trails and decision logs in AI tools improve transparency and compliance.
  • Recognize common red flags (like employment gaps or mismatched job titles) and also pick out candidates who might be worth a second look.
  • Improve equity by reducing unconscious bias in early screening.
  • Integrate directly with existing ATS platforms, minimizing workflow disruptions and making adoption easier for HR teams already stretched thin.

For agencies ready to take the next step, NEOGOV’s Insight offers a powerful ATS designed specifically for the public sector. This platform streamlines the entire hiring process—from posting jobs to ranking candidates—while leveraging AI to help hiring teams make data-informed, equitable decisions faster.

When configured to your specifications and paired with human oversight, AI resume screening can improve both fairness and efficiency, helping hiring teams make better decisions without compromising on compliance or quality.

 

4. Improve Employee Surveys with AI Analytics

 

Employee surveys are valuable tools for understanding engagement and workplace culture, but analyzing the results—especially open-ended responses—can be a drain on resources. It can also create inconsistent results due to bias or simple differences in assessment styles between HR staff members. AI tools can improve this process by using NLP and sentiment analysis to identify patterns in employee feedback. These systems can highlight recurring themes, identify changes in morale, and raise early indicators of burnout or disengagement before they become problems.

Rather than manually reading through hundreds of comments, HR teams using AI can immediately see what issues are trending and where to focus attention. Some AI tools can even group feedback by department or role to identify specific team-level concerns.

For government HR teams working with limited bandwidth, AI analysis helps prioritize efforts and respond to workforce needs effectively without requiring a dedicated analyst or data science team.

 

5. Use AI to Generate Training Recommendations

 

Professional development is a critical part of employee retention and performance, but identifying the right training for each individual can be a challenge—especially in large or decentralized agencies.

AI-powered digital tools for government HR can make this easier by analyzing employee data like job title, skill sets, past training, and career goals and then recommending targeted development opportunities. Instead of one-size-fits-all programs, employees get training suggestions tailored to their roles and future growth.

For HR teams, this means:

  • Less guesswork for selecting relevant training programs.
  • Improved alignment between workforce development and agency goals.
  • Personalized growth paths, which boost engagement and retention.

Some AI systems can also detect skill gaps across departments and recommend agency-wide training initiatives to close them. With strategic workforce development becoming increasingly important, using AI to assist planning efforts helps HR teams to maximize their time, resources, and impact.

 

Final Thoughts

Adopting AI is a powerful strategy for government HR teams to make improvements while getting time back, and it doesn’t have to mean a complete overhaul of your current systems. For state and local government teams already navigating limited resources, small, strategic steps can make a meaningful difference. Incorporating AI offers practical ways to streamline work and shift your team’s focus to what matters most—people.

Start with one task. Test, learn, and build from there. The sooner government HR leaders begin integrating AI into everyday workflows, the sooner they’ll see the benefits: faster processes, improved compliance, better decisions, and a more engaged public workforce.

What’s next?

Start integrating AI-driven public sector HR solutions at your agency to enhance efficiency and compliance, improve candidate experiences, and empower your HR team to focus on what matters most—your people. 

Explore NEOGOV’s suite of AI-powered tools to make your recruitment and workforce management processes work for you.

Not sure? Contact us today to learn how we can help your agency get started with AI for smarter, more efficient HR operations.

NEOGOV

NEOGOV understands the challenges public sector agencies face, and has built solutions to meet them. Our integrated platform supports every stage of the employee journey, from hiring and onboarding to growth, retention, and compliance. NEOGOV empowers you to build stronger communities through better workforce management.

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