For decades, job searching followed a familiar pattern: you tailored a resume, sent it to a company, and hoped a human recruiter would read it carefully. Today, that first reader is often not human at all. Instead,an artificial intelligence algorithm (AI) scans, scores, and ranks your resume long before a hiring manager ever sees it.

For military veterans transitioning to civilian careers, this can seem frustrating and unfair. Military qualities like leadership, responsibility, and mission success don’t translate very well into civilian job titles. But the good news is once you understand how AI-driven hiring systems work, you can adapt your resume to turn those AI systems to your advantage.

This article covers the basics of how AI is used in resume screening by all large and most small to medium-size companies, and how you can write a resume that gets past the algorithms to the real people who can get you an interview and a job, namely the HR personnel.and Hiring Managers.

How AI Works

As mentioned, virtually all  U.S. companies use AI-powered Applicant Tracking Systems (ATS) these days. These systems are absolutely necessary because a single job posting can bring in hundreds if not thousands of resumes – almost impossible to evaluate manually one at a time. But the ATS algorithm can do the job in seconds (or less). Here’s what it does –  

• Parses resumes on the basis of job titles, education, and experience
• Compares resumes against job descriptions
• Ranks candidates based on perceived fit
• Filters out resumes that don’t meet baseline criteria

The key takeaway is you must write your resume in such a way that the ATS can read it and decipher it. 

If your resume can’t be understood by a company’s ATS, it will never be seen by a human being even if you are the most qualified candidate. 

How AI Reads a Resume

AI does not read resumes the way people do. It does not have any appreciation at all for  character, potential, or nuance. Instead, it sees only data and breaks your resume into data sets. .

First it parses your resume. It looks for structured info such as job titles, dates of employment, skills, education. Then it matches the overall resume to the job description or to a profile of an ideal candidate provided by the employer. Finally it scores your resume in comparison to the other candidates.

Of course in this data-driven system any sort of error, typo or ambiguity can wreck your chances right away. 

But for transitioning vets (e.g., retiring or retired military officers and other vets), the biggest risk is usually translation failure: the system may not understand your use of military-specific terminology, acronyms, or role descriptions. Many vets forget that terms and acronyms readily understandable in the military world are meaningless in a civilian context.

Also there is a lack of awareness of how AI resume scanning works. Early ATS systems relied mostly on simple keyword matching. Candidates learned to copy keywords from the job posting and paste them into their resumes.

But modern AI systems are much more context-aware. It is not just a matter of whether you have the needed skills but when, why, and how you used the skills. How much specific experience did you have, was there career progression, how successful were you, what was the outcome.

For example, simply listing “Project Management” is weak. AI is more likely to favor something like the following:  :

Led cross-functional teams of 25 personnel managing $12M in operational projects, delivering all milestones on time and under budget.

This sentence provides context. It indicates the scale of the accomplishment, specific details,  and outcome. 

Unique Challenges for Veterans

Veterans really are viewed by corporate America as bringing discipline and much-needed skills to the workplace – you do have a competitive advantage as a vet – but unfortunately AI systems do not necessarily always recognize that value. A few of the most common reasons are  –

• Use of Military jargon and acronyms in resume (O-4, XO, TOC, CONOPS)
• Non-civilian job titles (Company Commander, Operations Officer)
• Implicit leadership (i.e., command authority is assumed in the military but must be stated explicitly for civilians)

If an ATS cannot understand your military experience and map it to civilian equivalents, your resume will score poorly— and can block you from ever getting interviewed by a hiring official.

Translating Military Experience for AI 

The goal is not to “dumb down” your experience, but to translate it.

1. Use Civilian-Recognized Titles

You can mention your military role, but add a civilian equivalent:

Operations Officer (Senior Manager)

This helps the ATS immediately categorize your experience.

2. Spell Out Acronyms

Write the full term first, followed by the acronym if needed:

Developed operational plans (Concepts of Operations – CONOPS)

3. Emphasize Transferable Skills

AI systems are trained to recognize skills such as:

• Formal leadership and team management
• Operations and logistics
• Risk assessment and decision-making
• Training and development
• Compliance and safety

Explicitly name these skills and show how you applied them.

Use bullet points that follow a simple structure. Begin with an action verb if possible, mention skills recognizable in a civilian context, and demonstrate results

Example:

Directed daily operations for a 120-person organization, improving operational readiness by 18% while maintaining full regulatory compliance.

This format works because it describes exact responsibilities, provides specifics, and quantifies the outcome. 

Avoid vague or general statements like:

Responsible for unit operations.

AI systems—and recruiters—can;t score what they can’t measure.

Formatting Matters More Than You Think

ATS systems are extremely sensitive to formatting. Always use a standard resume format and avoid fancy typefaces or graphics. 

Best practices include:

• Use a clean, single-column layout
• Avoid tables, text boxes, graphics, and icons
• Use standard section headings (Experience, Education, Technical Skills)
• Submit in Word (.docx) or simple PDF unless otherwise specified

Creative designs may look impressive to humans, but they can confuse parsing algorithms.

If you include a skills section in your resume — as you should – make sure it aligns with the rest of your resume.

• Don’t list skills that aren’t demonstrated or mentioned in your actual job experience. 
• It’s a good idea to group related skills together under subheads  (e.g., Leadership, Operations, Technology)
• Avoid overly generic terms
• Resist mentioning irrelevant skills (“Excellent billiards player”)

Think of the skills section as an index. The real proof of your skills is your experience.

Tailoring Your Resume Without Rewriting It Every Time

AI rewards relevance. A resume that matches the specific job description closely is far more likely to rank higher. However most candidates send the same general resume to all job openings, a major mistake. You need to tweak it to fit each specific job – very important. 

But you do not need to rewrite your entire resume from scratch for every application. Instead simply maintain a master resume, then slightly adjust it to align with an exact role. For example, reorder any bullet points so the most relevant experience appears first. Be sure to mention in your resume any specific skill or experience required in the job description. 

Small adjustments can hugely improve ATS scores.

Turning AI to Your Advantage

Once you understand how AI evaluates resumes, you can use that knowledge to your advantage. Start by carefully reading the job description (most applicants don’t). Try to understand exactly what the employer wants.

Tweak your master resume to mirror the job description as closely as possible. This is an all-important step ignored by most applicants. Always use measurable outcomes in your experience descriptions. Don’t just say “exceeded quota”, instead say “exceeded quota by 29%”). At the same time, be careful  to use language and terms easily understood by a civilian reader.

AI systems are designed to predict your potential for success in the job being advertised. If you clearly demonstrate that you have done similar work successfully before, the algorithm is much more likely to surface your resume.

The Human Factor

Passing the AI screen is only the first step. Ultimately, a human will read your resume and decide whether to interview you.

So the best resumes work on both levels:

• Machine-readable enough to pass ATS filters
• Human-readable enough to tell a compelling story

AI-driven resume screening is not a trend—it is the standard reality of modern hiring. Ignoring it puts you at a great disadvantage. Understanding it gives you substantial leverage.

For military veterans entering the civilian workforce, the challenge is usually not a lack of qualifications, but a lack of translation. By adapting your resume to the AI algorithm’s requirements and to the specific job requirements, you gain a big advantage over most other applicants.

Remember: The algorithm is not your enemy. When used wisely, it can become your ally.