When AI Writes the Resume, What Does It Really Prove?

I recently read an article in CPA Practice Advisor that put words around something I am experiencing in my own hiring. 

The article discussed how AI is making recruitment more complicated. One point stood out to me in particular. AI tools can help job seekers write with confidence, highlight the right skills and make routine responsibilities sound more strategic. A resume that is polished, keyword rich and closely matched to the job description can now move through the first screen without giving an employer a reliable sense of what the person has actually done (Saah, 2026). 

That is exactly the issue I am facing while hiring a Technology Product Manager for our own business. 

Some applications look excellent on paper. The language is polished. The right words are there. The resume appears closely matched to the role. In fact, some are so well written that I briefly wonder whether I should hire the resume instead of the person. 

But as I read through them, I keep coming back to one very simple question. 

What has this person actually done? 

That is becoming harder to answer from a resume alone. 

I do not think this is only a technology hiring problem. Accounting firms are facing the same issue, especially when hiring for roles where accuracy, judgment and practical technical knowledge matter. A candidate can now use AI to produce a strong resume for a staff accountant, bookkeeper, tax, audit or client accounting role. They can mirror the language in the job ad. They can describe experience in a way that sounds confident and capable. 

That does not mean the candidate is dishonest. In many cases, they are simply using the tools available to them. Employers are using AI too. The issue is not whether AI has been used. The issue is whether the hiring process still gives you enough evidence to make a good decision

A resume has never been proof of capability, but it is becoming an even weaker signal. 

For accounting firms, the cost of getting this wrong is real. A poor hire does not just affect the person who made the decision. It affects managers, reviewers, partners, clients and the wider team. It can create more checking, more rework, more training pressure and less confidence in the work being delivered. In busy season, that is not a small problem. That is the sort of problem that comes with coffee, stress and a few very quiet internal screams

The challenge is not that firms are only relying on polished claims. Most are already looking for practical evidence. The problem is that AI makes the early part of the process noisier. A resume can look more relevant, more confident and more tailored than it used to, which means firms may need stronger ways to confirm what sits behind it. 

A resume can still be useful. It gives you a starting point. It can help you understand the candidate’s background and guide the interview. But the interview should go deeper than “tell me about your experience.” It should ask candidates to explain what they actually did, what decisions they made, what they found difficult, what they would do differently and how they handled situations where the answer was not obvious. 

Even then, interviews have limits. Confident candidates can tell a good story. Less confident candidates may undersell themselves. And when AI can help prepare answers, employers need other ways to understand whether the candidate has the knowledge and thinking skills needed for the role. 

That is where skills testing has become more important. 

For accounting roles, technical skills assessments can help show whether a candidate can apply the knowledge they will need on the job. Not in theory. Not through a polished resume. In a practical way that gives the employer better evidence before making a decision. 

This is especially helpful for roles across bookkeeping, client accounting, tax, audit and accounting support, where a candidate may look strong on paper but still have gaps that create pressure once they start. 

Critical reasoning can also add value. In accounting, people need to work through information, identify what matters, spot assumptions and make sound decisions. That becomes even more important as AI tools become part of everyday work. AI can help prepare information, but people still need to question it, check it and decide whether it makes sense. 

The Personality Profile can add another useful layer by helping firms understand the personality and preferred work style of the accountant or bookkeeper they are hiring. It is not about turning a candidate into a simple yes or no. It gives the hiring manager more insight into how that person may work, communicate and respond to pressure, as well as ideas for development and onboarding once they start. 

None of this is about making hiring harder or catching candidates out. It is about making the process fairer and more reliable. 

Candidates deserve the chance to show more than a well written resume. Employers deserve more confidence that the person they are hiring has the technical knowledge, critical thinking and preferred working style needed to succeed. 

AI generated resumes are not going away. They will become more polished, more tailored and harder to read at face value. 

So the question is no longer, “Does this person look right on paper?” 

It is, “What evidence do we have that this person can do the work?” 

And in an AI enabled hiring market, it is a question worth asking earlier in the process. 

Reference 

Saah, S. (2026, June 8). AI and recruiting: How CPA firms can reduce risk in a more complicated hiring environment. CPA Practice Advisor.