The AI interview is a necessary evil

Nobody likes being interviewed by a machine. You sit alone in front of a webcam, a voice asks you about a time you handled conflict, and a timer counts down. You finish, the tab closes, and you feel like you spoke into a void.

I get it. I want to argue for the void anyway. But first, the swamp.

The market is bad, and it is bad in a specific way

Applying to jobs, everyone knows how it goes these days.

You find a posting. You tailor the résumé, you write the letter, you fill in the same fields the résumé already had. Then nothing. Not a rejection. Nothing.

Some of those postings were never real. Companies keep roles open to look like they are growing, to collect résumés for later, or to make the current team feel like help is coming. You applied to a billboard.

When a real answer comes, it is a template. "After careful consideration, we have decided to move forward with other candidates." Careful consideration took eleven seconds and a keyword filter. You will never learn which keyword.

And then, the newest insult: the invitation to interview with an AI. No person, no small talk, no chance to read the room. To a candidate who has been ghosted five times this month, it reads as the final proof that nobody on the other side cares.

That is the reasonable reading. I think it is the wrong one.

Recruiters are drowning

Picture the other side of the table.

One posting for a normal role brings hundreds of applications. Sometimes thousands. One-click apply made sending an application free, so people send a lot of them. Then AI made the résumé and the cover letter free too. Every application now arrives polished, tailored, and almost identical to the last one.

This might come as shocking, but apparently recruiters are human as well and they have a finite amount of time. A phone screen takes thirty minutes with scheduling and notes. Screening a thousand people by hand is not a choice they are refusing to make. It is arithmetic.

So the résumé stopped being a signal. It used to show effort and fit. Now it shows that you have access to a chatbot. Screening had to move to something the candidate cannot outsource. That is the whole story of the AI interview. AI applying created the flood. AI interviewing is the symmetric response.

The ATS was the bad compromise

The first answer to the flood was the applicant tracking system. It is worth separating it from the AI interview, because people lump them together and they are not the same thing.

The ATS never reads you. It matches strings. If the posting says "stakeholder management" and your résumé says "worked with stakeholders", you are gone. It rejects you for a word you did not use, and it does this before any human or machine looks at what you can do.

That is the world we have been living in, and it is the world people are angry at. The silence, the eleven-second rejection, the sense that nothing you wrote was read. All of that is the ATS.

The AI interview is the first screening tool that evaluates an answer instead of a keyword.

What the AI interview actually gives you

Set the feelings aside for a moment and look at the mechanics.

It interviews everyone. Not the top fifty résumés by keyword score. Everyone who applied. If you have a strange background, a gap, a degree from the wrong school, or no degree, you still get to talk. The gate used to be the résumé. Now the gate is the conversation.

It interviews you now. You apply at 11pm after a shift and you can interview at 11:15pm. The interview happens while you still remember why you applied.

It can tell you no, and it can tell you why. A human recruiter will almost never give you real feedback. Their legal team told them not to. Anything specific can end up in a complaint. An AI is scoring against a rubric, and the rubric is the feedback. "Your answer on system design did not mention trade-offs. Your communication score was high." Imperfect, but infinitely more than "we decided to move forward with other candidates."

It gives a decision when you finish. Not next month. A yes or a no, at the end of the call. Ghosting is not possible when the answer is generated the moment you stop talking.

It asks everyone the same questions. Decades of hiring research say the same thing: structured interviews, same questions and same scoring for every candidate, predict job performance far better than the unstructured chat most humans run. An AI interview is structured by construction. It cannot improvise a different set of questions for the candidate it likes.

You cannot charm it

A human interview is a likability contest with a technical section attached. The interviewer is tired, or in a good mood, or reminded of themself by you, or not. You went to the same school. You made a joke that landed. You have the accent that sounds confident in this city. None of that is skill, and all of it moves the outcome.

The AI does not notice your joke. It does not know your name sounds foreign, or that your webcam is in a small apartment, or that you paused too long before answering because English is your third language. It scores what you said against what the role needs.

For a lot of people, that is the first interview they have ever had where the content of the answer was the only thing on the table.

And yes, of course being likable and easy to work with is still an advantage. Companies rarely have only one round of interviews. You will have your chance to shine, so worry not, but only after you prove to them that you got here on merit, fair and square.

The honest version of the bias claim

I want to be careful here, because "AI is unbiased" is a line that gets torn apart the moment someone says it.

The AI is not unbiased. It is trained on data, and the data came from humans. The famous failures are real. Amazon built a résumé model that learned to penalize the word "women's". HireVue used to score facial expressions and dropped it under pressure.

But there is a difference between a bias you can measure and a bias you cannot. A hiring manager's gut is a black box. Nobody audits it. Nobody can. An AI interview scores against a fixed rubric, its outcomes can be logged, and its pass rates can be broken down by group and compared. When they skew, someone can find out and fix the rubric.

Regulators already treat it this way. New York City requires bias audits of automated hiring tools. The EU classifies hiring AI as high risk. Nobody requires an audit of the vibes in a conference room.

So the claim is not that the machine is fair. The claim is that the machine's unfairness is visible, and visible unfairness is the only kind that ever gets corrected.

The evil half

The title says necessary evil, and I mean both words.

People will game it. Every filter gets gamed. There will be coaching, scripts, and a second screen running a chatbot that whispers answers. The rubric will get leaked. Some of the signal will rot. It will still rot slower than the résumé did.

It makes ghost listings cheaper. Of course this is not the perfect solution. The same tool that ends ghosting can scale it. A company can now leave a fake posting open, interview a thousand people at zero cost, collect the data, and hire nobody. The AI interview fixes silence from real employers and hands fake ones a better trap.

It is lonely. There is no way around this. Talking to a machine about your career, alone, is a small humiliation. Efficiency does not cancel that.

What to demand from it

If the AI interview is going to be the front door, then the front door has to meet some conditions.

• Tell me it is an AI. Before I start, not in a footnote.
• Give me the feedback. All of it. The rubric exists. Show it to me.
• Give me the decision. At the end. Not "we will be in touch."
• Put a human before the offer. The machine screens. A person hires. If a company lets the model make the final call, they have replaced the interview with a slot machine.
• Audit it, and publish the audit. If you say the machine is fair, prove it every year.

The point

The old system was a human who never called you back, a filter that never read you, and a rejection that told you nothing. The AI interview is a machine that talks to everyone, on the same terms, right away, and tells you where you stand.

It is colder. It is also the first honest gate the market has had in years. I would rather be judged by a rubric I can see than by a mood I cannot.

Necessary. Still evil. Take it.