After the AI Screen, Expect a Live Human Round

What Does the Next Round Usually Look Like?

A live conversation with a person, most often a recruiter call first and the hiring manager after it. The automated round sits where a phone screen used to sit, so what follows tends to assume the basics are covered and goes after depth instead. HireVue's candidate FAQ says its interview and assessment are intended as first steps, and that the top group then moves on to person-to-person interviews before people make the hiring decisions ¹.

HireVue sells that first step, so the FAQ sets out an intended design and audits nothing. It also does not bind the employer that bought the software. Some companies run a second automated stage. Some go straight to a panel.

One question to the recruiter settles which stage it is before you prepare for the wrong one.

Some technical roles route instead into a recorded screen run by a human interviewer with software tooling, which is not an AI interviewer. Karat's candidate page describes an hour with a short introduction, 10 minutes of discussion questions and 40 minutes of programming questions, recorded, and bookable in the evening or at weekends. Afterwards the recruiter gets the video recording along with a summary of how the candidate did on the questions, and the recruiter decides what the next steps are ³.

An in-person stage is likelier than it was, at least at some employers. In a 2026 Greenhouse survey of 373 hiring managers in the UK, Ireland and Germany, 31% said they conduct more in-person, on-site interviews ⁴. Greenhouse sells hiring software and publishes no fielding dates or sampling frame for this survey. The report does not attribute the shift to AI, and the number is what those managers said about themselves.

31% is a minority of one survey, and a minority is not a default.

Google's chief executive said in June 2025 that the company would introduce at least one round of in-person interviews to check that the fundamentals are there ⁵. That was a statement of intent in a podcast interview rather than a published policy, and nothing in it says which roles or when.

Who Has Seen the Answers You Already Gave?

Assume the recording, and on some platforms the transcript, reached the hiring team, because the vendors cited here say that is where it goes. Alex, the AI interviewer formerly named Apriora, says in its candidate FAQ that it does not make final hiring decisions and does not automatically reject anyone. Its recordings, transcripts and notes are shared with the employer's hiring team, where humans make the decisions ².

Whether the particular person you meet next has opened any of it is a different question, and a vendor describing its own product cannot answer that one. A recruiter working through a stack of candidates may have skimmed a summary. A hiring manager may be seeing your name for the first time as the call starts.

Both possibilities point the same way. If they read it, repeating a recorded answer word for word spends the slot on something already on file. If they did not, a self-contained version of the same story costs you nothing.

Build answers that work either way.

The summary is the part worth thinking about, since it is the version a busy person is most likely to read. Karat's page says the recruiter receives a summary highlighting how the candidate performed on the questions, alongside the recording ³. What a summary of that kind contains, how long a recording is kept, and who inside the company can open it are usually not on the candidate-facing page. The privacy notice you accepted before recording is where to look.

If you are unsure which format you actually sat, what happens in an AI interview sets out four kinds and what each one records.

Where Does the Real Filtering Happen?

Mostly in the rounds before the final stage, and the round you are about to sit is likely one of them. Ashby's benchmark report, drawn from more than 54 million applications and 93,000 jobs run through its own recruiting software between January 2021 and March 2026, puts recruiter-screen passthrough at roughly 35% of the candidates who reach it, while post-onsite passthrough runs at 95% ⁶.

Those are stage-to-stage rates among the people who reached each stage, so they do not multiply into a chance of being hired. The heaviest filtering of all happens at application review, which is not one of those numbers. Stage names are configured by each employer too, so one company's recruiter screen is another company's phone screen ⁶.

The 95% is the figure worth sitting with. A stage that passes almost everyone who reaches it is not doing much independent filtering. By the time it starts, the decision has largely been made, which puts the weight on the conversations in between.

The middle rounds are where a hire gets settled.

Employers reading their own funnels are told something stricter about numbers like these. Which funnel metrics still mean anything argues that a stage pass rate is worth reading as a slope against a company's own history, not as a level against a published benchmark. Take the figures above the same way: a shape to expect, not a rate that governs the process you are in.

Prepare to Extend Your Answers, Not Repeat Them

Pick the two or three questions you answered under a clock and write down what you would have added with another minute. That is the preparation this stage rewards. The next interviewer either has your compressed version in front of them or is hearing the story for the first time, and more detail is the right direction in both cases.

Check what you plan to say against what you recorded. If the recording got a date or a figure wrong, correct it yourself rather than repeat it, because a number that moves between rounds without explanation is the sort of thing a careful interviewer stops to ask about.

The two rounds are also different tests, which cuts both ways. Interviewers argue about this from their own side. What to make of a candidate who is brilliant in the screen and flat in the onsite has a direct answer there: the medium moves a rating before the candidate does anything.

Being better in person than you were on camera is not a problem to fix.

Your reply to the invitation can carry four questions:

• who you will be meeting, and what they do
• how long the stage runs, and whether it is one conversation or several
• whether there is anything to prepare or bring
• what the stages after this one are

Asking is routine, not pushy.

What does not work is a memorised script. The round you already sat has your fluent version on file, and a live conversation rewards what a script cannot carry: the reason you picked one approach over another, and what you would do differently now. Those are the answers that survive a follow-up question, and the follow-ups that expose whether someone understood their own answer are built for exactly that.

If the invitation names a format you have not met before, ask what it involves before you spend an evening preparing for a different one.

See how it works >