A good friend of mine has been job hunting for months.
15 years of serious, high-level experience. Smart. Qualified. Sending applications into silence.
I looked into why. What I found changed how I think about hiring entirely.
Here is what is actually happening the moment you hit apply, in three stages, most candidates have no idea exist.
Stage 1. A machine reads your CV before any human does
98% of Fortune 500 companies run every single application through software called an ATS, Applicant Tracking System, before a recruiter sees it.
It doesn't read. It scans.
It looks for specific keywords from the job description. Wrong formatting, wrong words, missing terms, your CV gets buried at the bottom of a ranked list that no one scrolls to.
Harvard Business School found that 88% of employers admit their own system screens out qualified candidates this way.
The average recruiter then spends 6 to 8 seconds on the CVs that do make it through.
6 to 8 seconds.
Stage 2. Your first interview might not be with a human
Some companies now deploy AI to run initial screening interviews.
You speak into your laptop. It listens. It asks follow-up questions. Records your voice. Transcribes every word. Then passes a summary report to a human recruiter who decides if you are worth their time.
No human in the room. Not yet.
Stage 3. When a human finally shows up, AI is still watching
In many interviews today a separate AI joins the call. Records your audio and video. Transcribes everything. Generates behavioural insight reports on you for the hiring team to review.
And here is the part that should make you stop.
Some companies have explicitly banned candidates from running their own AI tools during the process.
They use AI to assess you. You are not allowed to use it again.
What you need to know before your next application
Your CV formatting matters more than you think. Graphics, tables, columns, and designed templates often break ATS parsing entirely. The system cannot read them, so your experience simply disappears. Plain, clean, text-based formatting is not boring; it is strategic.
Keywords are not optional. ATS does not interpret. It matches. If the job description says "client relationship management" and your CV says "account management," it may not connect the two. Mirror the exact language in the job posting, naturally.
AI interviews are not easier than human ones. They are harder in one specific way; there is no human warmth to read, no rapport to build. The AI does not care that you seem nervous. It captures what you say and how you say it. Preparation matters more, not less.
You can opt out of AI screening at some companies. But you should know that doing so may flag you as difficult before you have even started. Know this going in.
Prompt of the Week
Use case: You want to know if your CV would survive an ATS scan for a specific role before you apply.
Copy and paste this into ChatGPT or Claude:
"I am going to give you my CV and a job description. I want you to act as an Applicant Tracking System. Tell me: which keywords from the job description are missing from my CV, which sections would parse poorly if formatted the way mine is, and give me the top five changes I should make before submitting this application. Be specific and brutal. Here is my CV: [paste CV]. Here is the job description: [paste JD]."
Why it works: Most people optimise their CV for how it looks to a human. This forces you to optimise it for how it reads to a machine first, which is the actual first gate you have to pass.
The Bottom Line
My friend didn't fail the job market.
The job market processed her like a data point.
88% of companies, on record, to Harvard researchers, admitted their own systems are rejecting people who could actually do the job.
They built a machine to find talent, and the machine is hiding it from them.
Meanwhile, she is at home, wondering what is wrong with her.
Nothing is wrong with her.
She just showed up prepared for a game that quietly changed its rules while she was busy being good at her job.
The people winning right now are not more qualified.
They just know how the machine works.
I have put together a Job Search AI Manual, a practical, prompt-by-prompt guide to getting through every stage of this new process: ATS optimisation, AI interview prep, company research, and outreach. Built specifically for professionals who are strong on experience but are walking into a process that was not designed with them in mind.
Want me to send it to you?
Just reply to this email with the word MANUAL and I will send it straight to your inbox.
I have built AI, Done Properly.
Not to teach people how to write cute prompts. Not to impress you with 50 tools you’ll forget by next month. I built it for this exact moment.
My current cohort has already started.
But the next one begins on 1 May, which is when I release the first module with recorded lessons, to be watched at your own time.
Then our first live call is on 6 May, with two sessions so people can join at a time that actually works:
12:30 PM
8:00 PM
It’s small on purpose. Because I work with people on their actual role, their actual week, and the actual tasks that are wasting their time.
By the end, the goal is simple: Not that you “know about AI.” But that you’ve built a working system around it that genuinely helps you think better, work faster, and stop feeling behind.
If that sounds like what you need, just reply to this email, and I’ll send you the details.
Or you can have a look here: configurai.com
And if now isn’t the moment, that’s okay too. But I would pay attention to how quickly this gap is opening. Because the people who wait for certainty usually arrive after the advantage has already gone.
Thanks for reading,
See you next week with more ways to use AI without losing your mind (or your credibility).
Orgesa Meli
P.S. If this saved you from a future hallucination disaster, forward it to someone who's using ChatGPT for proposals, reports, or client work. They'll thank you later. Subscribe to my community here.
