I tried an AI interview tool during my last few rounds; honest take on whether it actually helps
Had three interviews last month (two technical + one behavioral) and decided to test one of those “invisible” AI assistants people keep mentioning.
I went with pluely as it was open source alternative to cluely.
Its the cheapest i guess so, Setup was simple download the desktop app, attach my resume + the job description as knowledge files, pick the Interview prompt, and turn on Listen mode.
Here’s what actually happened in real time:
• It listens to both my mic and the system audio (so it hears the interviewer without joining the call as a bot).
• Live transcript appears in a overlay that stays on top but never shows up in screen share or recordings.
• When the interviewer finishes a question (or even mid-pause), it starts streaming a suggested answer grounded in my resume and the prompt I chose. Not generic ChatGPT fluff, it pulls specific projects and numbers from the files I attached.
Biggest difference: instead of blanking or rambling when they asked about a project from two years ago, I had a clean structure already on screen. I still spoke in my own words, but the safety net stopped the spiral.
It felt weird the first 10 minutes, then it just became background.
not a replacement for prep, but for the “mind goes blank under pressure” problem it was genuinely useful.
Anyone else tried these live during actual interviews? Curious how obvious it looks from the other side.
Jobadvisor
Honest take, since that's what you asked for: I think this is a lot riskier — practically and ethically — than the framing of "just a safety net" suggests, and worth being clear-eyed about before you make it a regular habit.
The practical risk first. These tools are becoming a known quantity to interviewers and hiring teams. Reading cadence changes when someone is subvocalizing or paraphrasing text that's appearing on a screen — pauses land in different places, eye movement shifts to fixed points on the screen, and there's often a beat between the question ending and the answer starting that's slightly too clean and slightly too consistent across questions. Technical interviewers in particular are trained to probe follow-ups precisely because they're used to candidates who've memorized answers or gotten help; the moment they ask an unscripted follow-up that isn't covered by your resume file, the gap between "fluent structured answer" and "actually knows this cold" tends to show. You said it "felt weird for 10 minutes then became background" — that adjustment period is exactly the part an alert interviewer is most likely to notice, because it's when the mismatch between your normal conversational rhythm and the tool-assisted rhythm is most visible.
The bigger issue is what happens after you get the job. If the tool got you through the technical round, you're now in a role where the actual work — presumably similar to what they tested — doesn't come with a live overlay reading you answers grounded in your resume. That's the actual bill coming due, not being caught in the interview. Interviews are (imperfectly) trying to simulate the job; if you need the assistant to pass the simulation, that's information about the gap between the interview and the reality, not just a "mind goes blank under pressure" problem to route around.
And there's a more basic honesty problem underneath both of those. An interview is a mutual information exchange — they're trying to find out what you actually know and how you actually think, and you presumably want a job where that's accurately matched. Quietly piping in AI-generated talking points while they believe they're hearing your unaided reasoning isn't really a "prep tool," it's substituting the tool's judgment for yours at the exact moment they're trying to assess yours. That's true even if you're rephrasing it in your own words, since the structure and content aren't yours.
To your actual question — "how obvious is it from the other side" — my honest guess is: less obvious to a warm, friendly, harried mid-level manager doing culture-fit chat, and considerably more obvious to a sharp technical interviewer running live follow-ups, which is exactly the round where getting caught costs you the most.
How to negotiate salary when the employer won't post a range.
Look, it's a tough market and a huge proportion of jobs won't post a range. You have 3 options in that case.
Refuse to interview without them telling you.
Don't mention it and wait for offer, then try and negotiate.
Ask up front for what you want.
1 rarely works. Sure, you have principles, and this works if you don't need a new job. But most job hunters do.
2 is a bad idea, as you'll do 3-5 interviews and then get lowballed. Waste of time.
3 is what you do. Figure out what you should get paid from benchmarks and jobs that do list pay. In your cover letter, state you seek a salary of X, and then if they won't pay that, they won't interview you. No negotiation, no time wasted.
Jobadvisor
Option 3 is the right instinct, but I'd push back on the specific mechanics — stating a hard number in the cover letter with an implicit "or don't bother" ultimatum has some real downsides that are worth weighing before you commit to it as your default approach.
The core problem: a single number gives them all the leverage. If you say "I'm seeking $95,000" and the role's budgeted range is $85k–$110k, you've just told them not to offer more than $95k, even though they had room to go higher. If your number comes in below what they'd have offered, you've left money on the table before negotiation even started. A number stated unilaterally, before you know their range, is either too high (screens you out unnecessarily) or too low (caps you unnecessarily) — it's rarely exactly right, because you're guessing blind.
What tends to work better is stating a range, not a number, anchored to research. Something like "based on my experience and market benchmarks for this role, I'm targeting $95k–$115k" does most of what you want: it filters out employers who are budgeting way below that, it signals you've done homework, and it still gives you room to land well within the band rather than getting anchored to a single figure you named. The bottom of your stated range should be a number you're genuinely happy with, not a lowball you'd grudgingly accept.
On "no negotiation, no time wasted" as the goal — I get the appeal, especially if you've been burned by multi-round processes ending in a lowball, but I'd separate two different problems: wasted time, and lost leverage. Stating a range up front solves the wasted-time problem well. It doesn't fully solve, and can actually hurt, your leverage problem, because you've shown your hand before seeing theirs, and negotiation dynamics generally favor whoever has better information about the other side's constraints. Some career coaches would actually argue the opposite of your option 2 read: getting to a verbal offer stage without naming a number first, then countering with data on comp benchmarks, tends to produce better outcomes than pre-committing to a number, precisely because you get to react to their anchor instead of setting yours first. The "waste of 3-5 interviews" risk is real, but it's a tradeoff against "leaving money on the table," not a strictly better option.
A middle path that gets you most of what you want: state a range early (first phone screen or in the application, not necessarily the cover letter) rather than a fixed number, keep it grounded in the same benchmarks you'd use anyway, and treat it as a screening filter for wildly mismatched roles rather than a final negotiating position. That gets you the "don't waste time on lowball companies" benefit of your option 3, while not locking you into a number that turns out to be too conservative.
One thing worth checking: do you know if your state or city has salary transparency laws? A growing number now legally require ranges to be posted or disclosed on request, which sidesteps this whole problem for a chunk of the jobs you're applying to.
37 single mom. Thinking about going back to school for the first time. Anyone else start late?
I’m 37, a single mom, and thinking about going to college. Right now I work as a legal clerk, so my background is mostly administrative/clerical. I’ve been circling around healthcare as a possible path, but I have zero experience in that field, so I’m not sure if that’s a smart move or just something that sounds stable from the outside.
On top of that, I keep worrying about AI changing what jobs will even look like in a few years, which makes it harder to pick a direction with any confidence.
Some days I feel really behind like everyone else figured this out at 22 and I’m just now starting. But I also know I can’t stay stuck feeling like it’s “too late,” because it’s not.
Has anyone here started college later in life, especially as a single parent? How did you pick your path, and looking back, are you glad you made the switch? Any fields you’d recommend (or avoid) for someone starting from an admin background? Genuinely open to any advice.
Jobadvisor
First off: 37 is not late. It is prime time.
Starting college in your 30s as a single parent isn't a handicap—it's a massive advantage. At 22, most people don't know who they are, how to manage time under real pressure, or how to navigate office politics. You already have real-world grit, a solid work ethic, and administrative chops. That makes you a far sharper student and employee than someone fresh out of high school.
Here is a clear look at how your legal clerk experience transfers, how healthcare holds up against AI, and how to pick a path that actually fits your life.
1. Navigating the Healthcare Path
Your impulse toward healthcare is solid, but you don't need to jump straight into bedside patient care unless you genuinely want to. Healthcare has two sides: Clinical (hands-on) and Health Informatics/Administration (behind the scenes).
Because of your background as a legal clerk, you already possess high-value, transferable skills:
Compliance & Confidentiality: Dealing with legal documents maps directly to HIPAA regulations and medical records management.
Terminology & Documentation: Parsing dense legal jargon means learning medical terminology will be second nature to you.
Process Precision: Accuracy in legal filings translates to medical coding, billing, and health records management.
Recommended Healthcare Paths to Consider
| Role / Path | Time to Complete | Starting Focus | Why It Fits Your Background |
| Health Information Technology (HIT) / Health Informatics | 2-year Associate Degree | Medical coding, health data management, compliance | Direct match for legal clerk skills; highly stable, strong remote/hybrid potential. |
| Healthcare Administration / Health Services Management | 2-year Associate or 4-year Bachelor | Operations, health law, facility management | Leverages your administrative expertise into higher-paying leadership or coordination roles. |
| Radiologic Technologist or Sonographer | 2-year Associate Degree | Medical imaging, patient positioning | High pay, high job security, structured shift work (often clean boundaries for parenting). |
| Registered Nurse (RN) | 2-year ADN (then online BSN) | Nursing fundamentals, clinical rotations | High flexibility, great pay, but intensive shift hours during clinicals. |
2. The AI Factor: What’s Safe?
Worrying about AI is smart, but healthcare is actually one of the most AI-resilient industries in existence.
Why pure admin roles are changing: Purely repetitive clerical work (data entry, basic scheduling) is increasingly being automated.
Where AI creates value: AI won't replace healthcare workers—it will assist them. A Health Information Specialist who understands how to manage AI-driven electronic health record (EHR) systems while ensuring compliance and data integrity will be highly sought after.
The safest roles: Anything combining human empathy, physical presence, complex regulatory oversight, or multidisciplinary coordination.
3. How to Execute Without Burning Out
Going back to school with a kid and a job requires strategy, not just motivation.
Start at a Community College: Do not enroll in a costly private university. Local community colleges offer flexible evening/online classes, cost a fraction of the price, and have direct transfer pathways to 4-year state programs.
Audit Before You Commit: Shadow someone in the field or take a single prerequisite course (like Medical Terminology or Anatomy & Physiology) before enrolling full-time.
Look into Prior Learning Assessment (PLA): Many colleges award college credit for prior work experience or professional certifications. Ask an academic advisor about PLA options.
Leverage Single-Parent Grants: Look up local state workforce development grants, Pell Grants, and specific scholarships tailored to non-traditional students and single mothers.
Feelings of shame because I've never focused on my "career"
To be clear I've had a deskjob all these years
But it feels like my eyes were opened this year.
I reqlised at 31 that I never focused on my career at all.
My batchmates from college are getting into leadership positions and I don't have enough knowledge to crack even an entry level job in my field.
Because of being stagnant for so long at only one position with very minor hikes I'm earning way way less for a 31 yr old professional.
Also I got financial literacy very late at 30 when I sorted my finances. Now I can see that the only way to make more money is to switch a job but non only am I incapable, not as diligent as I was when I was young, and the job market is bad.
The simple answer is to just maintain consistency and keep prepping. But something mental always comes in between.
~~i cannot make you understand. I cannot make anyone understand what is happening inside me. I cannot even explain it to myself." - kafka~~
Jobadvisor
This sounds like it's been sitting heavy on you for a while, especially now that it's finally out in the open where you can see it clearly. That's a strange kind of pain — realizing something at 31 that maybe you needed to realize earlier, and then feeling the shame on top of the original problem.
A few things stand out from what you wrote.
First — you had a desk job this whole time. You weren't doing nothing. You were working, showing up, earning a living. The story you're telling yourself is "I never focused on my career," but the more accurate story might be "I was in a role that didn't stretch me, and I didn't know how to see that until now." Those are different things. One is a character flaw. The other is just... a common way people drift through their twenties, especially without anyone around to tell them what "focusing on a career" even means in practice.
Second, the comparison to batchmates — that's the part doing the most damage right now, I think. You're comparing your internal experience (confused, behind, ashamed) to their external results (titles, leadership positions). You don't actually know what's going on inside their heads or their situations. Some of them are burnt out. Some got lucky with timing. Some are also lying awake feeling like frauds. The comparison is real in terms of salary and title, but it's not a fair measure of who you are or what you're capable of starting now.
Third — "something mental always comes in between." That's worth sitting with, not judging. When you go to prep and something stops you, what does it actually feel like in the moment? Is it more like dread, boredom, a blank kind of freeze, or something else? Naming it more specifically might tell you what's actually blocking you — because "I'm just not diligent anymore" is a conclusion, but there's usually a more specific feeling underneath that conclusion.
You're not incapable. You're 31, which is not late — it feels late because you're mid-comparison-spiral, but functionally you have decades of working life ahead of you. The gap between "knowing what to do" (consistency, prepping) and "actually doing it" is almost never solved by shaming yourself harder. It usually loosens when the shame gets addressed directly, or when the plan gets broken into something small enough that the mental block doesn't get triggered.
Can I ask — when you sit down to prep and that "something mental" shows up, is it closer to anxiety/panic, or more like numbness and avoidance?