“Nobody in my family really knows about graduate jobs. I think that's why I ask it so much. I don't have someone at home who's been through it.”
P16 · Business management · Q19
Who can you ask at midnight?
AI, human support and the cost of asking again.
Help that never seems inconvenienced.
Participants describe AI as convenient, patient and free of the embarrassment that comes with asking a person a basic question. Those qualities make it attractive even to participants who doubt the quality of what it tells them.
Some participants have a placement manager, mentor or colleague they can ask for advice. Others turn to AI because they struggle to find someone to help. Who is available matters, though it does not explain every choice.
Read the supporting evidence ↗04AWhen AI becomes the first place to ask
"I ask AI first now. I used to ask people more. It's easier when it's late and I don't want to bother anyone. Sometimes I think I use that as an excuse, though."
— P17 · Law · Q17
She establishes the absence earlier in the same interview: "I haven't got anyone in the family who's done law, so there's a lot I'm trying to find out."
"Most of the writing goes through it now. I used to ask friends more. You can ask ChatGPT ten times and it doesn't get annoyed, which is probably why I don't stop."
— P19 · Business management · Q17
Set against participants with people to ask:
"I'd ask the placement team if the CV was any good. Or my friend who's an engineer. AI's fine for a sentence."
— P02 · Mechanical engineering · Q12
"If it points to something I've missed, I can check that. The general advice, I'm less sure. I'll send it to my old supervisor if it's important. She doesn't write much back, but it's usually useful."
— P14 · Business management · Q12
"The person spec, mostly. And I'd ask my mentor. I trust her on what I should say about placement."
— P05 · Adult nursing · Q12
"I use it to get ready. The contacts are still where I hear about jobs."
— P10 · Fashion marketing · Q17
04BWhat it costs to ask a person
Alongside practical access and perceived relevance, participants describe a social cost to asking for help.
"Partly timing and partly embarrassment, if I'm honest. I feel I should arrive with a finished plan."
— P01 · Psychology · Q16
"I don't really want to explain how many applications I've sent." … "They might say I've been doing it wrong. Which could be useful, I know. I still don't want to hear it."
— P19 · Business management · Q16
She names the feedback as valuable and avoids it anyway.
"The appointment was good. She suggested local firms I hadn't been looking at and got me to talk through the shop example. I should book again. It feels awkward coming back with the same problems."
— P17 · Law · Q16
"It's my first place for questions now. You can ask something really basic and it doesn't matter. I find it harder to ask a lecturer when I feel I should already know the answer."
— P16 · Business management · Q17
"It feels close enough for remembering examples but not for pressure or judgement. A person is obviously better but realistically you’re not gonna have someone with enough patience for you to rehearse these things."
— P12 · Film, TV and digital production · Q6
In these accounts, patience and the absence of judgment are advantages even where confidence in advice quality is limited.
04CWhat human support actually did
Where participants describe careers support working, it did something specific: it changed how they understood the problem, rather than improving the text.
"She asked if the jobs would actually get me where I wanted. I'd been asking ChatGPT to fix the applications, not really thinking about that."
— P03 · Business and marketing, online · Q16
"The recording showed I wasn't listening when someone raised a risk. I acknowledged it and carried on with my list. I hadn't noticed myself doing that." … "I didn't spot the listening thing myself, and an AI-written answer about teamwork wouldn't have shown me that."
— P20 · Business management · Q6, Q17
"There was a shot I really liked, but another student designed and lit it. I was assisting. The tutor asked what it showed about my work. I didn't like taking it out, but I could see why."
— P12 · Film, TV and digital production · Q16
"I had a list of duties. At the workshop they got me to use the night handover instead. We'd had the same problem coming up and I got people to use a clearer checklist. I hadn't thought of putting that on the CV."
— P11 · Business and tourism management · Q16
"Stop writing like a supporter. Explain what I could do for them. That was before the placement application, and I still catch myself doing it."
— P14 · Business management · Q16
"She showed us CVs from people who'd been hired. And what the job was actually like, chasing samples, changing product copy. That was useful."
— P10 · Fashion marketing · Q16
These examples include reframing, noticing behaviour and selecting relevant experience, rather than wording alone. Some participants contrast that experience with an AI tool’s tendency to agree:
"ChatGPT tends to go along with whatever I say I want to do there’s never any pushback which is not great."
— P03 · Business and marketing, online · Q17
"Sometimes I feel the AI is too positive and is only trying to fulfill my request to what it considers to be the best result …"
— P21 · Business management · Q13
04DNot everyone is asking for the same thing
Asked to design ideal support, participants split. One group asks for judgement.
"Help me work out which jobs I can realistically do. Before it writes the application. I can get a nice statement already, that's not the problem."
— P16 · Business management · Q18
"I'd want it to tell me if something's bad. Not just say I'm great. And then actually help me fix it."
— P01 · Psychology · Q18
"I'd like it to tell me if I've got a chance. I know it can't really know that. But something more helpful than a higher score and then another rejection."
— P19 · Business management · Q18
"Better technical practice, probably. Show me a problem and let me work through it. I'd want to see why it marked an answer wrong. I don't need it writing another CV."
— P18 · Cybersecurity · Q18
"I'd like to speak to someone doing one of these assistant jobs. Just ask what their day is like. The descriptions don't help me picture it very well."
— P13 · Business and entrepreneurship · Q18
Another group asks for something different entirely — access, timing, and support that fits a life.
"Evening appointments would help. They don't all have to be face to face. I could talk through a form after I've finished everything else. I don't need a new app for that, I don't think."
— P15 · Business management · Q18
"Audio, and simpler text. I'd like to practise with the video timer too. That's the bit the chat doesn't help with."
— P09 · Business and computing · Q18
"It would have to take my shifts and my daughter into account. And the care qualifications. I wouldn't want to keep explaining all that every time."
— P07 · Health and care management, online · Q18
"I'd want to put in the job and find out what I need for it. I'm looking at prisons and probation and it's not all the same. And when it changes my English, explain why."
— P08 · Criminology and law, online · Q18
These are not versions of the same request. A design answering only the first group leaves the second where it already is.
How the pieces might connect.
01 →Need help
A difficult choice may concern direction, eligibility, access or confidence rather than the wording of an application.
02 →Weigh the cost of asking
Is anyone available? Will they judge me for asking a basic question—or asking it again? These worries can make AI easier to turn to.
03 →Choose a source
AI may be immediately available; people may offer situated judgment. The design question is how to connect useful forms of support rather than assuming one replaces the other.
Where the story
gets less tidy.
Limited engagement with careers services cannot be reduced to embarrassment. Timing, shift patterns, caring responsibilities, commuting, and a judgement that the service is not relevant to a particular sector all appear in the accounts. P06 dismissed his university's provision as out of date rather than intimidating. P05 and P07 go to occupational mentors because that is where the relevant expertise sits, not because a careers adviser would make them uncomfortable.
Wanting judgement is not universal. A substantial group described access needs instead — evening availability, audio and accessibility features, scheduling that accommodates shift work and childcare, explanations rather than output. Reading those as votes for a more opinionated tool would misrepresent them.
One participant rejects the frame entirely. P21 is building a freelance business and is not applying for graduate roles: "I'm dissapointed in how the job market operates and I really want nothing to do with it. I only want to make it by myself." He does not say what produced that view and was not asked, so nothing should be inferred about its cause. He is also explicit about disclosing AI use while questioning its output — "It will lie to you if you let it." A support model built around employment applications does not describe what he needs.
Evidence & qualifications
Selected quotations. Participant codes link to the profile index; question numbers locate each extract in the transcripts.
“Most of the writing goes through it now. I used to ask friends more. You can ask ChatGPT ten times and it doesn't get annoyed, which is probably why I don't stop.”
P19 · Business management · Q17
“Partly timing and partly embarrassment, if I'm honest. I feel I should arrive with a finished plan. I am struggling a bit to decide on a specific direction and I feel like if I don’t do it very specifically then I can’t really achieve anything.”
P01 · Psychology · Q16
“I ask AI first now. I used to ask people more. It's easier when it's late and I don't want to bother anyone. Sometimes I think I use that as an excuse, though.”
P17 · Law · Q17
“She asked if the jobs would actually get me where I wanted. I'd been asking ChatGPT to fix the applications, not really thinking about that.”
P03 · Business and marketing, online · Q16
“It helps with writing when I need it. I'd still want someone to watch the interview or group practice. I didn't spot the listening thing myself, and an AI-written answer about teamwork wouldn't have shown me that.”
P20 · Business management · Q17
“Evening appointments would help. They don't all have to be face to face. I could talk through a form after I've finished everything else. I don't need a new app for that, I don't think.”
P15 · Business management · Q18
“Audio, and simpler text. I'd like to practise with the video timer too. That's the bit the chat doesn't help with.”
P09 · Business and computing · Q18
“I'd ask the placement team if the CV was any good. Or my friend who's an engineer. AI's fine for a sentence.”
P02 · Mechanical engineering · Q12
“I am slowly growing my own business in digital marketing, I already found a couple of small businesses I am working with and offering marketing services and still looking for more business.”
P21 · Business management · Q2
Quotations retain transcript wording; omissions within sentences are marked. Methods and source notes ↗