AI can fake the résumé. It can't fake how they think.
CVs, cover letters and take-home tests are now AI-generated in minutes. WorkProbe shows you how a candidate actually thinks — before you hire them.
Prefer to experience it yourself? Try the live simulation →
How it works
Real scenario & data
Stakeholders & live AI
Evidence-based report
“They looked perfect on paper. Months in, we found out the paper was the only thing that was.”
The signals you hire on just became the easiest things to fake.
A polished application no longer means a capable person. It might just mean a capable prompt.
CV. Letter. Test.
can all be AI-generated in minutes — fluent, tailored, and impossible to tell apart from the real thing.
The AI-era hiring reality
58%
of workers act on AI output without checking whether it's actually right.
KPMG / University of Melbourne, 2025
64%
admit they put less effort into their work because AI is there to cover for them.
KPMG / University of Melbourne, 2025
So the real question isn't “can they use AI?” Everyone can. It's “do they catch it when the AI is confidently wrong?” — and no document will ever tell you that.
See exactly what that looks like in a real candidate's behavioral report.
So we stopped reading documents and started watching people work.
WorkProbe replaces the take-home with a realistic simulation of the actual job.
Stakeholder chat
Marcus
Chief Financial Officer
Enterprise margins dropped 4 points last quarter. I need to know why before the board call. Was it price or cost?
AI assistant
AI Assistant
Ready to help
Enterprise margin fell ~6 pts, driven by discounting. Mid-market and self-serve held flat.
One large renewal skews this figure — worth verifying.
Files
Data Files
6 files available
Some files are decoys — candidates have to tell signal from noise.
The real work environment: multiple stakeholders to chat with, a live AI assistant, and real data files.
A real scenario, not a quiz
Candidates open a live business problem with messy, real data files and a deadline — the kind of ambiguous task the job actually involves, not a puzzle with one clean answer.
Real stakeholders and a live AI assistant
They can message several stakeholders — a CFO, an accounting manager, an AP manager — and lean on a built-in AI assistant that, like real AI, is sometimes confidently wrong.
Every move becomes evidence
WorkProbe records how they frame the problem, interrogate the data, and handle the AI's mistakes — then turns it into a behavioral report with evidence and confidence levels. No hire/no-hire verdict. You decide.
AI isn't the problem. Using it without thinking is.
Every candidate is encouraged to use the AI. WorkProbe isn't an AI detector — it measures whether they think for themselves or just paste back whatever the AI says.
The five signals we observe
Each one is backed by specific moments from the session — not a personality quiz or a single score.
Prompt Quality
How precisely the candidate frames questions to the AI: sharp, targeted prompts versus vague ones or prose pasted in wholesale.
Data Filtering
Whether they interrogate the data — its sources, gaps, and whether it actually answers the question — before trusting it.
Uncertainty Handling
Whether they hold a calibrated position under ambiguity instead of collapsing into a false "fine or fatal" binary.
Noise Handling
Whether they separate signal from noise: spotting decoy files and catching the AI when it's confidently wrong.
AI Awareness
Whether they understand what the AI can and can't do: reading sources independently and knowing when not to rely on it.
See all five signals scored against real evidence in a sample report.
You get evidence, not a gut feeling.
A behavioral report on how the candidate actually worked — every signal tied to real moments from the session.
Behavioral Observation Report
Margin-erosion scenario · Finance
Problem Framing
High confidence
Reframed the vague brief into a testable question before touching the data.
StrongData Interrogation
High confidence
Checked the schema and cross-referenced two files before trusting either.
StrongNoise Discrimination
Medium confidence
Ignored one decoy file but spent several minutes on a second distractor.
MixedVerification Discipline
Low confidence
Acted on the AI's summary without confirming the large renewal skewing it.
Needs a lookThe full report includes a written summary, all five signals, and a per-phase timeline. This is an illustrative excerpt — all details are fictional.
The same six months. Two very different hires.
The wrong hire rarely fails on day one. It fails slowly — and expensively.
Hired on the résumé
Hired on the probe
A flawless CV, cover letter and take-home — each one a prompt away from perfect.
Recorded evidence of how they framed the problem and worked the messy data.
A confident, AI-generated mistake shipped. You found out too late and took the blame.
They caught the flawed number before it ever left the room.
You re-check and redo most of what they touch.
You delegate and stop double-checking every step.
The team stretches to cover for them, and you start the search over.
They become a core part of the team while you focus on strategy.
[PILOT QUOTE — the moment a hiring manager saw a candidate catch the AI's mistake and knew the résumé had told them nothing.]
See how a candidate actually works — before you commit six months to finding out.
Grounded in the research
Peer-reviewed work from MIT, Harvard, Nature Human Behaviour and CHI. Not decorative citations — the reason the method works.
Human–AI teams underperform on decisions unless humans retain independent judgment
Vaccaro et al., Nature Human Behaviour, 2024
Overconfident professionals are the highest-risk group for AI overreliance
He et al., CHI 2023
The only proven intervention is cognitive forcing — requiring independent reasoning before AI exposure
Buçinca et al., Harvard, 2021
Even a mathematically ideal reasoner is vulnerable to AI sycophancy
Chandra et al., MIT, 2026
Grounded in 9 peer-reviewed studies spanning 106+ experiments and 48,000+ survey respondents.
Who It's For
If you hire people, WorkProbe is for you.
For HR Leaders
Replace gut-feel interviews with behavioral data on AI collaboration skills.
For Hiring Managers
See how candidates actually work before you commit to a hire.
For CTOs
Ensure your team can think with AI, not just use it.
Not just for technical roles.
Any role where judgment, decision-making, and critical thinking matter. In the AI era, that's every role.