BenchEval
Physician – Medical AI Evaluation

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About BenchEval
BenchEval is a physician-founded, physician-only network for medical AI evaluation and benchmarking. We work with verified physicians across specialties to test how AI systems perform on realistic, complex and safety-critical clinical problems. We are now expanding our international physician network.
The Role
Physicians are matched to paid, remote projects based on specialty, clinical experience and project requirements.
Reasons to use Rodeo
I’m in my final year doing Economics and I don’t know whether to apply for grad schemes now or do a masters first. What do you think?
Honest answer — it depends on where you want to end up. A lot of top grad schemes (Big 4, civil service, banking) don’t need a masters. Let’s look at the ones you’d be competitive for now, and we can decide if a masters actually adds anything.
Also worth knowing: most autumn 2026 applications are open now. Timing matters more than you think.
Start with a chat, not a search bar
Grad scheme, placement, apprenticeship? Not sure what you want yet — that's fine. Your agent talks it through with you and turns "I have no idea" into a shortlist.
Graduate Consultant — 2026 Scheme
Why you're a good match
StrongYour economics background and your summer at a regional bank line up with what PwC looks for on the consulting scheme. Applications close in four weeks.
See breakdownIt searches the market for you
Every day your agent scans the market matching roles against what actually matters to you, not just keywords on a CV.
Why you're a good match
You’ve got the grades and the economics background, and your bank internship is exactly the experience this scheme looks for. Apply soon — deadlines close within the month.
Experience fit
Your summer at the bank plus your econometrics coursework map directly to the day-one responsibilities on this scheme — client modelling, market briefings, and deal support.
Only hits
No noise. No "maybe this fits." Just roles with a clear explanation of why they're right — and where to focus when applying.
Work may include:
- Evaluating AI-generated clinical reasoning and responses
- Identifying medical errors, omissions and safety risks
- Creating challenging, clinically realistic evaluation cases
- Developing and reviewing medical AI benchmarks
- Providing structured expert feedback on model performance
This is a project-based opportunity, not a fixed-hours position.
Who We’re Looking For
- Medical degree
- Current or previous clinical practice
- Verifiable medical registration/licensure
- Strong clinical reasoning and written English
- Previous AI experience is welcome but not required. Clinical expertise comes first.


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Applications are reviewed individually and medical credentials are verified before project allocation. bencheval.com → For Physicians No cover letter required.
“It took my CV and asked me questions relevant to understanding what kind of jobs to suggest for me. Suggestions were almost perfect. Jobs were exactly what I’ve been looking for.”
Jessica, London
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