Senior Generative AI Engineer at Motorway · London
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Read from this job's ad: what it asks for, so you can prepare one real example for each.
AWS
A time you used AWS: the problem, what you did yourself, and what happened.
From the ad's requirements
CI/CD
A time you used CI/CD: the problem, what you did yourself, and what happened.
From the ad's requirements
GCP
A time you used GCP: the problem, what you did yourself, and what happened.
From the ad's requirements
LLM
A time you used LLM: the problem, what you did yourself, and what happened.
From the ad's requirements
Languages: English
Be ready to answer a question or two in that language, and say where you've used it at work.
From the job listing
You've shipped AI or ML systems that real users depend on, and you've stayed close enough to production to know how they behave when they br
An example from your own work that shows this.
From the ad's requirements
Strong Python, and SQL you genuinely use. A lot of this work is data work: assembling grounding data, building golden datasets, and digging
An example from your own work that shows this.
From the ad's requirements
You have a real point of view on evaluation, most likely because you've been caught out by a system that looked fine and wasn't.
An example from your own work that shows this.
From the ad's requirements
You can reason about how models fail, including hallucination and prompt injection, and what that means for someone who trusts the output.
An example from your own work that shows this.
From the ad's requirements
You know when to reach for a model, when something simpler will do, and when to stop.
An example from your own work that shows this.
From the ad's requirements
You're a constructive reviewer, and colleagues are better off for having worked alongside you.
An example from your own work that shows this.
From the ad's requirements
Candidate reports: questions verified applicants typed in their interview reviews on JobRipe, shown as written.
No candidate has shared interview questions for Motorway on JobRipe yet. Use the job ad and our guide below.
Only figures we have enough data for. Nothing is estimated.
We show an employee rating once Motorway has at least 5 published verified reviews. Company page
Interview difficulty and process length appear once 5 candidates have reported them.
Our editorial preparation guide: typical questions for the field, not reports from candidates.
Why they ask: Rigour.
How to answer: Metric choice, baselines, offline vs online tests.
Why they ask: Communication.
How to answer: Problem, approach, impact, limits.
Why they ask: Machine Learning is named in the posting.
How to answer: One concrete project, one honest lesson.
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Why they ask: LLM is named in the posting.
How to answer: One concrete project, one honest lesson.
Why they ask: Opener to see how you frame your story.
How to answer: Two minutes: current role, one achievement that matches this job, why this company now.
Why they ask: Checks ownership and depth.
How to answer: Use situation, action, result. Quantify the result.
Why they ask: Tests accountability and learning.
How to answer: Pick a real failure, own your part, show the fix and what changed afterwards.
Why they ask: Checks judgement under pressure.
How to answer: Describe a concrete framework and one example of a trade-off you made.
Questions to ask them