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Career coaching · London

AI / Machine Learning Engineer in the UK — How to Stand Out in a Crowded Market

Everyone wants to work in AI. Few know how to position themselves well. Here is how — from someone who hires AI engineers.

Common problems

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Many candidates with a similar stack — hard to stand out

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Academic projects but no production experience — and no idea how to present that

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Unclear on the difference between ML Engineer, AI Engineer, Research Scientist and MLOps

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LLM and GenAI experience that is not written up as real cases

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Not knowing which UK companies genuinely build with AI versus just talk about it

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A CV overloaded with maths and academic language that recruiters cannot follow

What recruiters check

✓

Python — essential, plus PyTorch or TensorFlow

✓

MLOps: MLflow, Docker, CI/CD for models, drift monitoring

✓

Cloud: AWS SageMaker, GCP Vertex AI or Azure ML

✓

LLM / GenAI experience: RAG, fine-tuning, prompt engineering, agents, evaluation — in high demand right now

✓

Production cases — even self-built ones, documented on GitHub with metrics

✓

Explaining technical decisions to non-technical audiences

Where AI engineering hiring is going

The market is shifting from building models to shipping reliable AI products. From the hiring side, what stands out:

  • →Production agents and RAG systems — not just notebooks and fine-tuning experiments
  • →Evaluation: test sets, LLM-as-judge, regression testing in CI
  • →Cost, latency and safety trade-offs, explained clearly
  • →Evidence that you can work with product and business teams
How to evaluate AI agents — a practical guide →

UK salaries

Junior

£40–55k

Middle

£60–85k

Senior

£90–130k+

AI start-ups and Big Tech in London pay well above market

Where to look for jobs

Job boards

  • · LinkedIn
  • · Otta
  • · Wellfound (AngelList)
  • · Indeed

Agencies

  • · Harnham
  • · Harvey Nash
  • · Quanteam

Recommended sessions

Extended ConsultationAI in Your RoleFull CV RebuildInterview Preparation

I work with AI and ML engineers — sharpening your positioning, writing up your cases and getting you into the UK market. Sessions in English or Russian.

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