Jobs › Companies › D ONE › Internship - Evaluation of Retrieval-Augmented Generation Systems (Zurich)

About this Internship - Evaluation of Retrieval-Augmented Generation Systems (Zurich) role at D ONE

D ONE · Onsite · Zürich, Zurich, Switzerland

Fixed-term contract (typically 3 months) · 80–100% · Zürich · Students (Bachelor, Master or PhD level)

«Making sense of data is the winning competence in all industries.»

We build D ONE with the belief that every company will be a data company. Since our beginnings, we help our clients to make sense of their data and generate value.

In this internship you will work independently on a topic in the area of evaluating generative AI systems. You will turn fuzzy questions about quality into measurements that people trust, and make those measurements repeatable.

Your tasks will include:

  • Reviewing evaluation methodology for retrieval-augmented and generative systems.
  • Designing and implementing automated evaluation logic in Python.
  • Building and curating test data sets, including gold standards and synthetic cases.
  • Analysing results statistically and turning them into clear, defensible conclusions.
  • Documenting your work and presenting it to a technical and a non-technical audience.

What you bring:

  • Current enrolment in a Bachelor's, Master's or PhD programme in Computer Science, Data Science, Computational Linguistics, Engineering, Mathematics or a comparable field.
  • Interest in at least one industry domain and curiosity about how data creates value in it.
  • Down-to-earth and pragmatic results-oriented attitude.
  • Experience in working with large data sets and databases.
  • Knowledge in relevant technologies and programming languages (e.g. Python, SQL, Git, Spark, cloud platforms).
  • Excellent communication skills in English; German is a strong plus.

Preferred qualifications:

  • Working understanding of large language models and retrieval-augmented generation, and of where such systems typically fail.
  • Familiarity with evaluation concepts such as faithfulness, groundedness, answer relevance, context precision and recall, and hallucination detection.
  • Exposure to evaluation tooling such as RAGAS, DeepEval, promptfoo, TruLens or LangSmith, or a willingness to build equivalent logic yourself.
  • Experience with LLM-as-a-judge techniques, and a healthy scepticism about their reliability.
  • Solid statistical foundations: sampling, significance testing, confidence intervals, inter-annotator agreement.
  • Practical skills in test-set construction, annotation guidelines and synthetic data generation.
  • Software engineering discipline: reusable Python packages, automated test suites, CI, reproducible experiment pipelines.
  • Ability to communicate quantitative results visually and concisely (e.g. pandas, plotly, matplotlib, dashboards).

What we offer:

  • An uncomplicated and low noise environment that enables to focus on what matters most.
  • An international team of talented people from diverse backgrounds that have ambitions, always enjoy an additional challenge, and know how to have fun at work.
  • Direct mentoring by senior D ONE consultants, plus access to our D ONE Academy including knowledge sharing sessions, expert and working groups.
  • A clearly scoped topic that is yours to own, with the freedom to shape how you approach it.
  • Frequent offsite socialising events.
  • A realistic path to joining D ONE as a consultant after a successful internship.

To be successful in this role you will need to:

  • Strive to understand your clients' needs.
  • Deliver outstanding results with high business value in a comprehensible form.
  • Have the intellectual agility required to get the job done in an easy-to-do-business-with way.
  • Value clever and creative team play.
  • Work independently and structure your own progress, while knowing when to pull in a senior colleague.

Are you interested in joining a great team with a proven track record and to work on a topic that will constantly challenge you?

We are happy to receive your application with reference:

D ONE Value Creation AG

Sihlfeldstrasse 58

8003 Zürich

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