Intelligent Requirement Review Assistant using RAG in Polarion (exjobb)

Posted:
9/29/2025, 4:30:42 PM

Location(s):
Ludvika, Dalarna County, Sweden ⋅ Dalarna County, Sweden ⋅ Västerås, Västmanland County, Sweden ⋅ Västmanland County, Sweden

Experience Level(s):
Junior ⋅ Mid Level ⋅ Senior

Field(s):
AI & Machine Learning

Location:

Ludvika, Dalarna County, Sweden

Job ID:

R0107304

Date Posted:

2025-09-30

Company Name:

HITACHI ENERGY SWEDEN AB

Profession (Job Category):

Administration & Facilities

Job Schedule: 

Part time

Remote:

No

Job Description:

The opportunity: 

We are looking for a master thesis student at our R&D department, would like to join our multinational organization with lots of development opportunities. Our team is dedicated to creating a future where innovative digital technology brings cleaner energy to people around the world. If this opportunity excites you, we encourage you to apply!

 

In large-scale engineering environments, requirement management platforms like Polarion contain thousands of interconnected requirements, specifications, and design documents. Manual review of these requirements for completeness, consistency, and traceability is time-consuming and error prone. Retrieval-Augmented Generation (RAG) offers a novel approach by combining semantic search with generative AI to assist engineers in reviewing requirements intelligently.

 

How you'll make an impact: 

  • Develop and deploy cutting-edge transformer-based models to convert complex requirements into semantic vectors for high-precision retrieval.

  • Build a robust vector search engine and integrate it with a powerful LLM to detect inconsistencies, missing dependencies, and improvement opportunities across thousands of interconnected documents.

  • Evaluate the assistant’s performance using real-world data and metrics like precision, recall, and user feedback—delivering insights that shape future engineering workflows.

  • Deliver a working prototype that enhances review efficiency and quality, empowering engineers to make faster, more informed decisions.

  • Contributes to the evolution of AI-assisted requirement management by publishing findings and recommending best practices for integrating RAG into enterprise systems.

  • Living Hitachi Energy’s core values of safety and integrity, taking responsibility for your actions while caring for colleagues and the business.  

 

Your background: 

  • Bachelor’s degree in computer science, Software Engineering, Data Science, or a related field.

  • Proficiency in Python and experience with machine learning libraries (e.g., scikit-learn, TensorFlow, PyTorch).

  • Familiarity with natural language processing and transformer-based models (e.g., BERT, OpenAI embeddings).

  • Experience with requirement management tools (e.g., Polarion) and APIs.

  • Knowledge of vector databases (e.g., FAISS, Pinecone) and semantic search techniques.

  • Prior experience in AI-based document analysis or requirement engineering is advantageous.
     

More about us: 

Are you ready for an exciting new challenge? Does the above description sound like you? Applications will be reviewed on an ongoing basis, so don’t delay – apply today!  Recruiting Manager: Lucas Bottura, [email protected]  and thesis supervisor: Hasan Basri Celebi, [email protected] will answer your questions about the position.

Don’t hesitate – apply today and let us learn more about you and the unique contributions you can bring to our team.

Qualified individuals with a disability may request a reasonable accommodation if you are unable or limited in your ability to use or access the Hitachi Energy career site as a result of your disability. You may request reasonable accommodations by completing a general inquiry form on our website. Please include your contact information and specific details about your required accommodation to support you during the job application process.

This is solely for job seekers with disabilities requiring accessibility assistance or an accommodation in the job application process. Messages left for other purposes will not receive a response. 

Hitachi America Ltd

Website: https://hitachi.com/

Headquarter Location: Santa Clara, California, United States

Employee Count: 10001+

Year Founded: 1959

IPO Status: Private

Industries: Consulting ⋅ Industrial Engineering ⋅ Information Technology ⋅ Machinery Manufacturing ⋅ Manufacturing ⋅ Mining Technology