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Llm / genai engineer

Manchester
Hays
Ai engineer
Posted: 8 June
The role
Duration: Initial 6 months (with strong extension potential)
About the RoleWe’re supporting a leading organisation looking to hire an experienced LLM / Generative AI Engineer to design and deliver advanced GenAI solutions.This is a hands-on contract role suited to someone with deep expertise in Large Language Models (LLMs), prompt engineering, and building production-grade GenAI applications. You’ll play a key role in delivering innovative AI capabilities that drive real business value.
Key Responsibilities
  • Design, build, and deploy LLM-powered applications and GenAI solutions
  • Develop and optimise prompt engineering strategies for performance and accuracy
  • Implement RAG (Retrieval-Augmented Generation) pipelines using structured and unstructured data
  • Fine-tune and customise foundation models and LLMs where required.
  • Integrate GenAI solutions into enterprise systems, APIs, and applications
  • Work with data teams to build and optimise vector databases and embedding pipelines
  • Ensure solutions are scalable, secure, and production-ready
  • Implement monitoring, evaluation, and guardrails for LLM outputs
  • Collaborate with stakeholders to translate use cases into technical solutions
  • Stay up to date with emerging trends in LLMs, GenAI, and AI tooling
  • Experience Required
  • Strongmercial experience (typically 4–8+ years) in software engineering, data science, or machine learning
  • Proven experience building and deploying LLM / Generative AI applications in production environments
  • Hands-on experience with RAG architectures, embeddings, and vector search
  • Experience working with LLM APIs and frameworks (, OpenAI, Azure OpenAI, Anthropic, Hugging Face)
  • Strong understanding of prompt engineering techniques and optimisation strategies
  • Experience working with vector databases (, Pinecone, Weaviate, FAISS, Chroma)
  • Practical experience with model evaluation, tuning, and performance optimisation
  • Experience integrating AI solutions into APIs, microservices, and front-end applications
  • Strong understanding of data handling, preprocessing, and pipeline development
  • Knowledge of AI safety, hallucination mitigation, and guardrail implementation
  • Experience working in agile, cross-functional delivery environments
  • Previous contract or consulting experience in enterprise settings is highly desirable.
  • Key Skills
  • Python (essential)
  • LLM frameworks (LangChain, LlamaIndex, Semantic Kernel)
  • API integration and microservices development
  • Cloud platforms (Azure, AWS, or GCP)
  • Vector databases and embeddings
  • Git, CI/CD, and DevOps practices
  • Desirable Experience
  • Experience with Azure AI / Microsoft Copilot stack
  • Fine-tuning open-source models (, LLaMA, Mistral)
  • Experience with multi-modal models (text, image, audio)
  • Front-end integration experience (, React-based AI applications)
  • Exposure to AIernance and responsible AI frameworks
  • Industry experience in [Finance / Retail / Healthcare – tailor as needed]
  • What’s on Offer
  • Opportunity to work on cutting-edge GenAI and LLM projects
  • High-impact role delivering real-world AI use cases
  • Flexible working arrangements
  • Apply NowIf you’re a skilled LLM / Generative AI Engineer looking for your next contract and want to work on innovative AI solutions, we’d love to hear from you.
    #4802414 - Ashley Sharp
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