
AI
AI Engineer Search & NLP
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76
Software
Berlin
Hybrid
Permanent
Mark O'Toole
“Build AI systems that turn complex data into instant insights”
Our client, a Berlin-based AI SaaS company, is transforming B2B wholesale by enabling teams to query, search, and extract insights from complex enterprise data. They are hiring a Senior AI Engineer to own their language AI stack, powering search, text-to-SQL, and document understanding systems that directly impact customer workflows.
The role:
You will design, build, and operate NLP and retrieval systems that turn unstructured and structured data into actionable insights. This is a hands-on role with full ownership over architecture, model pipelines, and production deployment.
What you’ll do:
Build text-to-SQL systems allowing users to query business data in natural language
Develop semantic search infrastructure for UI and AI-driven features
Create information extraction pipelines for PDFs, emails, and quote requests
Build AI chat interfaces combining retrieval and structured queries
Own retrieval and embedding pipelines, hybrid search, and reranking systems
Fine-tune models on domain-specific data and maintain evaluation/feedback loops
Ship quickly, iterate, and continuously improve based on real usage and business impact
What you bring:
Strong NLP fundamentals: transformers, embeddings, attention mechanisms
Experience building production NLP/ML systems (text-to-SQL, search, extraction, or conversational AI)
Familiarity with LLMs beyond basic prompting (RAG, context management, grounding)
Solid software engineering practices: tested, documented, maintainable code
Pragmatic problem solver, comfortable with ambiguity and fast decision-making
Experience translating business problems into NLP solutions
Fluent English; German skills a plus
Tech stack (preferred):
Data & ML: PySpark, Python, SQL, Databricks (Unity Catalog, Workflows, Model Serving)
Infrastructure & orchestration: AWS, Terraform, GitHub Actions
NLP/retrieval systems: OpenSearch/Elasticsearch, vector databases, embedding pipelines, text-to-SQL approaches, document pipelines
Why this role is unique:
End-to-end ownership of AI systems powering core product features
Small, elite team where your decisions shape the platform
Direct impact on product and business outcomes with fast shipping cycles
Hybrid Berlin-Mitte office with collaborative, high-performance culture
For a confidential discussion, contact Mark O’Toole: mark.otoole@perituspartners.co.uk
