Product Engineer – Design Knowledge & AI Pipelines (Hybrid)

Neuralconcept; Cambridge; Hybrid; AUD 117,000 - 175,000; Full time

Job summary

Neural Concept seeks a Product Engineer to build the Design Engineering Knowledge capability, connecting design to the information ecosystem and enabling traceable requirements, design rules, and cost-aware decisions.

You will collaborate with product managers, solution engineers, and customer teams from first contact to production, delivering integrated market-ready features in a hybrid setup based in the UK.

Qualifications

• Experience building and shipping production Python software in cross-functional teams.
• Hands-on experience with LLM applications in production: structured outputs, retrieval-augmented generation, agents, and evaluation.
• Experience integrating with enterprise systems through APIs and data models (ERP/PLM).
• Experience with document processing (PDF parsing, OCR, information extraction).
• Strong software practices: testing, CI, packaging, code review, and git.
• A product mindset: talk to users, ship in small, measurable steps.
• Clear, concise communication with customer engineers and internal teams.
• Based in Cambridge (UK) or willing to relocate.

Responsibilities

• Build the requirements foundation: ingest specifications, extract requirements with LLM pipelines, and trace to source docs.
• Extend foundation to design rules, DfM, DfA, and Design for Cost to constrain software and agents.
• Integrate requirements and constraints into the design workflow with traceability.
• Design data models linking requirements, rules, and constraints to parts and simulations.
• Create evaluation sets and quality metrics with customers to improve accuracy.
• Design human-in-the-loop review flows with versioning and audit trails.
• Spot recurring patterns across customers and turn them into reusable components of the Neural Concept platform.

Skills

Python

LLM in production

APIs & data models

Document processing

Testing & CI

Product mindset

Communication

Relocation readiness

Tools

ERP

PLM

MBSE

SysML

Job description

Neural Concept seeks a Product Engineer to build the Design Engineering Knowledge capability, connecting design to the information ecosystem and enabling traceable requirements, design rules, and cost-aware decisions.

You will collaborate with product managers, solution engineers, and customer teams from first contact to production, delivering integrated market-ready features in a hybrid setup based in the UK.