Forward Deployed AI Engineer
Plug Consulting
The Company
We’re partnering with a technology organisation that is scaling its enterprise AI engineering capability. The team builds and deploys production AI systems into complex enterprise environments, solving problems where reliability, integration and measurable business impact matter as much as model capability.
This is not a research or prototype-focused environment. The emphasis is on getting modern AI systems working reliably in production alongside existing applications, data and infrastructure.
The Role
You’ll work directly with enterprise customers to design, build and deploy advanced AI systems against real operational problems.
This is a hands-on engineering role. You’ll own the technical journey from discovery and architecture through implementation, integration and production deployment, working closely with customer subject-matter experts and internal engineering teams.
You’ll be responsible for:
Designing and deploying production-grade agentic AI systems
Building stateful workflows, tool-using agents and MCP-based integrations
Connecting modern AI systems with existing enterprise applications and data
Working through cloud, networking and security constraints to get systems into production
Building robust RAG, retrieval and context-management architectures
Developing evals, guardrails and fallback strategies for non-deterministic AI systems
Working directly with users and subject-matter experts to understand workflows and iterate on solutions
Identifying reusable engineering patterns that can accelerate future AI deployments
What We’re Looking For
Strong software engineering background with advanced TypeScript / Node.js and Python
Experience designing distributed, event-driven or stateful production systems
Hands-on experience building production applications with OpenAI, Anthropic or equivalent frontier-model APIs
Experience with agentic architectures, tool use/function calling and MCP
Strong understanding of RAG, embeddings, vector search and context engineering
Experience building evals, guardrails, reliable fallbacks and CI/CD around AI systems
Strong cloud engineering experience across Azure and/or AWS
Good understanding of enterprise identity, security and access-control requirements
Experience integrating software with enterprise applications, APIs and legacy systems
Strong communication skills and confidence working directly with technical and non-technical customer stakeholders
Comfortable operating in ambiguous environments where the technical path is not already defined
Experience with Go, Rust or complex enterprise integrations is desirable
Previous forward-deployed, implementation engineering or other customer-facing technical experience is desirable
What’s in It for You?
Build production AI systems rather than proof-of-concepts
Work on complex, high-impact problems inside major enterprise environments
Combine hands-on software engineering with applied AI and direct customer ownership
Gain exposure to a wide range of architectures, systems and business use cases
Help shape reusable frameworks and engineering approaches as the AI capability scales
Progress into deeper technical leadership and increasingly complex delivery ownership
This is a senior, hands-on engineering role for someone who is equally comfortable designing distributed systems, writing production code and working directly with customers.
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