Production AI Engineer — Remote, RAG & Guardrails

Inviso; Sweden; Remote; SEK 900,000 - 1,300,000; Full time

Job summary

Inviso is partnering with a global software client to hire an Applied AI Engineer focused on production AI capabilities. The role emphasizes building and operating AI across an enterprise platform, not demos, and requires collaboration with product, engineering, and security teams.

The ideal candidate ships production features, evaluates AI behavior rigorously, and prioritizes business value while delivering safe, reliable AI at scale.

Qualifications

• Must have shipped software backed by LLMs or ML models.
• Experience with agent runtimes, orchestration, model routing or tool calling.
• Strong grounding, retrieval quality, prompt design and evaluation approaches.
• Experience building evaluation harnesses, golden sets and regression checks.
• Ability to treat cost, latency, reliability and safety as constraints.
• Experience building guardrails and controls for AI systems.
• Experience monitoring production AI behavior with evidence-based improvements.
• Strong software engineering and collaboration with backend/platform teams.
• Excellent client-facing communication and collaboration skills.
• Pragmatic mindset to ship useful AI capabilities quickly and responsibly.
• Experience with Claude / GPT / Azure OpenAI or open-source models.
• Exposure to MCP/A2A/multi-agent orchestration or AI tool calling.
• Familiarity with AI lifecycle practices across data, build, deploy, monitor.

Responsibilities

• Build and operate AI capabilities across an enterprise platform.
• Ship production-ready AI features, not demos.
• Partner with product and engineering to decide when AI is the right solution.

Skills

Production AI deployment

Agent runtimes & orchestration

Model routing & tool calling

RAG & prompt design

Evaluation frameworks

Cost, latency & reliability as AI enab

AI guardrails & safety

Production monitoring

Software engineering

Client-facing communication

Pragmatic value delivery

Claude / GPT / Azure OpenAI

Open-source models

Multi-agent orchestration

AI tooling & lifecycle

Job description

Inviso is partnering with a global software client to hire an Applied AI Engineer focused on production AI capabilities. The role emphasizes building and operating AI across an enterprise platform, not demos, and requires collaboration with product, engineering, and security teams.

The ideal candidate ships production features, evaluates AI behavior rigorously, and prioritizes business value while delivering safe, reliable AI at scale.