Hiring.Camp

AI Use Case Designer (f/m/d)

XU Group

·

Jun 12, 2026

Location
Berlin, Berlin
Workplace
Remote, Onsite
Department
Design
Experience
2+ years
Source
Personio

Description

Your mission

We are looking for an AI Use Case Designer (f/m/d) for our AI-powered learning & operating system

Not a purely technical role: you turn fuzzy business problems into shippable agents - scoping them, shaping their reasoning, and proving their quality before they reach clients. With a background in prompt engineering, applied AI, or AI product design, you work with subject-matter experts, the Knowledge Architect, and Tech to ship tightly scoped agents that reason credibly and hold a clear quality bar from version one.

  • Business problem to agent spec
    Translate concrete business problems such as sponsor fit assessment or dynamic pricing into agent specifications: scope, inputs, outputs, framework logic, and guardrails

  • Reasoning & workflow architecture
    Design the agent's reasoning structure and prompt/workflow architecture in close collaboration with Tech: single assistant vs. retrieval-driven vs. multi-step agent with tool access, and the orchestration logic in between

  • Knowledge requirements per agent
    Define the knowledge slice each agent needs and work with the Knowledge Architect to ensure it exists at the required quality and granularity

  • Evals & quality gates 
    Build and run evals: golden test sets, quality gates, A/B tests in production, and feedback loops from Key Account Management and end users, so iteration is structured rather than vibes-based

  • Backlog & prioritization
    Own the agent backlog and the value × complexity prioritization, and lead the conceptualization work for new agents as the library grows


Your profile

  • At least 2 years of experience in AI product design, prompt engineering, applied AI and hands-on work with prompts, RAG, and orchestrated agents in real products, and a clear sense of when to use which

  • Product thinking: you can decompose a fuzzy workflow into a testable, shippable agent with a clear definition of a good output

  • Cross-functional fluency: you sit between Knowledge, Tech, and Key Account Management and can translate between all three

  • Domain literacy in the sports business such as sponsorship, pricing, or commercial operations, or a proven track record of ramping up quickly with subject-matter experts

  • A completed degree in computer science, cognitive science, product design, linguistics, or a comparable field

  • Strong communication skills in English, German is a plus

  • Confident handling of digital tools and remote-work environments


Why us?

  • Foundational role: Shape the knowledge layer of a new AI product from day one and see your work in every agent that goes live
  • Flexible working: Remote or in our Berlin office, with flexible working hours
  • Room for your ideas: Your expertise counts. Bring in your own concepts and implement them
  • Strong team spirit: Collaboration at eye level, regular team events
  • Real impact: Shape how AI is applied in the sports business and help define a new commercial standard for leagues and clubs
  • Tap Into a Strong Network:  Our experienced founding team, dedicated colleagues, and wide network of experts enable us to collaborate with international top-tier leagues and partners

Skills

Agile

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