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Daniel GrunerDG

Daniel Gruner

Senior Solution Architect, Computer Vision Retail

€1,200/day
Heilbronn, DE
8-15 years

Average response time: A few days

Freelancer profile translated to English.
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About Daniel

How to integrate and scale Computer Vision & AI solutions in thousands of stores worldwide?

I bring 9 years of practical experience in the conception, evaluation, and scaling of Computer Vision and AI solutions in retail. The solutions I have contributed to are running in production in thousands of stores in multiple countries - from fraud detection and product recognition to video analysis.

What I bring: Deep experience with the complexity that arises when AI solutions are not only intended to work in the lab but in real store operations, across national borders, with real stakeholders. As a Solution Architect, I know the technical side (ML models, Edge Deployment, System Integration) as well as the business side (ROI, Stakeholder Management, Rollout Planning).

Typical projects where I am happy to advise you:
  • Technology assessment and vendor selection for CV/AI solutions
  • Architecture and conception from idea to scaling
  • Feasibility studies and Proof of Concepts
  • Support for pilot projects and rollouts
  • Strategic consulting on AI deployment in retail
In addition, I am a hands-on developer: Among other things, I was the technical co-founder of an AI-driven stock fund (€10M+ AUM), where I implemented data management and a web-based fund management platform. I have also published my own open-source tools and built complex cloud-native SaaS products (Review Distiller).
  • German

    Native or bilingual

  • English

    Fluent

Remote only
Primarily works remotely

Experience

  • Schwarz Digits
    Senior Solution Architect, Computer Vision Retail
    DIGITAL AND IT
    October 2025 - Today (8 months)
    Neckarsulm, Germany
    After five exciting years as the team leader of the 'Computer Vision Retail' team, during which I took on leadership responsibilities and also contributed my technical expertise as a consultant and solution architect, it is time for a new challenge for me.
  • Schwarz Digits
    Team Leader & Solution Architect, Computer Vision Retail
    DIGITAL AND IT
    July 2020 - September 2025 (5 years and 2 months)
    Neckarsulm, Germany
    Together with internal and external partners, my team colleagues and I design, implement and operate IT solutions in the fields of video security, computer vision, AI, 3D visualization, 3D rendering, 360-degree imaging, virtual reality (VR), augmented reality (AR) and many other exciting topics for the Schwarz Group (Lidl, Kaufland).
    As Solution Architects, my team and I are responsible for the design, implementation and operation of IT solutions along the entire solution life cycle for our internal customers of the Schwarz Group. Therefore we elaborate all the requirements from the business but also from the areas of IT security, enterprise architecture, infrastructure etc. We then start to create a concept. For this purpose we also do market research, prototypes and proof of concepts. We evaluate and select the most suitable technologies for the IT solution in terms of performance and economic efficiency. We are responsible for the successful implementation of the IT solution and its integration into our IT landscape. Subsequently we do one or multiple pilots in real world conditions (e.g. in one or more Lidl or Kaufland countries). We manage the GoLive and the roll out. In most cases, we are also responsible for the operations, the 2nd level support and the continuous development of the IT solution. We are the interface between business and IT.
  • Schwarz Digits
    Software Engineer & Tech Lead, Enterprise Chatbots
    DIGITAL AND IT
    December 2017 - July 2020 (2 years and 7 months)
    Neckarsulm, Germany
    My tasks included not only the development of work packages in the frontend and backend, but also the technical lead, the system design and the stakeholder management (e.g. requirements engineering and workshops with customers, collaboration with infrastructure, data privacy, information security).
    The chatbot was designed as a modern web application (frontend: React and several tools and frameworks; backend: Boot, It had various interfaces to existing software systems (e.g. ARIS, Now) as well as to the enterprise IDP via oAuth. We developed and used a hybrid NLU (rule and machine learning based). The ML based part was Microsoft LUIS. We used Service Now as ticketing and Azure DevOps with Git as repo and management tools. We did operate the chatbot on our own on Linux VMs using an Apache Http Server.

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Education

  • Master of Engineering
    Darmstadt University of Applied Sciences
    2014
    Master of Engineering
  • Bachelor of Engineering
    DHBW Mannheim
    2012
    Bachelor of Engineering

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