Team
Johannes Humbert

Managing Partner

Johannes Humbert

„Most AI programs don't fail because of the technology. They fail because no one takes responsibility for the whole picture — from architecture decisions to the operating model. That's our job.“

Builds AI programs that are backed by the C-suite and work on the front line — from strategy through architecture to production systems.

Johannes Humbert advises boards and executive teams on how to move AI from pilot projects to a core driver of value creation. His focus: the intersection of business domain, technology and investment decisions — where architecture choices meet operating models. Before building AI systems, he ran commercial operations: sales, operations and process management at C-level for Germany's leading comparison platforms — with teams of over 100 and credit volumes in the hundreds of millions. Today he builds AI systems for document processing in the insurance industry, manages AI portfolios with more than 50 use cases in the food industry, and has founded three companies working at this intersection. Prompt engineering, NER taxonomies, event-sourcing architectures and regulatory compliance (GDPR, DORA, EU AI Act) are not buzzwords to him — they are daily tools.

Career

  • makematiq GmbH

    Founder & Managing Director

  • we4solutions GmbH

    Co-Founder & Managing Director (CPO)

  • kinisto.ai

    Founder & Managing Director

  • wefox Group

    Global Project Lead Transformation

  • Smava / Finanzcheck

    Head of Sales & Operations at Executive Level

Selected project history

AI portfolio management for an international food corporation — from use-case identification to production systems

Multiple subsidiaries, 18 months embedded at executive level

50+ use cases identified and validated, GenAI rollout for 450+ employees, AI coaches program established

Building the CAMA platform — AI-powered document processing for German life and health insurance

Product launch we4solutions, multi-tenant SaaS, regulated environment (DORA, GDPR, EU AI Act)

128+ document types, 2,710 NER entity keys, event-sourcing architecture with RBAC/Keycloak

Restructuring of the IoT business unit of a rail freight company

Nationwide logistics company, Kubernetes migration, DLR cooperation

80% operating cost reduction, EUR 750,000 in funding secured, market penetration +25%

Implementation of AI-powered document management for an international leasing provider

End-to-end implementation, GDPR/BAIT compliance, change management for 50+ employees

Automated data capture, significant reduction in manual processing

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