White Paper: From AI Proof of Concept to Production

Feb 09, 2026 | QAware GmbH

Abstract:

The integration of artificial intelligence in the insurance industry offers significant potential to increase efficiency and enhance the customer experience. However, many organizations struggle to transition proof-of-concept (PoC) initiatives into production-ready solutions, particularly with regard to data foundations, scalability, and system integration. A centralized AI platform can help overcome these challenges and create sustainable business value. This white paper explains why many PoCs fail and outlines the technical and organizational prerequisites for success.

Please note: The whitepaper is written in German.

What our clients say about us

“The QAware teams impress me with their ability to quickly familiarize themselves with our complex systems, accurately identify core issues, and present them clearly to both management and engineering teams. This expertise has significantly improved technical execution and strategic decision-making, forming the foundation of our shared success.” (translated into English)

Jörg Jonuleit

Head of Software Development, SHD Einzelhandelssoftware GmbH

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Written by

QAware GmbH

QAware GmbH is an independent consulting and project company specializing in complex IT initiatives. Guided by the principle “We are there when success is mandatory,” QAware takes full [...]

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