--- title: "GenAI Ops – from prototype to production | Ergosign GmbH" description: "GenAI Ops – from prototype to production. Learn how observability, prompt management & guardrails control the quality, costs and scalability of your AI." canonical_url: "https://www.ergosign.de/en/insights/blog/genai-ops-whitepaper" locale: en meta: "og:description": "GenAI Ops – from prototype to production. Learn how observability, prompt management & guardrails control the quality, costs and scalability of your AI." "og:title": "GenAI Ops – from prototype to production" "twitter:description": "GenAI Ops – from prototype to production. Learn how observability, prompt management & guardrails control the quality, costs and scalability of your AI." "twitter:title": "GenAI Ops – from prototype to production" --- > Index of every page on this site: [llms.txt](https://www.ergosign.de/llms.txt) # **GenAI Ops:** moving from AI prototypes to scalable production ![Drei Ergosign Mitarbeitende, die an einem Tisch zusammensitzen und diskutieren. Eine Person hält einen Laptop, während eine andere gestikuliert.](https://a.storyblok.com/f/180740/5288x3525/d005dfe0be/meeting-im-forum.jpg/m/3840x1792/smart) ## Why 95% of all **GenAI pilot projects** fail—and how you can do better. Chatbots dazzle in demos but fail in live operation: skyrocketing costs, hallucinations, and unpredictable responses. Using a real-world scenario, this whitepaper demonstrates why traditional DevOps is insufficient for Generative AI—and how GenAI Ops is becoming the critical factor for success. In our whitepaper, learn how companies use Observability, Prompt Management, Evaluations, and Guardrails to regain control over the quality, costs, and scalability of their AI applications. Practical, easy to understand, and directly applicable—from prototype to production system. ## **GenAI Ops verstehen** und richtig **umsetzen** Wer KI ernsthaft produktiv nutzen will, braucht die richtigen operativen Grundlagen. Das Whitepaper liefert einen praxisnahen Einstieg und konkrete Ansatzpunkte für Entscheider:innen und Tech-Teams. ![Björn Busch-Geertsema](https://a.storyblok.com/f/180740/500x500/caff6f7614/bjoern-busch-geertsema.jpg/m/360x360) ### Björn Busch-Geertsema UX Software Engineering Director, Head of Development [+49 681 95 98 20 0]() [projects@ergosign.de](mailto:projects@ergosign.de) ## Relevant **Insights & News** [

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