KI-Beratung: AI Model Deployment
A trained AI model that doesn't run reliably in production is worthless. We handle the deployment of your AI models into scalable, monitored production environments – on-premise, in the cloud, or as a containerized microservice. So your model doesn't just work in the lab, but delivers under real conditions.
Challenges you'll recognise
- Your AI model works in development but deployment to production keeps failing.
- You have no monitoring and don't know if your model is still performing well in production.
- Model updates are deployed manually and occasionally cause production outages.
From Development to Production
The step from a working model to a reliable production system is bigger than it looks. We handle containerization, API wrapping, scaling logic, and CI/CD pipelines so updates can be deployed safely and without downtime. Your model runs stably even when load fluctuates.
Monitoring and Model Drift
AI models can degrade over time when input data changes – this is called model drift. We set up monitoring that continuously tracks performance metrics and warns you early when the model needs retraining. Quality stays assured over the long term.
Infrastructure on Demand
On-premise for maximum data control, cloud (AWS, GCP, Azure) for flexible scaling, or a hybrid approach for the best of both worlds. We choose the infrastructure together with you – based on your privacy requirements, budget, and expected load.
Versioning and Rollback
Model updates can introduce regressions. We build model versioning and rollback mechanisms so you can always switch back to a known-good version at any time – without production downtime and without data loss.
Good to know
Production-Stable
Containerization, scaling logic, and CI/CD pipelines ensure your model runs stably under real load and updates are deployed without downtime.
Drift Monitoring
Continuous performance tracking detects model drift early. You're warned before quality issues reach your users.
Infrastructure of Your Choice
On-premise, cloud, or hybrid – we deploy where your privacy and scaling requirements demand it.
Frequently asked questions
Which AI models can you deploy to production?
What is model drift and how do you detect it?
What does a typical deployment architecture look like?
Success you can measure
With us you don't get theoretical AI consulting, you get a partner who delivers. We combine strategic thinking with technical execution power – from the first process analysis to the productive AI system. Together we find the levers where AI has the biggest impact and implement solutions that pay off. Your processes and goals are always at the center.
Comprehensive know-how in AI strategy and implementation
Experience with leading AI platforms: OpenAI, Claude, ElevenLabs, CloudBot
Over 10 years of experience in software development and system integration
Interdisciplinary team of developers, strategists and UX experts
Sustainable AI solutions that strengthen your company long-term
READY TO TAKE YOUR PROCESSES TO THE NEXT LEVEL WITH AI?
Whether you want to automate individual workflows or develop a holistic AI strategy for your company – we'd love to meet you. An initial conversation is the foundation for smarter processes and real cost savings.
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