AI Architecture & MLOps
Secure your path from PoC to production, with model monitoring (observability) and rigorous cost optimization.
The Challenge
Going from an appealing prototype (notebook) to a system deployed at scale is where 70% of AI projects fail. Latency and runaway API costs often block ROI under real-world conditions, worsened by model drift and security gaps.
The Technological and Human Approach
We streamline your software infrastructure. Through techniques like 'prompt caching' and 'model routing' (which dynamically routes each request to the most suitable LLM: a fast, open-source small model vs. a top-tier large model), we cut operating costs while guaranteeing optimal performance.
Monitoring and Compliance
We integrate full telemetry (OpenTelemetry, Langfuse) to track the latency, cost, and quality of every interaction. The architecture is built 'GDPR by design' and allows costs to be precisely allocated to each department (metering).
Tech stack
