Managed AI Systems
Albenze keeps your AI running and improving after launch — monitoring, model updates, drift detection, and optimization — so the system that shipped keeps performing in production.
Managed AI systems means we operate your AI after it goes live — watching for failures and drift, updating models, controlling cost, and improving quality over time. AI isn't "done" at launch; it needs care, and we provide it so your team doesn't have to build an ML-ops practice from scratch.
What this is for
Models drift. Data changes. Costs creep. An AI system that worked on launch day quietly degrades without someone watching it. We're that someone — keeping the system healthy, current, and getting better, with clear reporting so you always know how it's performing.
We stay after launch
Most agencies disappear once the invoice clears. We don't. Because we build our own platform (Guaardvark) and run it in production ourselves, operating AI day-to-day is something we do for our own systems, not just yours.
What we deliver
- Monitoring & observability — uptime, latency, quality, and cost tracked with alerting.
- Model updates — keeping you on current models and prompts as the field moves.
- Drift detection — catching quality decay before your users do.
- Cost optimization — right-sizing inference and infrastructure so you're not overspending.
- Support with real response times — a team that knows your system, on call.
Frequently asked questions
Can you take over a system someone else built?
Often, yes. We start with an audit of the existing system, document what's there, and stabilize it before improving it. Sometimes the right move is a rebuild — we'll tell you honestly which it is.
What exactly do you monitor?
Availability, latency, output quality and grounding, drift against baselines, and cost. You get clear reporting, not a black box.
Do you offer guaranteed response times?
Yes — support tiers with defined response times are part of a managed engagement, scoped to how critical the system is to your operations.
Related services
Custom AI Development · Offline AI Systems · RAG Implementation