Continuous AI Managed Service (MirAI)
The Miriade monthly managed service for your AI systems: agent review, prompt tuning, response validation, and security testing
An AI system is not something you configure once and forget. It must be followed, measured, and tested every month. Your AI is in use — agents, assistants, automations, RAG flows, copilots — and it works. But its behavior changes over time, and almost always no one notices until it becomes a problem. MirAI is the one who notices: a lightweight monthly managed service with a recurring fee that keeps your AI efficient, reliable, and secure over time — without opening a dedicated project every time.
The service in brief
- Service
- Monthly, continuous management of an AI system in use, run by a Miriade engineer.
- When you need it
- When AI is already live but no one oversees it on a regular basis.
- R.O.C.E. phase
- Control: the third phase of the Miriade R.O.C.E. methodology (Recover · Optimize · Control · Evolve).
- Service model
- Managed service with a recurring monthly fee, part of the Miriade managed services line.
- Scope
- Agents, prompting, performance, response validation, and AI security.
- Works on
- AI systems built by Miriade or by third parties, internal or external.
- Output
- Monthly report with status, actions taken, validation and security test results, anomalies, and recommendations.
The question is not “Does it work today?” but who is looking after it
The right question is not “Does the AI work today?” It is: who is looking after it, month after month, so that it keeps working well and securely? Most AI systems do not get worse because of an obvious failure, but because of a slow drift that no one oversees.
The monthly cycle
Every month, a specialized engineer connects to your system and works on five fronts. At the end of the cycle, you receive a report with the system status, the actions taken, the issues found, and recommendations for the following month.
Agent behavior review
We verify that agents follow the expected flow, make the right decisions, use tools correctly, and do not fall into loops or anomalous behavior.
Performance against real requests
We check response times, quality, consistency, and resource consumption on the cases that actually occur most often.
Prompt tuning and optimization
We review and optimize prompts: clearer, aligned with today's use cases, more effective, and more cost-efficient.
Advanced response validation
Consistency checks, source verification, hallucination mitigation, and structured output validation.
AI security testing
Resistance tests against prompt injection and manipulation techniques, to protect the system's data and behavior.
What you receive, every month
Why it differs from a standard support contract
MirAI is not generic support. It is a recurring specialist managed service, run by engineers with specific expertise in agents, prompting, validation, and AI security — expertise that is hard and costly to maintain in-house. It covers AI within the Miriade managed services line, alongside MirDB (databases) and MirSRE (application reliability). It brings continuity and method, and turns “it works today” into “it keeps working well and securely.”
Many AI systems do not get worse because of a failure, but because of a slow drift that no one oversees.
It supports your team, it does not replace it
You can activate MirAI as a standalone managed service or as specialist support for your team, with escalation to broader engagements when needed. The main options:
The last step, and the way back in
MirAI completes the AI path. It is the way back to the other services when continuous management detects a problem that requires a deeper engagement.
AI-Ready Data & RAG
When the problem originates in the quality or preparation of the sources.
AI in Production
When a project-based stabilization engagement is needed.
AI Context & LLM
When cost, context, or LLM efficiency issues emerge.
MirAI
Continuous monthly managed service for your AI system.
You are hereFrequently asked questions
How often do you work on the system?
The service is monthly: every month, the engineer runs a full cycle of review, optimization, validation, and security testing.
Do we need to give you access to the system?
Yes. The engineer connects to the AI system to run the checks. Access is defined and agreed during onboarding, in line with your company policies.
What are prompt injection tests?
They verify whether the system can be manipulated with crafted inputs designed to bypass its instructions, expose data, or alter its behavior. They measure and strengthen the AI's resistance.
How is it different from AI in Production Enablement?
AI in Production Enablement is a project-based stabilization and optimization engagement. MirAI is a recurring monthly managed service that keeps the system efficient and secure over time.
Does it also work on systems you did not build?
Yes. The managed service can be activated on AI systems built in-house or by third parties.
Does MirAI replace my team?
No. It supports your in-house team with a recurring specialist managed service. You can activate it as a standalone managed service or as support for prompting, validation, or security.
The technologies we use
Some of the technologies and platforms we work with on this service.
Do you want a managed service that keeps your AI efficient and secure, month after month?
With MirAI, a Miriade engineer follows your agents, performance, prompts, validation, and security on a recurring basis — on systems built by us or by third parties.
Activate your AI managed service
A few details about your AI system are enough. We will contact you for a call, define the scope of the managed service, and start onboarding.
Privacy and security note. Do not enter credentials, passwords, or sensitive data in the form. Access to the AI system and technical information will be handled during onboarding through agreed secure channels.