Monthly-fee AI managed service

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.

At a glance

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.
When you need it

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 AI system is in use, but no one oversees it on a regular basis.
There is no in-house expert in agents, prompting, and AI security.
The prompts are still the ones from the first release.
Performance drops silently, without an obvious failure.
No periodic security testing is performed.
You worry that prompt injection or abuse could go undetected.
The provider updates the model and the behavior changes.
You want a lightweight, steady managed service, not one-off engagements.
How it works

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

What you receive, every month

Monthly report on the status of the AI system.
Log of the actions taken.
Results of validations and security tests.
Prompt and configuration optimizations.
List of anomalies, degradation, and drift detected.
Performance, quality, and security trends over time.
Recommendations for the following month.
A recurring technical point of contact for AI.
Our approach

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.”

Agents Prompting Performance Validation AI security Prompt injection Model updates Observability Continuity

Many AI systems do not get worse because of a failure, but because of a slow drift that no one oversees.

Are the agents behaving as they should?
Is performance still adequate for real requests?
Are the prompts still the best they can be?
Are the responses valid, consistent, and reliable?
Does the system resist prompt injection and abuse?
Has anything changed after a model update?
How we work

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:

Standalone monthly managed service.
Support for the in-house AI team.
Support for prompting and validation.
Support for security and testing.
Continuous technical point of contact.
Escalation to broader engagements when needed.
The AI path

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.

FAQ

Frequently 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.

Technologies

The technologies we use

Some of the technologies and platforms we work with on this service.

AWS
Google Cloud Platform
LiteLLM
Dynatrace
modulus.ai

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 MirAI

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.

A lightweight monthly managed service with a recurring fee, without opening a project every time.
Also works on AI systems built by third parties.
It supports your team, it does not replace it.

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.