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Managed AI Ops · Curated engagements

The IT platform that comes with
the workers.

Your queue grows and you can't add people. Managed AI Ops puts a team of AI agents to work inside your Breeze instance — triaging alerts, patching fleets, resolving tickets — while you hold the approvals. We read the AI's work, verify it, and tune it with you. And because quotes and invoices live in the same platform, the team can carry work through to billing: see the whole loop.

Not for everyone. Curated intake, supervised from day one.

What the team actually does

Four real requests. Handled end to end.

Every action is classified, logged, and reversible. The operator proposes; your risk engine decides.

Triage Operator online
YOU
Why is ACME-LAPTOP-04 slow today?
OPERATOR
Disk at 96% capacity. Top consumers: Chrome cache (12GB), old Windows update files (8GB). I can clear the cache and run cleanmgr; this is a Tier 2 action, auto-approved. Proceed?
Patch ops Operator online
YOU
Patch all Windows servers for client BlueRidge tonight at 2am.
OPERATOR
Found 14 servers. 11 are in maintenance window 02:00–04:00 (auto-approve). 3 are domain controllers (Tier 3, approval required). Drafting approval request now.
Security Operator online
YOU
Which devices are missing endpoint protection?
OPERATOR
7 devices across 3 tenants. 4 missing Microsoft Defender real-time scanning, 3 have SentinelOne agent uninstalled. Want me to redeploy the SentinelOne agent or open a ticket?
Reports Operator online
YOU
Generate a CIS compliance report for Q1 for client Northwind.
OPERATOR
Pulled audit logs, control coverage, and exceptions for Jan 1 – Mar 31. 13 of 18 CIS Controls fully automated. Report saved to /reports/northwind-q1-2026.pdf. Preview attached.

Examples are representative. The operator's exact responses depend on your fleet state, policies, and risk classifications.

Supervision

We read the AI's conversations — so you don't have to.

Every helpdesk chat the AI handles is reviewed. We verify resolutions held, catch drift early, and fold what we learn back into the agents. You get the capacity without becoming the AI expert.

Helpdesk · Client end user AI agent · supervised
END USER
My laptop has been unusably slow since this morning.
AI AGENT
I can see BR-LT-2214 from here. Disk is at 97% — a stuck sync client has written 40 GB of temp files since 6am. Clearing them is a low-risk action, so I've done it and restarted the sync client. You should feel the difference now — did that fix it?
END USER
yes! much better, thank you
AI AGENT
Great. Ticket #4821 closed with notes. I'll watch this device for a recurrence this week.
Reviewed in supervision · resolution verified · added to tuning notes
Approval · Tier 3 Waiting on you

Patch 3 domain controllers — client BlueRidge

Proposed window: tonight 02:00–04:00 · Rollback plan attached

Why it needs you: domain controllers are Tier 3 by your policy.

Approved actions run, log, and report back. Everything else waits.

Representative interactions. The team's real work depends on your fleet, your policies, and your approval gates.

Click through the live UI

Watch the operator investigate a real device issue.

Interactive Demo

Tool catalog

The team uses the same tools your techs use.

Every RMM capability is exposed to the operator as a standardized tool. Each tool has a risk tier. The same reboot is Tier 2 inside a maintenance window and Tier 3 outside one. Context drives policy automatically.

Device Tools

List devices, get details, query fleet state

Alert Tools

Retrieve, update status, link to tickets

Action Tools

Reboot, shutdown, lock, isolate, install, uninstall

Patch Tools

Status, schedule, deploy with maintenance windows

Script Tools

PowerShell, Bash, or Python with result retrieval

Report Tools

Compliance, security, inventory, executive reports

Risk Engine, always on: Tier 1 reads run free. Tier 2 mutations auto-execute and audit log. Tier 3 actions wait for human approval. Tier 4 is blocked. You set the policy; the operator follows it.

The math

Your next hire, compared.

The next hire
  • Months to find and ramp — if you can find them
  • $60,000+ a year, plus churn risk
  • Works one shift, takes PTO, gets poached
  • Knowledge walks out the door when they leave
The AI team
  • Working your queue in days, not months
  • Covers nights and weekends without an on-call rotation
  • Never forgets a device quirk or a past incident
  • Supervised and tuned by the people who built your RMM

Not a replacement for your people — capacity for them. Your seniors stop doing password resets.

Start with a conversation about your queue.

Thirty minutes. You bring the workload; we tell you honestly whether the AI team fits.

Two ways to run the AI

Do it yourself, or have it done.

Run it yourself Included free
Free
  • The built-in AI operator, in every deployment
  • Bring your own Anthropic key — runs on your infrastructure
  • Investigates alerts, runs scripts, drafts fixes
  • Every action governed by your 4-tier risk engine
  • You supervise, approve, and tune it yourself

You are the AI team's manager.

We run it for you Managed AI Ops
  • A team of AI agents works your queue: triage, patching, tickets
  • We read the AI's chats, verify its resolutions, and tune it with you
  • Persistent memory, playbooks, and compliance evidence built up over time
  • Your risk engine still holds the approvals — nothing runs past it
  • On self-hosted or cloud Breeze, support included
  • Curated intake — we take on teams we can supervise properly

Same Breeze. Same tools. Same risk engine. The difference is who does the work.

Your RMM is always the final authority

The AI team can request actions. Your Breeze instance decides whether to allow them. Risk classification is enforced at the RMM level, not the AI level — the same guardrails apply whether a human tech, the built-in operator, or the managed team is doing the work.

Every action is auditable. Every tool call is logged. Every approval decision is recorded.

Rung two

Your clients get AI too — from you.

Breeze AI for Office puts a governed AI assistant in front of your clients' end users, starting with Excel — with your name and logo on the pane. Sensitive data is scanned and redacted before the model ever sees it, writes show a before/after preview and wait for approval, and IT sets the policy: who gets access, read-only mode, budgets, audit trail.

Explore AI for Your Clients/Users →

Every business will run on AI. Your clients will get it from whoever manages their technology — that should be you, not a stranger.

FAQ

Common questions about Managed AI Ops

What is Breeze Managed AI Ops?

A team of AI agents, run by the people who built Breeze, that works your fleet and your queue inside your own Breeze instance: alert triage, patch operations, ticket resolution, fleet hygiene, and reporting. Every action is governed by the 4-tier risk engine you control — reads run free, low-risk fixes auto-execute with an audit log, impactful actions wait for your approval, and destructive actions are blocked.

Who supervises the AI?

We do, with you. We read the AI's ticket conversations, verify its resolutions actually held, and tune the agents as your fleet and clients change. You never have to become an AI expert — that is the product. You keep the approvals; we keep the quality.

What happens when the AI is wrong?

The risk engine bounds it, the audit trail shows it, supervision catches it, and a human — ours or yours — finishes the ticket. Impactful actions never execute without your approval, and every tool call is logged and reversible where reversal is possible.

Can the AI take destructive actions on my fleet?

Only within the limits your risk engine defines. Tier 1 reads run freely. Tier 2 low-risk fixes auto-execute and are audit-logged. Tier 3 impactful actions — reboots outside maintenance windows, domain-controller patches, agent uninstalls — require human approval. Tier 4 is blocked outright. The risk engine is enforced at the RMM level, not the AI level.

What does Managed AI Ops cost?

Billing is tailored to your fleet and workload, on self-hosted or cloud Breeze, with support included. As an anchor: it costs a fraction of the technician hire it replaces. It starts with a call, not a checkout.

Is there a free way to run AI in Breeze?

Yes. Every Breeze deployment includes the built-in AI operator free — bring your own Anthropic API key and it runs locally in your instance under the same risk engine. Managed AI Ops is for teams that want the working team and the supervision, not just the capability.

Is Managed AI Ops available now?

In a deliberately small, curated form. We take on engagements we can supervise properly, design-partner style, and we are honest that this is early. If the fit is right, your AI team can be working your queue within days.

Your queue isn't going to shrink on its own.

A supervised AI team, inside your RMM, behind your approvals. It starts with a call.