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An AI assistant for system administrators: first-line support, tickets and documentation that actually exists

The infrastructure stays yours. The assistant takes the stream of "email isn't working" and "forgot my password", sorts tickets, prepares answers from the knowledge base and finally keeps the documentation there is never time to write.

An AI assistant for a sysadmin: runbooks, tickets and network documentation
User runbooks, ticket triage and network documentation are the write-ups everyone postpones.

What it does

What it does not do

The limits are set in advance

How much time it frees up

By our reviews, a system administrator spends roughly 14 hours a week on the routine listed above — more than a third of the working week. The assistant does not take all of it: some tasks you will still be checking. But checking something finished is faster than doing it from scratch, and the gain lies in exactly that difference.

How it works

The assistant is deployed alongside your existing workflow and speaks the language of your stack. It does not try to replace the engineering decision — it removes the scaffolding that leaves you only half a day for the decision itself.

What the assistant takes off the administrator

A first line that doesn't call you about trivia

An employee writes: "the shared folder won't open". The assistant asks clarifying questions from your script, checks typical causes against the knowledge base, sends instructions — reconnect the drive, check the VPN — and closes the ticket if it helped. If it didn't, you get a ticket with the information already gathered: who, what, when it started, what was tried. Instead of ten calls — three tickets with context.

Sorting and priorities without manual triage

Forty tickets in the queue in the morning. The assistant sorts them by category and urgency using your matrix: "not working for everyone" goes to the top, "I want a second mouse" goes to planned work. It merges duplicates and flags a common cause for similar problems. You start the day with priorities, not with reading.

Replies to users in plain language

"Your request requires escalation due to security policy restrictions" — nobody wants to write like that, but there is no time for a proper reply. The assistant answers users politely and clearly from your answer base and gives the timeframes you have set. The tone is configured once.

Documentation from what you already do

You solved an unusual problem and wrote the assistant two lines about what helped. It turns this into a knowledge base article: symptom, cause, solution, who it applies to. Six months later, when the problem recurs, the answer is found in a minute — by you or by the assistant on the first line.

Scheduled reminders and reports

A certificate expiry, a backup nobody has checked for a month, licences, updates. The assistant keeps the maintenance calendar and reminds you in advance. Once a week or month it compiles a report for management: number of tickets, average resolution time, what was closed on the first line — from data that already exists.

What the dialogue looks like

Employee: I can't log in to email, it says "wrong password", although everything worked yesterday.

Assistant: Hello! Please check two things: whether Caps Lock is on, and whether you can log in to the corporate portal with the same password. If the portal won't let you in either, the password has expired — reset it following the instructions: [link]. Let me know how it went.

Employee: The portal wouldn't let me in either, reset it via the link, email works now. Thanks!

Assistant: Great. Ticket closed: "password expired, reset by user". It will go to the administrator in the summary without a notification.

What we need from you at the start

Implementation timeline

The review is one conversation. The knowledge base and first-line scripts take three to five days depending on volume. For a week the assistant answers users under your supervision — you see every reply. From the second week it works on its own; you receive only escalations and summaries.

Frequently asked questions

Will the assistant get access to the servers?
No. It works with tickets, the knowledge base and the calendar. Commands on the infrastructure are run by you; at most the assistant prepares the command text or a checklist for you.
Won't users get annoyed with a "robot"?
Practice shows the opposite: a reply within a minute with clear instructions is liked more than a two-hour wait. The assistant introduces itself as an assistant and says straight away when it is passing the question to the administrator.
We have everything in a ticketing system.
All the better: the assistant reads and updates tickets there instead of keeping parallel records. If there is no system, it becomes a simple ticket register itself.
One admin for a hundred people — can it cope?
That is exactly the situation it is made for: the first line closes the routine, and you are left with what needs an administrator.

What it costs

Task review and configuration of one assistantfrom ₽12,000 (≈ $142)
An extra task beyond the basic fivefrom ₽3,000 (≈ $36)
Training for you or a member of stafffrom ₽5,000 (≈ $59)
Support and adjustments, per monthfrom ₽4,000 (≈ $47)

Build an assistant like this

Tell us which tasks eat the most of your time, and we will say which of them are worth handing to an assistant first and which are better kept for yourself.

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