STUDIO 223STUDIO 223STUDIO 223
Telegram →
// AI AGENTS · BUILT TO ORDER

Your AI co-worker.
On your server, in your Telegram.

Replies to clients at night, has reports ready by morning, watches your numbers. Deployed on infrastructure in Russia: your data stays with you.

Morning. The work is already done.
// 01 · CHAT vs AGENT

The difference is not the model. It is who does the work.

Often it is the same model inside. The difference: a chat answers when asked. An agent acts on its own, on schedule, inside your tools.

ParameterChatGPTYour agent
Remembers you tomorrowStarts from zeroRemembers across chats
What it doesAnswers with textPerforms actions
On a scheduleWaits for a promptSummaries, reports, reminders on its own
Where it livesA separate tabIn your Telegram
Your dataOn someone else's serversCRM, sheets, email; you revoke access
// 02 · CAPABILITIES

It doesn't reply. It works — and gets smarter.

A base that works from day one. Then we connect your tools.

01

Learns by itself

Solved a task — wrote itself an instruction and follows it next time. Refines it as it goes. The longer it runs, the more it can do.

>remember(user, rules, history)
02

Five kinds of memory

The conversation, your rules, what you discussed a month ago, what's in your documents — and how to do your tasks.

>run_tool("crm.create_task")
03

Scheduling in plain words

«The summary at 7:30» — one sentence, and it runs without you.

>cron("08:00") -> daily_brief()
04

Actions, not advice

Creates tasks, answers clients, prepares files. Through MCP tools.

>connect(crm, mail, sheets, api)
05

Voice

Dictate in Telegram, get it done.

>voice.transcribe() -> action()
06

Search with sources

Fresh data and a summary. Sources you can check.

>search(query) -> [sources]
// 03 · SCENARIOS

We start with the two or three tasks that grind you down daily.

01/05

Sales

Forgot to call back, the deal went cold.

Remembers clients, nudges you to call, preps a brief before each one.

>watch(client) -> remind_call()
02/05

Support

Clients write at night, you cannot keep up.

Replies by your templates, you confirm with one tap.

>reply(template) -> await_confirm()
03/05

Reporting

Sunday evening on summaries again.

The team report is ready by Monday morning. On its own.

>cron("Sun 20:00") -> report()
04/05

Marketplace

A competitor cut prices, you found out three days later.

7:30 summary: sales, stock, competitor prices on WB and Ozon.

>watch(wb, ozon) -> alert(price_drop)
05/05

Marketing

Monday starts with collecting numbers by hand.

Pulls reports from ad dashboards into one summary.

>pull(ads_api) -> summary()
// 04 · PRICING

Two ways to start.

A hire for these tasks costs 80 000 ₽ a month. Plus taxes, vacation and sick days. The agent works nights, weekends, and never quits.

Base agent
50 000 ₽setup
9 800 ₽ / monthfirst month included
  • It remembers you. Five kinds of memory: the thread of a conversation, your rules and numbers, what you discussed a month ago, and what's in your documents.
  • It learns as it goes. Solved a hard task — wrote itself an instruction. In a month it can do more than on day one.
  • Scheduling in plain words. «Every morning at 7:30 — the sales summary.» No developer needed.
  • Voice. Dictate in Telegram, get the result.
  • 60+ tools: web search with sources, browser, files, email, reports.
  • Your Telegram, our server in Russia. Payment in roubles.
Get the agent — 50 000 ₽ →
Built around you
from 150 000 ₽scoped to the job
  • Everything in the base package.
  • Integrations: CRM, marketplaces, 1C, your own databases and APIs.
  • Autonomous work: price monitoring, team reports, inbound requests.
  • Your playbook: the agent follows your rules, not generic ones.
Discuss your setup →
// 05 · STACK & RELIABILITY

Engineering, not a wrapper over a bot.

GPT-5, Claude and open models. Chosen for the task and budget.
Your server, your data. You revoke the agent's access anytime.
Safe start: for the first weeks the agent drafts, you confirm. Autonomy grows gradually.
Payment in rubles. No foreign cards or keys, we handle the servers.
OUR OWN STACK

Our own agent stack in development: Claude Code, Codex, opencode, Hermes, OpenClaw, Paperclip.

// 06 · CALIBER

What we have already built.

Not a wall of logos. Products in production.

LIVE

PinGlass

AI photos across five platforms. 139+ APIs, 38+ tables. In production.

Open →
BETA

ai-aggregator

One API to 400+ models. Payment in rubles.

// 07 · PROCESS

Three steps. We set it up.

01
PILOT · METRIC FIRST

We take one narrow slice, fix a metric before we start (e.g. client reply time). First result within a week.

02
BUILD · WE DO IT

We assemble the agent: memory, actions, integrations, server. First result within a week.

03
SUPPORT · ONGOING

We keep it running: fixes when external services change, scenario updates. An agent with no one to fix it lives until the first failure.

This is how an agent is built — four screens

// 08 · QUESTIONS

Answering what gives you pause.

You can, just like installing a CRM yourself. The question is who fixes it when Telegram updates or a service changes its API. We build and maintain.

On your server. The agent gets access you can revoke anytime.

The base agent is 50 000 ₽ to deploy and 9 800 ₽ a month: server, models, support, and repairs when an API changes. Work built around your processes starts at 150 000 ₽ — exact figure after a twenty-minute review.

First scenarios within a week. Then we expand.

It won't replace a human where judgement and accountability are needed. It doesn't make phone calls. It can't touch anything you haven't given it access to. When unsure, it escalates to you instead of inventing an answer.

For the first weeks it only drafts. Correct it with a sentence, it remembers the fix.

At low confidence the agent escalates to a human instead of making things up. Behavior is testable before launch: you approve actions, you do not take them on faith.

No. The code and the agent are yours, models are interchangeable, infrastructure stays under your control.

// 09 · CONTACT

Tell us what eats your time.

A couple of lines in Telegram. We show what the agent takes over in week one and name the price.

Morning. The work is already done.