AI inside a predictable bot flow

AI helps where there is free text: understanding a request, finding an answer, summarising. Below — when a bot is enough and when you need an agent.

01What to choose

Bot, Mini App or AI agent?

The right architecture is cheaper and more reliable than the “smartest” one. Pick a task and see how each option handles it.

Pick a task

Best choice for this task: Bot

Bot

Best choice

/statusOrder APIReply

One request, one reply with buttons. Fast, cheap to maintain, answers in seconds.

Good fit for

  • Short dialogue and commands
  • Notifications and reminders
  • Requests and approvals
  • Menus and a clear workflow

Command → Scenario → Action

Mini App

Overkill

Open appOrders screenStatus

A whole screen for one line of information.

Good fit for

  • Rich UI: catalogue, cart, checkout
  • Dashboard and customer account
  • Many fields, maps, date pickers

Button → Web UI → API

AI agent

Overkill

UnderstandCall Order APICompose

No need for an LLM when the answer is deterministic: costlier and less predictable.

Good fit for

  • Free text instead of buttons
  • Analysing context and documents
  • Picks its own tools and steps
  • Multi-step tasks with human review

Goal → Context → Plan → Tools → Check → Approval

Need an agent that picks its own steps and tools?

AI agentsAgentZone
02AI in Telegram

What we build in BotZone

Request classification and routing, knowledge-base search, summaries of long threads and voice-to-text — with limits, logs and clear boundaries.

  • Request classification
  • Knowledge-base search
  • Voice-to-text

Need AI that plans steps and uses tools on its own?

AI agentsAgentZone
03Contact

Just write to us

Describe the task in your own words — we reply on Telegram, clarify the process and suggest an architecture. Three lines are enough to start:

  • Type: bot / Mini App / automation
  • Integrations: CRM, payments, API…
  • Task: what work the bot should do

Or fill in a brief — get a preliminary architecture

Step 1 of 5
What do you want to build?

Just message us on Telegram