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Ilja Niciejewski
All AI paths
Business Assistant in Telegram

An assistant that compares you with your competitors from sources, not from impressions.

Its first included module is Business Researcher. You describe the business, give it your site and choose the competitors — or paste their text. It gathers sources, records when each was checked, and shows the differences those sources actually confirm.

First version in Russian only · sources and check dates · no guaranteed result

First included module
Business Researcher
Hypotheses — if the evidence is enough
Up to five
Small test to run
One

Who it is for

An owner ready to check the conclusions rather than take them on trust.

There is nothing to set up: you do not create a bot, obtain an API key, connect a model or learn to write prompts — you write in ordinary language in Telegram, in Russian, the only language the first version understands; English and Polish are planned later. It answers from what you gave it and from the sources it could find; it does not replace your decision, and it says what it does not know.

A good fit if

  • You run a small or medium business and have specific market questions
  • You have a site of your own, or competitor text you can hand over
  • You are willing to run one small test rather than rebuild everything at once
  • You want a source and a check date behind every claim

Not the right fit if

  • You need guaranteed revenue or savings figures
  • You want the decision made for you
  • You need continuous market monitoring, a CRM integration, or every competitor found for you automatically
  • You need guaranteed access to Instagram, or voice and image features — the first version has none of them

How it works

From a business profile to one prepared test.

  1. 01 · Profile

    You describe the business

    What you sell, who your audience is, the city or region you work in, and the goal you want to reach. The profile is kept, so the next request does not start from nothing.

  2. 02 · Input

    Your site and the competitors you choose

    You give your own site and pick the competitors — by address, or by pasting their text. What is compared is what you chose, not an arbitrary sample.

  3. 03 · Checking

    Sources, check dates, confirmed differences

    Every difference comes with its source and the date that source was checked. Anything the sources do not confirm is marked unconfirmed rather than passed off as fact.

  4. 04 · Testing

    Hypotheses and one small test

    Up to five testable hypotheses, and only when the evidence gathered is enough for them. Each names an action to take and the criterion that decides it. Then you pick one together and prepare a small test: what changes, what you watch, and when you call it.

What you get

Differences you can check, not a summary of the market.

  • Confirmed differences between you and the competitors you chose
  • A source and a check date behind every confirmation
  • A separate mark for whatever the sources did not confirm
  • Up to five testable hypotheses, each with its action and test criterion — when the evidence supports them
  • One small test, selected and prepared
  • Your saved business profile and previous studies for the next request

Questions

What the assistant does, and what it does not.

Where does it get its data?

From your profile, your site and the competitors you chose, plus the sources it could find and check. Every confirmation carries its source and the date it was checked.

Why are there sometimes fewer than five hypotheses?

A hypothesis appears only where the evidence gathered supports it. When there is too little, the assistant says so instead of adding a guess to reach five.

What is kept between requests?

Your business profile and your previous studies. The next question builds on them, so you do not describe everything again each time.

What can I ask it to do?

Four things are planned for the first version, all in ordinary language: fill in or update your business profile; start a new comparison against the competitors you chose; go back to your previous studies; and ask it questions freely. Where it has no answer or too little evidence, it names that limit instead of inventing one.

Is a result guaranteed?

No. The assistant shows differences, sources and hypotheses; you check them and you decide. No revenue growth, no savings and no complete picture of the market is promised.

Order or ask

Tell me which product you want and what you need it for.

Choose the product, describe your business and the task behind it. I reply personally with the next step, the payment details and how access is issued.

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