Meelis’s AI workshop

Some ideas won’t leave you alone.

I help Estonian small-business owners simplify work with email, documents and data. Try a practical technique from a free guide, or ask me to build a tool or connect the ones you already use.

I build your solution so your data stays on EU infrastructure you control. AI output needs checking; I agree access rights and approval requirements with you beforehand.

ONE TASK. HUMAN REVIEW.
  1. 01Your task
  2. 02A clear brief
  3. 03AI draft
  4. 04My review

Missing detail? I ask again.

AI makes the draft. I own the result.
Guides

Start with these guides.

No installation needed to get started. Choose one task and try the guide’s example in your AI chat.

All guides →
Data project

Wage vs Prices

Compare occupation-group pay with changes in consumer and apartment prices. Choose a period in the tool and check the comparison limits.

Open the project →
Projects

Projects from my workbench.

All projects →

Each project notes what the AI did and what I checked myself, including the parts that went wrong the first time.

  • Support and data minimisation

    Customer-support reply drafts and a personal-data filter

    The assistant finds information in documentation and drafts a customer reply for a person to review and send. Its standalone personal-data filter, PII Guard, helps replace detected details before using AI, but it does not find everything.

    Read the case →
  • Web application

    Web app for exploring possible benefits

    A person describes their situation and receives an overview of possible benefits. AI interprets the text; separate code handles the calculations. The app does not submit applications or make official eligibility decisions.

    Read the case →
  • Football predictions

    World Cup football prediction system

    A personal project connecting match research, score predictions and submission through a web form. What worked, and why one prepared prediction still missed the deadline.

    Read the case →
  • Data collection

    Public-data scraper

    A program that collects public lists from portals and files and combines them into one dataset. Source records are retained; questionable addresses and duplicates need review.

    Read the case →
  • Agent configuration

    My personal AI assistant

    I configured existing agent software for messages, notes, web tools and scheduled tasks. The story covers operational failures as well as the configured capabilities.

    Read the case →
  • Business operator

    AI assistant for a one-person business

    An assistant setup for a one-person business: business notes, task preparation and an email integration trial. This case describes the setup and its limits, not automatic processing of current customer enquiries.

    Read the case →
  • Data project

    Wage vs Prices

    Compare occupation-group pay with consumer price changes in Estonian counties. Apartment prices appear as a separate series, with limitations stated.

    Read the case →
From the workbench
“AI helps me build faster. That does not mean I can skip checking the result.”
Meelis Sootalu, OEJ OÜ

The guides give you something to try yourself. The projects show what I have built and what I learned along the way. Find the practical material in the guides overview.

If you would like my help

I start with one concrete task.

Describe a task you currently do by hand. I agree the scope and quote with you before building. If a simple tool is enough, there is no need for AI. See how this works on the services page.

Contact

What would you like to make easier?

A good start is a short description of one task that takes too much time or too often gets stuck. I’ll reply to say whether I can help and what a sensible first step would be.

Do not include passwords, personal identification numbers or confidential client information.

Or call: +372 5846 0000.

Prefer email? Write directly to info@oej.ee.