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.
Website audit

What needs attention on your website?

Check your website’s security and readiness for search engines and AI assistants. Get a plain explanation and a next step.

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.

  • Autonomous audit agent

    Website security and discoverability audit

    An autonomous audit agent checking website security and search and AI readiness. The owner receives explanations of findings and practical next steps.

    Read the case →
  • 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.