Work

Machines I have built

I don't talk about AI in diagrams. These are real systems that produce results on their own: data retrieval, content production, publishing, sales. Every one of them exists because someone's hours ran out. The same thinking scales to your process.

Sales automation

The website machine

Finds companies in open data, builds each a personalized website demo, publishes it and handles follow-up on its own. Over 1,500 companies processed, my own time about 6 hours a week. This machine runs my sales.

Content machines

Social distribution pipeline

Rotates a video pool and publishes across channels on schedule: Reels, TikTok, Shorts, Pinterest. Durable pipeline with a queue, retries and controlled volume ramp-up.

Content machines

Video automation

You provide raw footage, a brand system and references; AI assembles an editable short video. Creative production joined to a render pipeline.

E-commerce

Shopify operations agents

AI-driven store management: products, inventory and prices by command or agent. Plus a content-helper app, an MCP server giving AI assistants direct store access, localization and product-generation flows.

SEO & marketing

SEO machines

Topic-based SEO planning and production machine, an SEO audit tool, and a Google Ads keyword research service with its own API.

The full portfolio with technical detail is on the Finnish work page. If you want to know what a machine like these would look like in your business, start from services or the guide to AI automation for small business.

Want one of these for your process?

Describe the repetitive work. We build a demo on your real data together before anyone talks price.

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