by susanna.
The idea
I didn’t know how.I did it anyway.
I build AI solutions and software from idea to production, and train teams to use AI in their own work.
- 01I build AI solutions.
- 02I train teams.
- 03I develop software.
- 04I sharpen ideas.
Services
How I can help
From a single sparring session to large, custom AI and software projects.
01
AI solutions & automation
AI as part of your product or everyday work. Custom solutions that end up in use instead of staying a demo.
- AI assessment: where AI is worth using and where it isn’t
- AI features and integrations for your own product
- Automating workflows and routine work
- Internal AI tools and assistants
02
AI training for companies
Hands-on training and workshops that leave your team using AI in their own work.
- Hands-on AI workshops for teams
- AI adoption: ways of working, tools and ground rules
- AI-assisted software development for dev teams
03
Software development from idea to production
MVPs, applications and internal tools as custom projects, from planning to launch.
- MVP: a first version you can test the idea with on real users
- Applications and digital products
- Internal tools
- Technical design and architecture
04
Technical consulting & smaller projects
Sparring, a second opinion or a small build, when you don’t need a whole project.
- Technical sparring and a second opinion
- Assessing the idea and how to build it
- Websites and small builds
Background
From idea to production.
I do what I sell and teach: I build AI-powered products and take software from idea to production.
- Hired by Noon →
- Founder, CEO and CTO. An AI-powered recruitment product, from idea to working software.
- Mehiläinen →
- Four years as a software developer in digital healthcare services.
- Twig the Code →
- Founder since 2018. Training and workshops, Mimmit koodaa award 2022.
- Background →
- From marketing to software developer to entrepreneur. I understand both business and code.
Lookbook / 2018–2026
Selected work
I didn’t know how. I did it anyway.

I’ve taken opportunities I didn’t feel ready for. I’ve started jobs where, at first, I didn’t understand half of what I was supposed to know. And then I learned.
I don’t think you have to be ready for everything before you start. With curiosity, courage and by actually doing things, you can get much further than you first imagine.
— Susanna
Read my story →by susanna. · Course for individuals
Build a real app with AI
AI writes the code. You learn to build the software.
- 01AI as a developer’s tool
- 02From idea to plan
- 03Building the app
- 04Architecture and maintainability
- 05Security and user data
- 06Testing and quality
- 07Launch and what comes next