Education and EdTech
Learning products that prove they work. From research to product, with AI inside.
In education the product has to show that people learn. I lead EdTech product and technology from research into a product teachers and learners use, with AI where it helps and evals where it matters.
- EdTech R&D
- Research into product
- Conversational learning

The challenge
Funders ask what learners gained. A demo is not an answer.
AI tutors are moving from demos into classrooms, and schools and funders now want evidence. Without a clear definition of a good answer and proof that it is given, an EdTech product stalls at the pilot.
How I help
Pick where to start. Six ways to work together in education and EdTech.
Three outcomes at a fixed price, and three roles monthly or on demand. Most clients start with one and add a second.
SaaS & AI product launch
Agentic frame included
An EdTech MVP launched for its first schools or learners, with the agentic frame your team keeps.
AI agent evaluation
Right problem, solved right
AI tutor answers checked against what learners need, proven with evals before they reach a classroom.
Enterprise AI agents
Every decision has an owner
Administrative processes for schools or providers run by agents, with a person signing off.
Fractional CTO
Technical direction you can trust
Architecture and the development team for a learning platform, from research prototype to scale.
Product Lead
What to build, and why
Research findings and teacher needs turned into a roadmap and specs.
AI Architect
AI that holds in production
Conversational and adaptive learning features, with evals, guardrails and cost limits.
Who you work with
Fractional CTO and product lead, Vienna
I lead EdTech product from research into a product people use, and build my own conversational language course.
Delivered within my work as Fractional CTO, Product Lead or AI Architect.
“Kristian is certainly one of the top picks in his field.”
Product, technology and AI in one person. So the decisions never contradict each other.
- 25 years
- In software architecture and product, in Europe and North America.
- 50+
- Product launches across startups and enterprises.
- 5.0★★★★★
- Upwork rating, Top Rated Plus, more than $500K earned.
Questions
FAQ
Can you turn research into a product?
Yes. I work across both the research phase and the product development phase.
How do you check an AI tutor?
Against what a good answer is for the learner, written with teachers, then scored with evals on real questions.
Do you help hire the engineering team?
Yes. I run the technical interviews and recommend who to hire.
Get in touch
Start with a call.
We go through your product, your team and where AI belongs in your work. You leave with a view on the right first step.
Services: SaaS & AI product launchEnterprise AI agentsAI agent evaluationFractional CTOProduct LeadAI Architect