AI into production.
Not into slide decks.
We help software and SaaS companies build real AI capability, from strategy to production code and development team skills.
AI is reshaping the software business. Execution is what decides.
Every software company knows AI will reshape its industry. Few have the leadership and development team capability to actually make the change happen.
Traditional consulting produces strategy decks. Tool licenses alone don't change how teams work. Real change happens when strategy, architecture, and hands-on building come from the same place, and the capability stays in your organization.
Four ways to put AI into practice
AI Enablement Programs
Your development teams, ready for the AI era. Hands-on programs where teams adopt AI-assisted development practices: agents, code reviews, documentation, and quality assurance. Not courses, but real work in your own codebase.
Product AI & POCs
AI features in your product. Fast proof-of-concepts validated against business value and taken all the way to production. No prototypes left in a drawer.
AI Strategy & Roadmap
We map where AI creates business value for you specifically: in the product, in development, and in operations. The result is a prioritized roadmap with the reasoning behind it, for your leadership team and board.
Fractional AI Leadership
An experienced AI executive in your leadership team, part-time. Ownership of planning and executing the transformation, without the cost and risk of a full-time hire.
How we drive the change
Assess
We review your product, development processes, and market position. We identify where AI creates real value, not what merely sounds impressive.
Architect
We design the systems, data pipelines, and integrations. The right models and approaches for each use case. No vendor lock-in, no unnecessary complexity.
Implement
We build and ship together with your team. Production-grade systems, not prototypes. Your team learns by building with us.
Scale
We establish the practices, metrics, and governance. When we step back, your organization continues on its own.
Operators, not consultants
We have built it ourselves
Two decades of building and operating software companies, in leadership teams and under the hood. We know the SaaS business because we have lived it.
From strategy to code
The same person who presents the plan to the board also designs the architecture and takes part in the implementation. No hand-waving, just accountability for the whole distance.
We make ourselves unnecessary
Our goal is not perpetual billing but an organization that can do it on its own. We build capability that stays in-house.
Who you work with
Antti Väänänen
Nearly 20 years building and operating software platforms, in CIO and COO roles and under the hood. AWS architecture, production-grade AI systems, and hands-on implementation. Turns AI strategy into working systems.
Jere Polvi
Serial entrepreneur since 1999. Multiple software and EdTech exits.
Let's start with a conversation
If AI transformation is on your agenda, or you want to hear what it could look like in your company, let's book 30 minutes.