From research to production. - Aktagon – AI engineering for healthcare, finance & compliance

Core Algorithm ™

Core Principles

User experience (UX)

Developer experience (DX)

Keep it simple, stupid (KISS)

You Aren’t Gonna Need It (YAGNI)

Learn and improve

Product Management

Review current state

Set goals

Identify stakeholder personas

Define requirements

Document use cases

Create roadmap

Validate product with stakeholders

Product Development

Write PRDs (Product Requirements Document)

Write ADRs (Architecture Decision Record)

Define algorithms, data model, data structures, and functions

Write proof-of-concept (POC)

Launch minimum-lovable-product (MLP)

Business Process Automation (AI)

Identify human-in-the-loop (HITL) workflows

Identify human-on-the-loop (HOTL) workflows

Identify human-out-of-the-loop (HOOTL) workflows

Build rule-based AI tools (deterministic)

Build AI agents (non-deterministic)

Integrate with external systems and data repositories

Define goals and evaluate accuracy (evals)

Evaluate risk and safety (human)

Deploy and monitor

One engineer. No handoffs between a researcher, an architect, a developer, and a DevOps person. One person who stays accountable from first conversation to running system.

I research, design, automate, and deploy AI systems for regulated industries — healthcare, finance, environments where compliance isn’t optional and demos don’t count.

Shipping software since 2006. The lesson: most projects fail at handoffs, not at code. Fewer people, closer to the problem, with authority to decide.

Technology Partners

Cloudflare Consult Partner. Edge infrastructure for production deployments.

Cloudflare Partner Finland - Edge and Cloud Architecture Solutions

VAT ID

FI20537825 (2053782-5)