Paul Klee, Room Perspective Red-Green (1921), edited.

Kynsilehto Consulting

Practical AI systems without consultancy theater

Kazimir Malevich, Black Suprematist Square (1915).

AI Systems

AI systems designed to solve practical operational problems instead of producing isolated demos or disconnected prototypes.

Focused on:

  • internal tools
  • automation
  • search and retrieval
  • language systems
  • workflow augmentation

Built for real-world use and long-term maintainability.

Lyubov Popova, Untitled.

Local AI

Private and controllable AI systems running on your own infrastructure.

Designed for organizations that need:

  • data ownership
  • privacy
  • operational control
  • predictable costs
  • independence from external AI platforms

Local AI systems reduce operational risk while improving transparency and maintainability.

Robert Delaunay, Window on the City No. 3 (1911).

ML Engineering

Machine learning systems engineered for production environments.

Focused on:

  • model development and maintenance
  • inference infrastructure
  • evaluation and iteration
  • deployment pipelines
  • system integration
  • long-term operational reliability
Henri Kynsilehto

Why organizations work with me

Kynsilehto Consulting is represented by Henri Kynsilehto — 15+ years of NLP and ML experience in production systems.

  • 15+ years of NLP and ML experience
  • practical systems over hype
  • direct senior-level collaboration
  • production-first engineering mindset
  • clear technical communication
  • no vendor lock-in

The goal is not to maximize process or complexity.

The goal is to build useful systems, reduce uncertainty quickly and create maintainable technical foundations.

Start a conversation

book a 15-minute call or email [email protected].

Hero image after Paul Klee's Room Perspective Red-Green (1921), Norton Simon Museum (P.1953.055, public domain), via Wikimedia Commons. Image edited for this site.

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