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For Technology Executives

Production-grade AI infrastructure that scales

Senior engineers who build, not just advise. We integrate with your team to deliver real systems.

Schedule a Technical Discussion

Official Google Cloud Partner

Sound familiar?

You're not alone. These are the problems we hear every day.

"Our data is scattered across systems and not AI-ready. We keep doing random acts of data engineering."
"AI models work in notebooks but not production. We're stuck in pilot purgatory."
"Evaluating build vs. buy, but I don't trust the vendor's 'unbiased' assessment."
"I can't hire fast enough to meet delivery commitments. Contractors just fill seats."

AI-First Development

LLMs & Agents have fundamentally changed how we build software

We're leading the AI-first development revolution — utilizing agents and LLMs to radically shorten development cycles from weeks to hours.

  • Shift from planning to experimentation
  • Cycles drop from days/weeks to minutes/hours
  • Product development democratized across all roles

100x

Design and prototypes

10x

AI-first engineering & architecture

5x

Building new apps for production

Your Problems, Our Expertise

Deep technical expertise in industries where AI infrastructure creates real competitive advantage.

Telecom

"Network events come from 15+ different systems with no unified view. I need event harmonization to enable real-time anomaly detection."

We help telecom companies remove technical bottlenecks that block scale, speed, and new services.

  • Network Event Intelligence Platform
  • Event Harmonization Architecture
  • Legacy OSS/BSS Integration
See our telecom work

Ad tech

"Bid stream data volumes are overwhelming our infrastructure. ML optimization dies from latency."

We help ad tech teams turn data and AI into systems that actually perform in production.

  • Scalable Real-time Data Pipelines
  • Kafka, Flink, Spark Expertise
  • Privacy-Preserving Infrastructure
See our ad tech work

B2B Sales

"We want to build an agentic sales system but need the right architecture for multi-agent coordination."

We help sales organizations move from AI promises to systems that actually support selling.

  • Multi-Agent Platform Design
  • Context Capture + Decision Trace Graph
  • Semantic Memory Layer
See our B2B sales work

What We Build

AI Plumbing & Data Foundations

The missing foundation for AI success:

  • Event harmonization across systems
  • Real-time data pipelines
  • Data governance for AI/ML
  • API strategy and integration architecture

DNA Framework: Discover → Normalize → Activate

Architecture & Platform Design

Unbiased technical decisions:

  • Build vs buy analysis
  • Platform selection (not vendor-pushed)
  • Scalability and reliability architecture
  • Cloud-native design (GCP, AWS, Azure)

Agentic Systems & Multi-Agent Platforms

The Problem

"We want agentic AI but don't know where to start. Learning doesn't compound across our organization."

Our Approach: Minimum Viable Agentic Architecture with built-in observability

  • Context Capture (intent, assumptions, context)
  • Decision Trace Graph (full provenance)
  • Agentic Workflow Observability
  • Incremental Automation with guardrails

From chatbots to autonomous systems that actually learn and improve.

AI Debugging & Production ML

The Problem

"AI models work in notebooks but die in production. We can't figure out why performance degrades."

Our Approach: Production ML Engineering + AI Debugging

  • Set up metrics & evaluations frameworks
  • Compare training vs production data
  • Build observability for individual cases
  • MLOps & deployment pipelines
  • Model monitoring and drift detection

80% of AI projects fail because of data and operations, not algorithms.

Team Augmentation

Senior engineers who integrate, not just fill seats.

  • Clojure, Kotlin, TypeScript expertise
  • AI/ML engineering (not just data science)
  • Platform and infrastructure engineering
  • Google Cloud specialists
Talk to us about team augmentation

Open Source Commercial Support

The Problem

"We're using Metosin's open source libraries but need a tailored feature or a prompt bug fix."

Our Approach: Direct access to the maintainers

  • Priority bug fixes
  • Custom feature development
  • Integration support
  • Training on library internals

Focus on solving your domain problems while we handle the library complexity.

Libraries: Malli, Reitit, Jsonista, and more

Read more

Our Stack

  • Clojure
  • Kotlin
  • TypeScript
  • Python
  • Google Cloud
  • AWS
  • Kafka
  • Vertex AI

Let's talk architecture

Get a Technical Audit

AI-First Engineering Growth Partner. We help technology leaders turn AI ambition into business results.

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Business-id: 3374640-7
E-invoice: 003733746407
Operator: 003723327487 / Apix
metosin@skannaus.apix.fi

first.last@metosin.fi

Open Source

We maintain popular Clojure libraries used by thousands of developers:

Malli (Data validation) Reitit (Routing) Jsonista (JSON processing) Muuntaja (Content negotiation)

View on GitHub

Tampere • Helsinki • Jyväskylä • Oulu