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Real software,
in production.

We only publish work we can stand behind with real numbers and client clearance. This is what custom AI software built end to end looks like — designed, deployed on infrastructure the client owns, and handed over.

Flagship case study
In production · City of Helsinki · 2026

Päätöskaivuri

AI search and question-answering over City of Helsinki decisions

A bilingual AI assistant that makes City of Helsinki decisions since 2017 searchable and answerable in plain language — with citations to the original sources. Built, deployed and operated end to end for the city's Urban Environment Division.

Read the case study
Corpus as of November 2026 — grows daily
~57,000
decisions
~545,000
embedded chunks
FI / EN
bilingual
2017 →
decisions since
What we can build for you

From idea to working software you own.

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01

A searchable, answerable AI assistant over your own archive or knowledge base

02

A self-healing pipeline that keeps a messy data source current and clean

03

A billable data API that turns a public or private source into revenue

04

An internal copilot grounded in your operational data — with citations

05

A streaming chat-over-your-data product with auth, history and feedback

06

A validated MVP put in front of real users in about a month