// software & ai product studio

We design, build & ship real software & AI products.

The product studio behind SwiftScout, Bias-Detect, ExpatSpeak, and Zuschlag — and more in production.

// what we do

Four things we build — each proven by a product we shipped.

read as
01

Product engineering

You bring the problem — we design, build, and put a working product in your users' hands.

SwiftScout · Bias-Detect · ExpatSpeak · Zuschlag
02

AI & LLM features

Search that understands meaning, answers grounded in your data — AI features that actually ship.

SwiftScout · Bias-Detect
03

Voice & conversational AI

Products your users can simply talk to — with feedback that arrives as they speak.

ExpatSpeak
04

Data pipelines & aggregation

Scattered sources unified into one place your team can actually search.

Zuschlag

// selected work

A few we've shipped. There are more.

LIVE

SwiftScout

AI job-matching for English-speaking roles in Germany — semantic resume↔role matching, ATS scoring, and Claude-powered rewrites.

  • AI/LLM
  • Semantic search
  • Web app
Visit swiftscout.ai →
LIVE

Bias-Detect

A reasoning auditor that scans a draft against 175 cognitive-bias patterns — privacy-first, with results in under 12 seconds.

  • AI/LLM
  • Privacy-first
  • Web app
Visit bias-detect.com →
LIVE

ExpatSpeak

Voice-first German practice for expats — real scenarios (doctor, Anmeldung, landlord) with instant spoken feedback.

  • Voice AI
  • LLM
  • Web app
Visit expatspeak.com →
LIVE

Zuschlag

A German auction aggregator — 1,400+ public listings from multiple sources, unified, filterable, and searchable in one place.

  • Data pipeline
  • Aggregation
  • Web app
Visit zuschlag.app →

See all work →

// how we work

Scope → Build → Ship → Iterate.

  1. 01

    Scope

    We pin down the real problem, the smallest valuable slice, and what "shipped" means.

  2. 02

    Build

    Senior engineering, fast — on real infrastructure, not throwaway demos.

  3. 03

    Ship

    To production: deployed, monitored, and in your users' hands.

  4. 04

    Iterate

    We measure, refine, and extend once it's live.

$ start_project

Have something to build?

Tell us what you're building, the stage, and the timeline — we'll tell you how we'd ship it.

Start a project →