AI Engineering Company — Poland

From infrastructure
to intelligence.

Applied AI builds the full stack — the cluster, the services, the models — so AI actually survives contact with production.

crew 2 engineers
stack depth 3 layers
base Przemyśl, PL · 49.78°N 22.77°E
mode ship, not slideware

// what we build

Three layers,
one team

Most AI projects fail not because of the model — but because of everything around it. We own the full stack from the platform up, so nothing falls between the cracks.

One team, zero hand-offs. The people who train the model also run the cluster it lives on.

intelligence // layer.03

AI Layer

Custom models — training, fine-tuning, and deploying ML/NLP models for problems where off-the-shelf doesn't cut it. Applied AI — using existing AI tools to create new business products. Not research for research's sake — we build things that ship.

Python PyTorch TensorFlow LLMs NLP computer vision
plumbing // layer.02

Backend Services

Production backend systems in Go — APIs, data pipelines, ETL, real-time processing. The plumbing that connects AI to the rest of the business, and the web front ends on top of it.

Go gRPC REST Kafka data pipelines React Next.js
bedrock // layer.01

Infrastructure

Cloud-native infrastructure on Kubernetes. Deployment, scaling, networking, and operations for AI workloads. We run the platform so the models have somewhere to live.

Kubernetes Docker CI/CD cloud-native

// track record

Shipped, not
hypothetical

2026 — now

CityChat

Conversational AI city guide — our own product, live on iOS & Android in 16 cities across Poland and Spain. Native apps, a Go backend with geospatial and vector search, and LLM chat grounded in a curated database of 35,000+ places — built and operated end to end. citychat.pl ↗

CityChat app screens: chat, Discover and the map
2026 — now

FormFlow

Multi-brand contact-form platform with a three-stage AI image-authenticity pipeline, built end to end for a leading Polish food & beverage group. formflow.solutions ↗

FormFlow verification list with per-stage results and verdicts
2026 — now

SanAlert

Unofficial early warning about air threats over Poland — drones and missiles tracked across the border, a threat level for the place you choose, and official RCB and RSO messages in their original wording. A finished product: web app and native iOS, built and run end to end. sanalert.pl ↗

SanAlert schematic map of Poland and Ukraine with tracked objects and threatened areas
2026 — now

JPK Doctor

A validator that answers the only question an accountant actually has: will the tax authority's gateway accept this SAF-T file? Schema checks plus the undocumented gateway rules, returned as one verdict — accepted, likely to trigger an automated query, or rejected — instead of a wall of errors. Written in Rust, runs offline: the file never leaves the disk. jpk-doctor.pl ↗

2021 — 2023

Wasabi AiR

Built a scalable AI-powered media search engine from scratch — Go backend, ML-driven indexing and retrieval. The archive is indexed second by second: faces, logos, objects, on-screen text, sound events and music, and content moderation for nudity, violence and weapons — plus speech-to-text with speaker diarization in 180+ languages. Every match comes back as a timecode, so a search lands on the frame, not the file. Production system serving enterprise customers.

2019 — 2021

GrayMeta

Deployed AI platforms in secure enterprise environments. Integration of ML models into existing corporate infrastructure.

2017 — 2019

AT&T / DirecTV

ETL systems processing hundreds of thousands of events per second. Large-scale data pipeline engineering.

// product

Built for one,
ready for many

FormFlow

The platform we built for that client is now a product. Contact forms for consumer brands with a three-stage AI image-authenticity pipeline: brand teams manage forms without engineers, and quality teams get every submitted photo verified — authentic, suspect, or doctored — before anyone opens the ticket.

cms multi-brand, no-code form editing
verification metadata · forensics · ML model
deploy on-premise (Helm) or managed SaaS
auth OIDC single sign-on · Microsoft Entra ID

// how we work

Three ways
to engage

/01

Discovery sprint

A short, fixed-scope engagement to map the problem, prove feasibility on your data, and leave you with a concrete plan — whether or not you build it with us.

/02

End-to-end delivery

We own the whole thing — infrastructure, backend, models — from first commit to production. One team accountable for the outcome, not a layer of it.

/03

Team extension

We embed with your engineers to accelerate an AI effort that's already moving — architecture, platform work, or model engineering where you need depth.

// get in touch

Have a problem that
needs shipping?

[email protected]

We read everything. Serious problems get a reply from an engineer, not a funnel.