Skills files for industrial AI agents.

Agentic AI fails in factories. Plants run machines from different decades and vendors, analog next to digital, and the knowledge of how it all works lives in people's heads. We orchestrate it into one operation, from IoT and SCADA to ERP, then make it legible to agents, so they can actually operate.

First deployment underway at a metal recycling facility.

See how it works
The problem

One plant, many generations of technology

Industrial plants are not built in one go. They grow over decades, one investment at a time. A machine from the 1980s runs next to a controller from the 2000s and a sensor installed last year, each from a different vendor, each speaking its own language. The data exists, but it lives on islands, and the plant still runs on paper, memory, and phone calls.

Across time

Analog meters, relay panels, first-generation controllers, and modern IoT devices, installed decades apart. We bring every generation onto one timeline, so an event from an old machine means the same as an event from a new one.

Across space

Production lines, guest floors, shops, warehouses, and separate sites, each digitalised to a different degree. We connect them into one operational picture, so a decision in one place accounts for what is happening in all the others.

How we orchestrate

Five layers, built in order

Each layer stands on its own and makes the next one possible. AI comes last, because it is only as good as the ground it stands on.

Machines from different decades connect through IoT into SCADA, then ERP, then AI agents, all adapted to the site's context. Governed actions return to the site.ON SITEADAPT · SHAPED AROUND THE SITEAnalog meter1980sRelay panel1990sController2000sSmart meter2010sIoT sensortodayIOTConnectSCADASuperviseERPStreamlineAI AGENTSOperate

How skills files work

Where we are

A first deployment, growing layer by layer

We started at a metal recycling and scrap processing facility in the Western Balkans. The foundation is in place on the floor, connected to the industrial weighing systems, and the next layers are being added one at a time across the warehouses.

Metal recycling
first facility
Industrial weighing
connected on the floor
Multi-warehouse
scope
Layer by layer
rollout in progress

“Trial balance reconciles automatically. We stopped doing the month-end reconciliation that used to take three days.”

Operations director, metal recycling facility.
Why here

Why the Western Balkans is the pilot

The problem is universal, and engineering blogs around the world are full of it. In developing economies it is sharper: investment arrives in fragments and projects are rarely completed end to end. A playbook proven on the hardest mix scales to the easier ones.

22%
of SMEs in the Western Balkans use ERP software
OECD, Western Balkans Enterprise Survey, 2025
74%
of manufacturers stuck in pilot purgatory, unable to scale digital projects
McKinsey, Industry 4.0 survey, 2020
68%
of data available to businesses goes unused
Seagate and IDC, Rethink Data, 2020
11%
of revenue lost to unplanned downtime at the world's 500 largest companies
Siemens, The True Cost of Downtime, 2024

Figures from independent research, not from WeOrchestrate deployments.

From one plant to whole sectors

The team

Founders

Admir Malaj

CEO and co-founder

PhD in Health Economics from Università Cattolica del Sacro Cuore (Milan) under Walter Ricciardi. Co-built Albania's first comprehensive antibiotic utilisation monitoring system. Led the four-year campaign that brought Albania into the European Pharmacopoeia Convention in 2019. Council of Europe School of Political Studies alumnus. IVLP-selected. Twelve years as university lecturer.

Has spent his career making fragmented operational reality legible to systems that were not designed for it.

Hektor Malo

CTO and co-founder

MS Electrical Engineering, University of Maryland (4.0 GPA, Eta Kappa Nu honors). Built the in-house core banking software at FINAL SH.A. (one of Albania's largest microfinance institutions) end to end over 14 years. Worked at Whitman-Walker Health Clinic in Washington DC on electronic medical records and Medicare integration under HIPAA. Image-processing engineer at Riverain Technologies on the only FDA-approved system for early-stage lung cancer detection at the time.

Has built systems that run inside operations where downtime is not an option.

Neritan Milaqi

Chief Architect and co-founder

20+ years of system architecture experience across justice, banking, and healthcare. Core technical contributor to Albania's national border management system (TIMS), which handles more than 2 million crossings per year with 99.9% uptime. Currently works on the case management system for Albania's Special Prosecution Office. 17 years contracted to ICITAP, the US Department of Justice programme that helps modernise Albanian justice institutions, with four official commendations. Worked on the Lumistry pharmacy platform serving more than 500 US pharmacies under HIPAA.

Knows what happens when a national system has to keep running at 3am.

Origin

WeOrchestrate is a focused product company spinning out of a Western Balkans technology consortium that has shipped ten governed system of record platforms over the past decade across recycling and industrial operations, justice and law enforcement, banking, healthcare, hotel and industrial automation, microfinance and payments, customs, and document recognition. The consortium gave us the proving ground. The product company is the focused commitment.

Trifolium
Albtronics
Anima Tech

Meet the consortium

Let's see if your operation fits.

We work with operators of plants, hotels, stores, and buildings where machinery spans generations and digital control is weak. Tell us what you run, and we will tell you where we would start.

Or email us directly at admir.malaj@weorchestrate.tech.