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Projects

AI already running in production.

Each project starts with a concrete problem. These are the systems we have built and deployed for our clients.

In testing Argenia

Argenia Hub — ML Budget Estimator

Extensible AI hub for the construction sector. The active module estimates work item costs using LSTM + CatBoost models trained on real historical budget data.

Predictions with confidence intervals over Excel work item files. Available as both web and desktop app (Electron).

LSTM CatBoost LightGBM React + Vite FastAPI PostgreSQL Docker
In development Area Construcción

Area Hub — AI Platform for Construction

Modular AI hub organised by departments (Studies, Procurement, Production). Designed to grow: adding a new feature means editing a configuration registry.

IP-restricted web application deployed in production. Desktop app (Electron) with silent auto-update.

React + Vite FastAPI PostgreSQL Docker Electron
In development Area Construcción

Private Tender Radar

Automated weekly pipeline that detects, analyses, and scores private construction opportunities before they go to public tender. Uses multi-agent AI (Gemini) to evaluate each market signal.

Weekly opportunity newsletter with 0–100 score, certainty level, and inline commercial feedback. Integrated into Area Hub.

Python 3.12 Gemini AI SQLite FastAPI Pydantic