SMHcoders Fz LLC is a systems-coding and data-analytics company based in Abu Dhabi, specializing in artificial intelligence and machine learning with a Python-first engineering practice. We work as a system integrator — making disparate technologies work in harmony so your operation runs efficiently.
AI and ML are no longer emerging technologies; they are essential tools for any business that wants to innovate, scale and lead. Our software helps companies optimize operations, automate complex tasks and draw predictive insight from their data — whether you are a startup or an enterprise.
Live product-quality estimation for a crude column, validated against lab results.
Early-warning degradation models for gas-plant rotating equipment.
DXF/DWG engineering drawings converted to smart DEXPI format, tags indexed.
A chatbot that reasons over digitized drawings and answers in plain English.
Lightweight SaaS that finds and indexes instrument tags on engineering drawings.
Soiling and degradation flagged against expected output across a portfolio.
Short and long-horizon network demand forecasts with confidence bands.
Event logs, procedures and trends answered at the console, with sources cited.
Before we specialized in heavy industry, the same team delivered AI across commerce, health, education and accessibility.
| FAMILY | TYPICAL USE | OUTPUT |
|---|---|---|
| Time-series forecasters | Demand, load, quality ahead of time | Forecast + confidence band |
| Gradient-boosted regressors | Soft sensors, quality estimation | Fast, explainable estimate |
| Autoencoder anomaly detectors | Normal-behaviour monitoring across tags | Deviation score + ranked tags |
| Object detection networks | Gauges, PPE, defects, drawing symbols | Boxes, classes, alerts |
| Transformer NLP models | Extraction, classification, search (EN/AR) | Entities, labels, ranked results |
| Retrieval-augmented LLMs | Grounded assistants on private endpoints | Cited answers, audit log |