SMHcoders — Custom AI and machine learning for industry
Industrial AI & ML — Abu Dhabi, UAE

Custom AI and Machine Learning Software Development Solutions

We build AI/ML-powered Oil and Gas and industrial solutions to optimize operations, enhance performance, and maximize profitability.

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OPC UA · OPC DA · MODBUS TCP/RTU — DEPLOYED ON YOUR INFRASTRUCTURE
UNIT-07 // LIVE TELEMETRY {{ clock }} Nominal
AI-101 · SOFT SENSOR MPC · 12 MV × 8 CV SP 98.0 T−6H NOW
TI-204 {{ ti204 }} °C PI-101 {{ pi101 }} barg FI-330 {{ fi330 }} m³/h
SOFT-SENSING v2.3 // OPC UA
PLANT DATA COMGATE CONNECTIVITY SOFT SENSING MPC / APC REAL-TIME OPTIMIZATION
SMHcoders
SMH-OS 4.2 // INDUSTRIAL AI RUNTIME
mounting process historianOK
connecting OPC UA endpointOK
loading soft-sensing modelsOK
starting MPC supervisorOK
telemetry streamLIVE
CLICK TO SKIP
// Welcome to SMHcoders

AI software, built for plant operations

SMHcoders is an AI and machine learning software company headquartered in Abu Dhabi, with engineering teams in the UAE and Pakistan. We design, train and deploy custom models for oil and gas, power, water, mining and renewable energy operators — built on your process data, integrated with the systems your plant already runs, and deployed on your infrastructure.

More about us
// Watch

Fuel your growth with AI innovation

SMHcoders FZ LLC is your AI and machine learning partner in the UAE and beyond. We specialize in custom AI that drives growth, streamlines operations and unlocks the value in your data — delivered by experienced AI engineers and tailored to your industry.

>Headquartered in Abu Dhabi, engineering in the UAE and Pakistan>Custom AI and ML, built in-house from concept to deployment>24/7 support with monthly analytics and security reporting
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// Core expertise

What we build

Machine Learning and Deep Learning

Supervised, unsupervised and deep models trained on your historian, lab and maintenance data.

Natural Language Processing

Extraction, classification and plain-English search over reports, logs and engineering documents.

Computer Vision

Detection and inspection on live camera feeds, engineering drawings and scanned documents.

Predictive Analytics and Forecasting

Quality, demand and equipment-health forecasts with quantified confidence bands.

Generative AI

Assistants grounded in your documents and data — private endpoints, audit-logged.

Chatbot Development

Task-focused chatbots for operators, engineers and customers — escalating to humans with context.

// What we do

AI services, applied to operations

TB-100 · TRANSFORM

Transform your business

Most plants have years of historian data and no models running on it. We find the highest-value unit, prove the model on your historical data, and deploy it into daily operations.

>Start with one measurable use case >Proof of concept on your historical data >Deploy on-prem or in your cloud
Explore our services
UNIT KPI TREND // 30 D
+ THROUGHPUT − ENERGY / T CLOSED-LOOP READY
QUALITY FORECAST // TI-204 FEED
T−24H NOW T+8H
HISTORY FORECAST ± BAND
PM-201 · PREDICT

Predictive Modelling

Models that estimate quality, emissions and equipment condition from the instruments you already have — validated against lab results before anything goes live.

>Quality, composition and emissions estimation >Trained on historian and lab data >Confidence bands, not black-box scores
Predictive Modelling
NLP-302 · LANGUAGE

Natural Language Processing

Your shift logs, work orders and inspection reports hold answers nobody has time to read. NLP models extract, classify and search them in plain English.

>Entity extraction from maintenance records >Plain-English search across documents >Automatic report classification and routing
Natural Language Processing
MAINTENANCE LOG // SHIFT B
P-101Aseal leak
vibration high
night shift
EQUIPMENT  P-101A FAULT      SEAL LEAK ACTION     WO #48213 RAISED
OBJECT DETECTION // 24 FPSCAM-04 LIVE
VALVE-07 · 0.98 GAUGE-12 · 0.96
CV-403 · VISION

Computer Vision

Camera feeds and engineering drawings become data sources — detection, reading and inspection running continuously, with alerts routed to the right person.

>Defect and corrosion detection >Gauge and flare reading from live video >PPE and safety-zone monitoring
Computer Vision
BOT-504 · ASSIST

AI Chatbots

Chatbots that answer from your documents and data — event logs, procedures, P&IDs — and hand over to a human with full context when they should.

>Grounded in your documents and data >Web, Teams and WhatsApp deployment >Escalation with full conversation context
AI Chatbot Development
OPERATOR ASSISTANT
Why did compressor K-101 trip last night?
Trip at 02:14 — discharge temperature TI-204 crossed 96 °C. Probable cause: fouled intercooler. Draft work order attached. EVENT LOGTI-204 TRENDWO DRAFT
Ask about your plant
YOUR DATA — HISTORIAN · DOCS · CMMS RETRIEVAL + GUARDRAILS GPT MODEL — PRIVATE ENDPOINT ANSWERS · REPORTS · ACTIONS AUDIT LOGGED · NO TRAINING ON YOUR DATA
GPT-605 · INTEGRATE

ChatGPT Integration

We connect GPT models to your systems safely: private endpoints, retrieval over your engineering documents, guardrails and full audit logs.

>Private Azure OpenAI or on-prem endpoints >Retrieval over your engineering documents >Guardrails, roles and audit logging
ChatGPT Integrations
// Industries

Where we work

PW-03 Power
WT-04 Water
MN-05 Mining
// Client feedback

What clients say

//

SMHcoders delivered exactly what they scoped — clear communication, clean handover, and a model that performs in production, not just in the demo.

MJ Muhammad Jibran MAVEN4U
//Draft — pending approval

The soft sensor tracks our lab results within tolerance and updates every few seconds. Our operators actually trust it.

Name to be confirmed OPERATIONS MANAGER, GAS PROCESSING
//Draft — pending approval

They connected to our OPC UA server, validated every tag against the P&ID, and documented all of it.

Name to be confirmed CONTROL ENGINEER, UTILITIES
// Field notes

Latest from the blog

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