Custom AI Development & Machine Learning
Not every problem needs a large language model. AICubes builds custom machine learning systems — forecasting, anomaly detection, classification, ranking and optimisation — trained on your own operational data and engineered to run reliably in production.
We handle the full lifecycle: data preparation, feature engineering, model training and evaluation, deployment behind APIs, and monitoring for drift once the model is live.
What we deliver
- 01
Use-case scoping
We define the decision the model supports, the metric that matters and the data available before any training starts.
- 02
Forecasting
Demand, revenue, workload and capacity forecasts with explainable drivers.
- 03
Anomaly and fraud detection
Models that flag unusual transactions, readings or behaviour for human review.
- 04
Classification and routing
Automatic categorisation of requests, documents and cases in Arabic and English.
- 05
Model fine-tuning
Adapting open-weight language and vision models to your domain with your data.
- 06
MLOps
Versioned pipelines, automated retraining, evaluation and drift monitoring.
Typical use cases
- Demand and inventory forecasting for retail and distribution
- Predictive maintenance for equipment and fleets
- Fraud and anomaly detection in financial transactions
- Automatic routing of citizen requests and complaints
- Pricing and resource optimisation
How we deliver
On-premise, private cloud or hybrid
Deployed where your data is allowed to live — your data centre, an in-country cloud, or a mix.
Arabic and English
Interfaces, models and documentation designed for bilingual users from the start.
Integrated with your systems
Connected to existing databases, identity providers, ERPs and line-of-business applications.
Supported after launch
Monitoring, model updates and a named engineering contact once the system is live.
Frequently asked questions
It depends on the problem. We start with a short data assessment and tell you plainly whether the available data can support a reliable model — and what to collect if it cannot.
You do. Models trained on your data, and the code that produces them, are delivered to you as part of the engagement.
Related services
On-Premise LLM Deployment & AI Infrastructure
Open-weight large language models served with vLLM on NVIDIA H200 GPUs, inside your data centre and under your control.
Learn moreComputer Vision & Video Analytics
AI on your existing cameras for safety, security and operations — from PPE detection to vehicle recognition and people counting.
Learn moreAI Reporting & Business Intelligence
AI-written management reports and briefings in Arabic and English, generated on schedule from governed data.
Learn morePlan your next AI system with an engineer.
Tell us what you need to build. We respond within one business day with next steps, questions and — where the scope is clear — an indicative quote.