20%
More uptime.
Predictive maintenance can deliver 10–20% more uptime and 5–10% lower maintenance cost (Deloitte estimates).
Custom AI & MLSolution Development
Production AI models built on your own data, for forecasting, vision and language, running in your operations
Off-the-shelf AI rarely fits your data, your processes or your operating conditions.
This service designs, trains and deploys custom machine-learning and generative-AI solutions for a specific business problem, from forecasting demand and detecting fraud to predicting equipment failure. Every solution is validated against your own baseline before it scales.
The value of custom AI
Build around your data and operating reality, then prove the outcome before committing to scale.
50%
Sharper forecasts.
AI forecasting can cut forecast errors by 20–50% (McKinsey estimate), meaning less waste and fewer lost sales.
1 baseline
Proof before commitment.
Value is proven on your own baseline data at pilot scale before any investment in roll-out.
What’s included
From a measurable business problem to a production-ready model and operating plan.
Predictive analytics and forecasting
Demand, churn, credit-risk, maintenance and yield models.
NLP, computer vision and deep learning
Document understanding, visual inspection, and fraud and anomaly detection.
GenAI and LLM fine-tuning
Cloud, on-premises or open-weight deployment for data that must stay in-country.
Pilot-to-production engineering
Recommendation engines, integration, monitoring and a practical retraining plan.
Engagement at a glance
Duration
8–12 weeks from problem framing to a validated pilot, with production roll-out in follow-on increments.
Your engagement team
Engagement Lead, two Data Scientists, an ML Engineer, a Data Engineer and a Domain / Process SME.
Tools and technologies
Python, PyTorch and scikit-learn; MLOps such as MLflow, Azure ML and SageMaker; and open-weight models such as Llama and Mistral.
Delivery partners
Delivered in-house, with cloud and model providers engaged where required.
Pricing
A fixed-fee pilot, plus a subscription for model enhancement and extension to new use cases.
What we’ll need from you
A business owner and KPI baseline, historical data, and domain SMEs for labelling and validation.
Related services
AI Strategy & Transformation
A prioritized, ROI-backed AI roadmap, so investment goes to use cases that pay back.
Agentic AI & Intelligent Automation
AI copilots, assistants and agents that do real work, with people kept in control.
AI & ML Security
Protect your AI systems from the threats generic security programs miss.
Ready to get started?
Start with a fixed-fee pilot and see your model proven on your own data before you scale.