AI & Machine Learning

Artificial intelligence delivers value when it is embedded in the systems people already use, not in a separate experiment. We design and build AI capabilities inside commerce, order management, CRM, logistics and support platforms, backed by the data foundations that make them reliable.

What we deliver

• AI readiness assessment. A short, structured review that ranks your use cases by business impact, feasibility and data readiness, and tells you plainly which ones are worth funding.
• Generative AI, from pilot to production. Assistants and applications built on large language models, grounded on your own content with retrieval, evaluated against your own test sets and hardened for real traffic.
• Assistants, copilots and agents. Agent assistants that draft responses and next-best actions from live customer data; internal knowledge assistants; and agents that carry out multi-step tasks through your systems with scoped permissions and human approval where it matters.
• Document intelligence. Extraction, classification and validation for identity documents, invoices, forms and contracts.
• Prediction and recommendation. Demand forecasting, churn and propensity models, product recommendations, pricing support and exception prediction in order flows.
• MLOps and LLMOps. Pipelines, monitoring, retraining, cost tracking and release management so models stay accurate after launch.
• Responsible AI and governance. Evaluation, human review, privacy controls and data-residency options so AI features behave predictably and comply with local regulation.

Our approach

1. Assess. Rank the opportunities and check the data behind them.
2. Prove. Build a focused pilot inside a real workflow, measured against a baseline you agree in advance.
3. Industrialise. Add monitoring, retraining, guardrails and clear ownership, then roll out.

Models are chosen pragmatically, from large language models through managed services to classic machine learning, based on accuracy, cost and data-residency constraints. Where data must stay in the country or on your premises, we deploy models privately.

AI-assisted software delivery

We also help engineering teams adopt AI assistance for code review, test generation and documentation, under the same review discipline as any other change, so they gain speed without giving up accountability for what ships.