Services / 07
INTELLIGENCE
ENGINEERED INTO SOFTWARE.
Overview
Evaluation before expansion
We define what good output looks like and measure it, so improvements are demonstrable rather than anecdotal.
- Grounded, not guessed
- Retrieval, citations and structured outputs keep answers tied to real source material.
- Humans in the loop where it matters
- High-impact decisions keep review paths, escalation and audit trails.
AI & Machine Learning — reference architecture
Business problems addressed
WHEN COMPANIES CALL US.
An AI prototype works in a notebook but cannot be trusted in production.
Model output needs to be grounded in the organisation's own documents and data.
Manual, repetitive workflows are consuming skilled people's time.
AI features need cost, latency and safety boundaries before they can ship.
Engineering capabilities
WHAT THIS ENGAGEMENT COVERS.
- 01
AI product development
- 02
LLM integration
- 03
Retrieval-augmented generation
- 04
AI agents
- 05
Intelligent workflows
- 06
Machine-learning integration
- 07
AI automation
- 08
Model and API integration
- 09
Data preparation
- 10
Production AI infrastructure
Typical engagements
- Retrieval-augmented assistant grounded in internal knowledge
- AI capability added to an existing product with clear guardrails
- Workflow automation combining models, rules and human review
Technology expertise
- Python
- PyTorch
- LLM APIs
- Vector databases
- LangGraph
- RAG
- Evaluation harnesses
- MLOps
Technologies listed reflect production experience, not certifications or vendor partnerships.
Related services
OFTEN DELIVERED TOGETHER.
Data Engineering
Reliable pipelines, data platforms, analytics infrastructure and systems that transform operational data into useful information.
View service03Backend Engineering
Secure APIs, distributed systems, business platforms, integrations and scalable application infrastructure.
View service01Software Development
Complete product engineering from architecture and UX through development, infrastructure, deployment and ongoing evolution.
View service