AI features that produce plausible but unreliable answers.
AI PRODUCTS · AGENTS · PRIVATE WORKFLOWS
AI engineering & intelligent
automation
Integrate AI where it solves a real product or operational problem — with explicit data boundaries, measurable evaluation and a fallback when models fail.
WHO THIS IS FOR
When you need
the right partner.
Teams that need a practical AI feature, an internal assistant, a workflow agent or a local/private model integration.
COMMON CHALLENGES
Problems worth
solving properly.
Manual knowledge work spread across documents, tools and systems.
A need to connect models to real product data and controlled actions.
Unclear model costs, evaluation criteria or data exposure.
HOW WE WORK
From uncertainty
to delivery.
Work is scoped around your goals, constraints and existing systems. The sequence changes with the project, but the decisions and acceptance criteria stay explicit.
1. Define the job to be done and what a correct result looks like.PHASE 01
2. Select hosted or local models based on privacy, latency, cost and capability.PHASE 02
3. Implement retrieval, tool use, permissions and deterministic fallback paths.PHASE 03
4. Evaluate outputs against representative cases and monitor failure modes.PHASE 04
WHAT YOU RECEIVE
Clear deliverables.
Indicative AI application projects range from £7,500–£20,000. Specialist engineering is typically £550–£800/day.
AI feature and system design
Model/provider integration and tool boundaries
Evaluation set and acceptance criteria
Operational guidance for cost, quality and failure handling
START WITH A CONVERSATION
Let's scope the right next step.
No pressure to arrive with a finished specification. Tell us what needs to change.