AI agent & product engineering

From valuable task to dependable AI system.

Choose focused support for one stage or bring us in across workflow discovery, prototyping, agent engineering, evaluation, deployment, and improvement.

01

AI agents & workflow automation

We design agents around specific business tasks: gathering context, reasoning across steps, using tools, and handing control to a person when judgement or approval is required.

Workflow and task discovery
Agent and tool design
API and MCP integrations
Multi-step orchestration
Human approvals and escalation
Triggered and scheduled agents
Discuss an agent workflow →

02

AI-powered products

We build intelligent features into products people can actually use. The work covers the interface, application logic, data and model layer, feedback loops, and the software needed to run the experience reliably.

Copilots and assistants
Retrieval-augmented generation
Semantic and natural-language search
Multimodal applications
Model and API integration
Feedback and learning loops
Discuss an AI product →

03

Intelligent media & learning

We apply AI where our media and learning experience adds useful context—from understanding large content libraries to helping people learn, assess, create, and operate complex workflows.

Content understanding and tagging
Transcription and summarisation
Learning and knowledge assistants
Adaptive assessment workflows
Video workflow automation
Interactive and multimodal experiences
Discuss applied AI →

04

AI reliability & operations

AI behaviour is probabilistic, so production quality needs more than conventional testing. We create the evaluation, controls, visibility, and ownership needed to operate an intelligent system with confidence.

Evaluation datasets and test harnesses
Guardrails and permission controls
Quality and failure analysis
Observability and audit trails
Cost and latency optimisation
Production monitoring and improvement
Discuss dependable AI →

Unsure where AI is genuinely useful?

Describe the task, the current bottleneck, and the systems involved. We can help identify the smallest useful test.

Explore the opportunity