Generative AI
Produces or transforms content: summaries, draft commentary, classifications and document explanations. Outputs require appropriate checks.
SERVICE / APPLIED AI & AGENTS
Put AI to Work Where It Earns Its Place.
Useful AI starts with a defined business task.
We build Generative AI and purpose-built agents to interpret information, coordinate suitable work and support decisions with clear boundaries, oversight and accountability.
PLAIN ENGLISH EXPLANATION01 02 03
What Does Applied AI Actually Mean?
AI is not one solution. Different approaches suit different work, and some tasks are better served by ordinary workflow automation.
An AI agent
Uses a defined objective, authorised information and tools to complete or coordinate a sequence of tasks within operating rules.
Multi-agent orchestration
Several specialised agents coordinate under agreed handoffs, permissions and oversight when a single workflow would be inadequate.
HOW AGENTS ARE STRUCTURED
One Agent or Several? Start With the Work.
Explore the distinction. The diagrams are reference patterns, not a mandatory architecture or a claim that more agents produce better results.
One bounded agent
Business task
Agent + approved tools
Review and output
One agent accesses permitted information or tools to complete a defined task. Human approval is inserted where the decision warrants it.
BUSINESS APPLICATIONS01 02 03 04
Where AI Can Add Practical Value.
The right use cases often involve information interpretation or coordination that rules alone cannot handle consistently.
Document understanding
Read, classify and extract relevant information from documents for checking and downstream workflows.
Analysis and commentary
Prepare draft analysis, summaries or management commentary from approved sources and agreed instructions.
Task coordination
Agents can gather authorised context, organise defined actions and escalate exceptions that require human judgement.
Knowledge assistance
Answer internal questions using approved business material, with clear source boundaries and review paths.
GOVERNED BY DESIGN01 02 03
AI Capabilities Need Operating Boundaries.
Business value depends on what an agent is permitted to access, do and decide.
Authorised data and tools
Agree accessible systems, information sources, permissions and data handling considerations.
Review and escalation
Define where approval is mandatory, how uncertainty is handled and when an agent must stop.
Traceability and maintenance
Capture suitable activity records, test behaviour and provide operating guidance for ongoing ownership.
WHAT WE DELIVER01 02 03
What Your Business Receives.
A working capability supported by clear decisions, documented controls and practical handover. Deliverables are agreed to match the engagement.
Defined agent responsibilities
Agreed objectives, tasks, handoffs and permitted actions.
Working AI capability
A tested agent or agent workflow integrated with agreed systems.
Controls and handover
Evaluation criteria, oversight paths, documentation and knowledge transfer.
A CONNECTED APPROACH
AI and Workflow Automation Work Together.
Deterministic flows handle predictable actions. AI can help where language, context or judgement support is necessary.
FREQUENTLY ASKED
Questions Worth Asking.
Practical considerations before deciding what to implement.
Do we need multiple agents?+
Usually not as a starting assumption. A single agent or rules-based workflow may be simpler, easier to test and easier to maintain. Multiple agents should be justified by distinct responsibilities.
Can an agent make business decisions on its own?+
Permissions and decision boundaries are designed for each engagement. High impact or advice related decisions can require explicit human review and approval.
How are privacy and data residency handled?+
We identify relevant data handling and hosting considerations during solution planning and work with the client on agreed requirements. Legal or regulatory interpretations should be referred to qualified advisers.
START A CONVERSATION
Where Could AI Take Work Off Your Team?
Describe the task, information involved and the controls needed. We will help evaluate whether rules-based automation, AI or a combination makes sense.
Discuss Your Business Challenge