Use cases
Where AI tends to pay, and how we would know.
Each use case follows the same structure: the problem, the AI opportunity, our approach, the expected type of outcome and how it is measured.
These are patterns we apply rather than client case studies. For systems we have built and run, see our work.
- Knowledge
Internal knowledge assistant
Give staff grounded answers from policies, procedures and past work instead of hunting through shared drives.
Problem, approach and measures - Customer
Customer service automation
Resolve routine enquiries automatically, draft responses for agents, and route the complex cases to the right person.
Problem, approach and measures - Operations
Document intelligence and extraction
Turn invoices, forms, contracts and correspondence into structured, validated data with review where risk warrants it.
Problem, approach and measures - Sales
Proposal and tender response drafting
Draft first-pass proposals and tender responses from your past work, approved content and the buyer's requirements.
Problem, approach and measures - Finance
Finance workflow automation
Automate matching, reconciliation, coding and exception handling across accounts payable and month-end.
Problem, approach and measures - Engineering
Software engineering productivity
Adopt AI coding assistance and agents in a way that improves throughput and quality rather than just generating more code.
Problem, approach and measures - Risk
Compliance and policy assistance
Help staff apply complex policy and regulatory requirements correctly, with citations and audit trails.
Problem, approach and measures - Operations
Analytics and decision support
Let managers ask questions of governed data in plain language and get explained, trustworthy answers.
Problem, approach and measures
Positioned on the Value Matrix
Typical positions before your context is applied.
Positions shift once we score an opportunity against your data, systems and readiness. The matrix is the tool; your numbers are the answer.
Which of these applies to you?
Tell us the two or three that resonate and we will talk through what they would look like in your organisation.