PRACTICAL AI
AI integrated into real business workflows.
Apply AI to defined tasks such as document classification, source-based retrieval and drafting for review. We assess suitability, test representative examples and connect the result to your applications and approval processes.
- Defined tasks and data boundaries
- Evaluated results and review controls
Define the AI task and success criteria
We select an AI task with a defined input, expected output and evaluation method. Source retrieval, document classification and drafting for review are examples; ordinary automation may be more suitable for deterministic tasks.
- Assist document search and extraction
- Support drafting within an agreed workflow
- Help classify or organise information
- Prototype a specific reasoning or analysis task
Build in review and approval controls
Permissions, approved information sources and review responsibilities are part of the workflow. Uncertain or consequential outputs can be directed to a person rather than treated as authoritative.
Evaluate accuracy before wider integration
We evaluate representative examples, failure cases and operating requirements before wider integration. Model choice, hosting, cost and quality limits remain explicit design decisions.
DELIVERABLES
What we deliver.
- Current-state workflow and constraints
- Agreed exception and approval paths
- Tested in-scope change
- Operating and handover notes
HOW WE WORK
From requirements to handover.
- Trace the current workflow
- Agree the required business outcome and exceptions
- Build and test a clearly scoped change
- Introduce it carefully and review
ENGAGEMENT DETAILS
Planning your project.
Can we start without a finished brief?
Yes. Start with the current workflow, the people involved and the part that is causing trouble.
Can this improve what we already use?
Often. effective existing applications can stay while the missing connection or weak point is addressed.
Can the first step be small?
Yes. a clearly scoped first release can establish value and expose constraints before wider change.
What happens after delivery?
Handover, ownership and any ongoing operating arrangement are agreed as part of the scope.
LET’S DISCUSS YOUR REQUIREMENTS