Repetitive tasks
Moving data, preparing reports and sending notifications. Where clear rules are enough, simple automation may be a better choice than an AI model.
Automation and AI
01 / AREAS TO EXPLORE
These uses are a starting point for analysis. Not every one requires AI or will be worthwhile for your company.
Moving data, preparing reports and sending notifications. Where clear rules are enough, simple automation may be a better choice than an AI model.
Initial extraction, classification and organisation of information. We assess formats, material quality and which results need human review.
Finding information, compiling it and preparing draft summaries. Source access, verifiable answers and handling uncertainty are essential.
Prototypes using a selected collection of materials. We define their knowledge scope, permissions and how answers are updated and assessed.
Information flows between systems where their interfaces allow it. We account for limits, errors and the option for a person to take over.
A limited pilot for a chosen task. We compare results with the current way of working before deciding on wider use.
02 / FROM IDEA TO DECISION
We choose one task and agree how to evaluate the result. A pilot should show how useful the solution is and what daily operation will cost before a broader rollout.
How often the task occurs, how long it takes and what would count as a useful result.
Which materials are needed, where they may be processed and who should have access.
A sample of real cases, errors, exceptions and the human oversight required.
The cost of preparation, use and maintenance compared with the solution’s usefulness.
03 / INFORMED USE
Models can return incorrect or incomplete answers. We agree which tasks can be assisted automatically, where human approval is needed and how users can check the source of information.
We consider options without AI too. If a simple rule, a better form or organised data solves the problem, we do not add a more complex tool. A pilot can lead to a decision not to proceed.
05 / AUTOMATION QUESTIONS
We start with frequency, time spent, the number of exceptions and the quality of available data. We compare the potential improvement with development and maintenance costs. A small, infrequent task may not justify a separate solution.
No. A repetitive process with clear rules can often be handled by a simpler tool. We consider AI when the task involves less structured content and we can assess the quality of the results.
We can review that scenario. First, we need to agree the materials, user permissions, processing location and how knowledge is updated. A pilot should test whether answers are useful and verifiable.
We agree error handling before wider use. It may involve human approval, stopping an action, recording an event or returning to a manual process. Using AI does not remove the need for oversight.
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