AI projects depend on the information and processes behind them. Before adding an assistant or automated decision, check whether the records are accurate, available and suitable for the task you want it to perform.
Choose one useful task
Start with a specific example, such as finding an approved procedure or helping staff categorise incoming enquiries. Identify the information needed to complete it and the person who currently judges whether the result is right. Review a sample of records. Missing fields, conflicting identifiers and outdated documents can undermine the task before an AI model is involved. Improvements to the information itself may be the most useful first step.
A readiness checklist
- A clear task and intended user.
- Relevant information with an identifiable owner.
- Appropriate access and handling arrangements.
- Examples of correct and incorrect outcomes.
- A process for staff review and correction.
- A way to monitor ongoing performance and costs.
Readiness does not mean every record must be perfect. It means the limitations are understood and the first scope is chosen accordingly. A narrow trial can provide more useful evidence than a broad promise to automate everything.
Questions and answers
Do we need years of data before starting?
Not for every use case. A document assistant and a prediction system have different requirements. Assess the task rather than applying a single rule.
Can AI fix our records automatically?
It may help suggest corrections, but those changes need appropriate checks. Do not assume a confident suggestion is an accurate replacement for missing facts.
Who should be involved?
Include people who own the information and perform the task, alongside the technical team. Their examples help define what useful performance looks like.
What is a sensible first outcome?
A limited trial with agreed examples, review responsibilities and a decision about the next stage. The trial should reveal limitations as well as successful results.
Talk to Digital Solutions
Explore our AI and chatbot development services and previous projects. Tell us what you need to improve and we can help define a practical next step.