Insight
3 min read
An AI use case workshop is a focused session designed to help UK SMEs identify and prioritise the most valuable AI projects. By mapping departments, pinpointing pain points, scoring options, and selecting feasible AI use
An AI use case workshop is a collaborative session where your business team, often guided by AI consultants, explore where AI can add practical value across your organisation. Typically, it runs for a half or full day and involves decision-makers and key users from different departments.
The aim is to understand your workflows, identify operational friction points, and surface opportunities where AI or automation can create the most impact without adding complexity or risk.
The workshop starts by mapping out your core departments - such as sales, customer service, operations, finance, and HR - and their main workflows. This creates a clear picture of where data flows and where your team spends time.
For example, in a retail SME, this might include order processing in operations, responding to customer enquiries, or managing stock levels.
Once workflows are mapped, the next step is uncovering pain points - the tasks or processes that consume a lot of manual effort, cause delays, or result in errors.
These could be repetitive data entry in finance, slow email responses in customer service, or difficulties in forecasting stock demand in operations.
Pinpointing these pain points ensures you focus on real problems, not hypothetical AI use.
Each AI use case identified is scored based on several factors:
Impact: How much will AI improve efficiency or accuracy?
Feasibility: Do you have the data and systems needed?
Complexity: How difficult and time-consuming is implementation?
Risk: What are potential risks, such as data security or operational disruption?
This scoring helps balance quick wins with longer-term strategic projects.
After scoring, the workshop prioritises use cases that offer the best return on investment - typically, those with high impact and feasibility but manageable complexity and risk.
Through open discussion, the team agrees on which AI projects to pursue first. For example, automating invoice processing in finance might come before more complex customer sentiment analysis due to ease and immediate impact.
Completing an AI use case workshop gives your business a clear, practical AI plan tailored to your needs.
The natural progression is to undertake an AI readiness assessment or a workflow audit. This helps prepare your data infrastructure and team for the chosen AI solutions.
Ultimately, running an AI use case workshop is the best way to ensure AI adoption removes friction and drives value, rather than creating confusion or risk.
If you’re ready to explore the best AI opportunities for your business, consider running an AI use case workshop with experienced UK AI consultants who understand SME challenges and practical implementation.
A Discovery Audit gives you a practical map of where AI can save hours, reduce cost and make the business easier to run.
Book an AI Discovery Audit