Case study · Hospitality and retail
A cupcake bakery built a one-button label printing tool with an AI assistant
Source: This is Money (accessed 20 Oct 2026) · Independent news · AI assistant example
- Business
- Candy's Cupcakes
- Business type
- Cupcake and cake bakery
- What they automated
- Order, gift tag and label printing that a staff member did by hand
- Tool
- Claude
Outcome, in the source's words
“The business now has a 'one-button' order label printing tool, which Oliver believes saves the business 86 hours a month.”
“Candice and Oliver, who have no plans to cut jobs, said they believed AI had helped them save £20,000 in staff costs a year.”
Quoted from This is Money. We haven't verified it independently.
Set up something similar
What to copy from this: Pick the one repetitive task done by hand every day: what should my AI agent do first