Where API keys and secrets should live in a vibe-coded app
Which keys belong on the server, how to check a deployed app, and what to do if a key leaks.
Read the guideKH Digital Studio insights
Technology, viewed through a human lens.
Practical writing from Kirsty Hawker on websites, user experience, accessibility, AI in practice and responsible technology.
AI visibility for a small-business website
Help systems describe the business accurately by making the basics unambiguous.
Read the guideProduction checklist for non-technical founders launching an AI-built app
The plain-English questions to answer before real users, customer data and money are involved.
Read the checklistCan you safely accept payments in a vibe-coded app?
Checkout, webhooks, duplicate orders, fulfilment and refunds explained.
Read the guideWebsite conversion basics for small businesses
Improve the path from interest to enquiry by removing uncertainty one question at a time.
Read the guideWhat should AI have to demonstrate before public release?
Why testing matters, why it cannot promise certainty, and what accountable deployment should require.
Read the articleHow to know if your vibe-coded app is production ready
A release check for real users, customer data, AI costs and recovery.
Read the guideVibe coding security checklist before you launch
Ten practical checks for AI-built apps with real users, data and money.
Read the checklistLocal SEO foundations for a small business website
Practical local SEO foundations: consistent business details, useful location context, service pages and review signals.
Read the guideHow KHDS assesses AI search readiness
The evidence, scoring boundaries and verification record behind the AEO v2 website assessment.
Read the methodologySmall-business website structure: the pages that earn their place
A practical way to plan a small site around visitor questions, trust and a clear next step.
Read the guideWe need to stop asking whether people should use AI for mental health support
People are already turning to general-purpose chatbots in vulnerable moments. The urgent design question is how to make those interactions safer.
Written for The Data Lab Community blog · October 2026
Read the articleWant a second pair of eyes?
Start with a practical website check.
Use the free checks to find the clearest next improvement for your site.
Review my website