Turn intent into decisions
I design and build AI systems that turn messy business ideas into working tools in days, not months.
Not a generic AI agency — focused systems that solve one problem extremely well.
Built by Ryan Fleming — AI product builder
AI Product Builds
From rough idea to working prototype.
Workflow Automation
Remove repetitive manual steps.
Decision Engines
Rank, filter and explain options.
Featured work
Live builds from FirstLight AI
Practical AI tools built around real use cases — from lead conversion to content discovery.
Featured Build #1
QatarMatch AI
Real estate lead conversion engine
A zero-browsing property decision engine for Qatar agencies. Users ask for what they want, receive ranked matches with reasoning, submit a viewing request, and trigger a structured WhatsApp lead.
Featured Build #2
OnlyLids
Unofficial podcast discovery companion
An unofficial fan-built recommendation tool that helps Have A Word fans find episodes, guests and playlists based on mood, time available, and public YouTube engagement.
Process
From rough idea to working tool
01
Submit idea
Capture the raw problem.
02
Define logic
Map inputs, outputs and rules.
03
Build tool
Create a focused working version.
04
Test & improve
Validate with real users.
Beacon Brief
Submit an idea through the Beacon Framework.
FirstLight AI uses Beacon v2 to turn messy ideas into structured AI builds — from signal, to shape, to proof, to build, launch and scale.
General enquiries: hello@firstlightai.co.uk
Billing: billing@firstlightai.co.uk
Support: support@firstlightai.co.uk