AI agency + product studio

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

Built for founders, operators, and teams who need practical AI tools that move from idea to live product.

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.

Problem: Agencies lose leads through slow response and poor matching.
Solution: AI matching, QatarMatch Score™, lead capture, and WhatsApp handoff.
Beacon stage: B6 Launch / B7 Learn

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.

Problem: Fans struggle to navigate a large long-form podcast archive.
Solution: Build My LidList, LidScore, mood tags, and YouTube-linked picks.
Beacon stage: B4 Build / B5 Trust

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.