Case study
Outnumber
Lottery SaaS Built June 2026
Upgraded's first self-funded SaaS: a lottery intelligence platform built on 9,291 real Australian draws, combining a proprietary Contrarian Score model with automated content generation and a Stripe-backed freemium conversion loop.
The brief
A living and compounding SaaS product built on an honest edge.
Lottery players don't need better luck. They need to avoid sharing a jackpot with forty-seven other people who picked the same numbers as everyone else. That's not a probability problem. It's a data problem.
Outnumber is what happens when you treat lottery intelligence as an engineering problem: a live data pipeline, a proprietary scoring model, and a content system that earns authority over time. Upgraded owns the product end to end, which means every architectural decision compounds in our favour.
The numbers
Results we measured.
- 9,291
- historical draws analysed
- 0–100
- Contrarian Score assigned to every combination you generate
- 50+
- content pages auto-generated from the data layer
The build
Five systems working as one.
Outnumber is not a single feature. Five interlocked systems each make the others more valuable.
01
Live data pipeline
9,291 draws ingested, cleaned, and queryable across Powerball, Oz Lotto, Saturday Lotto, Monday and Wednesday Lotto, and Set for Life. Frequency stats, pair analysis, and gap sequences refresh automatically after every draw.
02
The Contrarian Score
A proprietary 0-100 model that weighs historical frequency, combination popularity, and prize-dilution risk into a single, explainable number. The core insight that makes Outnumber defensible and impossible to replicate without the underlying data.
03
Content and SEO engine
50+ static and dynamic pages generated directly from the data layer. Each game, draw history, and combination type has a dedicated landing page. Search authority compounds with every new draw added to the archive.
04
Commercial architecture
Free tools earn trust at scale. A Stripe-backed subscription tier unlocks the Contrarian Score and full combination generation. The freemium-to-paid funnel converts without a human in the loop.
05
AI throughout
Claude explains why each set of numbers scores the way it does, in plain language, at the moment a user is deciding whether to trust the tool. Not a bolt-on chatbot. Embedded intelligence that makes the product feel like it understands what it's doing.
Inside the build
The generator, live.
Mobile and detail
Built to read on every screen.
The Contrarian Score and generator work on every screen. The score ring renders crisply, the number balls scale cleanly, and the combination output is readable without zooming.
The strategy
Built to grow without you.
Every draw adds data. More data sharpens the Contrarian Score. A sharper score converts more visitors. More visitors generate more content signals. More content signals bring more organic traffic. The flywheel doesn't need pushing after launch.
That's the architecture Upgraded looks for in every build. Not features you bolt on later. A compounding loop designed in from the start, so the product gets more valuable by itself over time.
Got an idea worth building
The best products start with a defensible angle. We find it, then build around it.
Tell us what you need. We'll be honest about whether we're the right fit and what it would take.