Zapyt
AI-powered accumulator recommendations built for real soccer bettors. Shipped as a full subscription SaaS with 12 security vulnerabilities resolved before a single user signed up.
The situation
A founder with a clear edge in a noisy market. The product had to be better than gut instinct. Provably.
Accumulator betting is saturated with low-quality tips and gut-feel predictions. The founder of Zapyt saw a genuine gap: AI-generated recommendations grounded in real match data, probability weighting, and historical accuracy — not opinion.
The idea was strong. The execution challenge was substantial. A product like this had to ingest live match data reliably, generate recommendations users could actually trust, and operate as a full subscription SaaS from day one. There was no room for a soft launch with rough edges.
With the World Cup 2026 as a marketing anchor, the timeline was fixed. We had to build the whole thing — correctly.
The problem
Financial-adjacent data. No margin for security shortcuts.
When users are making financial decisions based on your platform’s recommendations, security isn’t a checkbox — it’s a foundation. A vulnerability that leaks prediction logic or user data doesn’t just create legal exposure. It destroys the product’s core value proposition: trustworthy data.
We ran a full OWASP-aligned security audit before launch. We found 12 vulnerabilities. We fixed all of them. The platform launched clean.
Project details
What we built
Data pipeline, AI layer, subscription SaaS, and a clean security audit. End to end.
Live match data pipeline
Reliable ingestion of live match data from multiple sources. Deduplication, normalisation, and storage designed for fast read access from the AI layer during high-traffic periods.
AI recommendation engine
Python-based prediction layer with probability-weighted accumulator recommendations. Historical accuracy tracking feeds back into the model. Users see performance data alongside each recommendation.
Subscriber SaaS application
Daily recommendations, accuracy history, and subscription management in a clean React frontend. Stripe integration for recurring billing. Free tier to acquisition path designed for low-friction conversion.
OWASP security audit
Full pre-launch audit covering injection, authentication, access control, data exposure, and configuration. 12 vulnerabilities identified and resolved. Platform launched with a clean bill of health.
The result
A full SaaS in production. Secure from day one. Timed for the biggest window in the market.
Ready to stop settling for software that almost works?
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