Building Sports Projection Systems with AI that don't suck
A downloadable PDF for building projection systems with AI, written for beginners.
What you'll learn
- 01The 4-tool stack and how to connect them so the AI reads your database and edits your app itself
- 02Where to get every stat for free and the quirks of each source
- 03How to get around scraper blocks: why cloud servers get banned, how to run fetchers from your own PC, and when to stop fighting
- 04The data quality bugs that will bite you and the permanent fixes
- 05How to actually build projections
- 06The nightly grading loop that tells you if your model works, plus the 5-question audit that found bugs in six of our models in one day
- 07Table hygiene
Builder Guide
How to Build a Kalshi Sports Betting Bot
The four stages, the setup steps, and the exact risk limits our bot runs with. No keys, no API access.
Build sports projection systems with AI
A downloadable PDF guide for building sports projection systems with AI, written for beginners. It covers the 4-tool stack and how to connect them, where to get every stat for free, how to get around scraper blocks, the data quality bugs that will bite you, how to actually build projections, the nightly grading loop and table hygiene.
The guide is a one-time purchase at $29.99 with instant download. It is beginner-friendly and walks through the full process from data sourcing to model grading.
Frequently asked questions
What is the guide about?
Building sports projection systems with AI, written for beginners. It covers the 4-tool stack, data sourcing, scraper blocks, data quality, building projections, the nightly grading loop and table hygiene.
What format is the guide?
PDF, delivered as an instant download after purchase.
How much does the guide cost?
$29.99 as a one-time purchase.
Is the guide beginner-friendly?
Yes, it is written for beginners and walks through the full process from data sourcing to model grading.