About

A Studio of One Operator & a Team of AI Agents!

CritterLabs designs, develops and builds production trading systems, ML pipelines, AI models & advanced dashboards aggregating data into one feed. Real systems, measured results & a clear path to positive ROI.

About me

The person behind the builds.

I'm Cliff Ritter, the founder of CritterLabs. I build the kind of trading software I always wished existed: fast, dense, honest about the numbers, and quiet until something needs my attention.

Over the last few years I've shipped live options scanners, ML prediction models, sports-betting edge engines, and full operational cockpits — all running on real data, in production, daily. Stoptions.ai is the flagship: a live options scanner with an LSTM scoring brain and a morning AI brief.

I work differently from an agency. It's me on strategy and design, backed by a trained team of AI agents that handle the heavy build work — so projects move fast without losing the craft.

BasedTel Aviv / Toronto · IST / EST
FocusTrading & algorithmic systems, neural networks, predictive modelling, live dashboards
StackPython, QuantConnect, vanilla JS, LSTM/LightGBM, Polygon/Massive
Live workstoptions.ai · breakpointbetting.net · critterlabs.io
About the service

What is HQ?

HQ is a centralized depot — usually one screen — aggregating all the data you historically view across tabs. It pulls from the tools & APIs you already use and normalizes the mess into a single source of truth. Then it puts an AI layer on top that reads & analyzes things for you, minimizing wasted time so you stay focused on the critical decisions.

// ONE SCREEN

Everything consolidated

Broker, market data, journals, & spreadsheets feed your dynamic, fast and robust dashboard. No more flipping (and paying) between five tools.

// AI LAYER

It does the heavy lifting for you

A daily brief & live alerts surface what changed and what matters most for those critical decisions — like a seasoned analyst, all at your fingertips.

// BUILT FOR YOU

Bespoke, not a template

Designed around your data, your metrics, & trained to help you make decisions. You own the look; we own the plumbing.

Who it's for

Built first for serious day traders and small trading desks — anyone whose edge depends on seeing the right numbers fast. The same approach extends to brokers, family-office managers, and operators who need their world on one screen. (Information aggregation, not financial advice.)

See the packagesView our work