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 Containing Aggregated Data Feeding Your Dashboard. Real Systems, Measured Results & a Clear Path to Positive ROI.

About me

The Man 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 Historically Viewed in Tabs. It Pulls From The Tools & API's You Already Use, Normalizes The Mess Into a Single Source of Truth. It Puts an AI Layer On Top That Reads & Analyzes Things For You, Thus Minimizing Wasted Time and Being More Focused on 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

We Do The Heavy Lifting

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's It For

Built For Serious Family Office Management, Money Managers, Brokers, Estate Lawyers, Day Traders & Small Trading Desks → Anyone Whose Edge Depends on Seeing The Right Numbers, Organized in One Central Location, Leveraging AI to Wade Through The Noise & Present What's Required to Make Decisions. The Same Approach Extends to Any Profession That Needs Their World on One Screen. (Information aggregation, not financial advice.)

See The PackagesView Our Work