Launching today
Portfolio Lab
AI investing, done responsibly
454 followers
AI investing, done responsibly
454 followers
AI made building investment strategies easy. Telling a good one from a lucky one still takes expertise. Portfolio Lab is the responsible AI investing platform: every strategy is tested on unseen data and in live markets. Connect your agent to deploy only vetted strategies in your own brokerage account. SEC-registered.
How long does a strategy usually need to perform well in paper trading before Portfolio Lab considers it ready for real money?
@hamza_afzal_butt There's no fixed clock, and that's deliberate. It's your call, since it's your money and your risk tolerance. What I'd say is that short paper trading windows are noisier than people think, a few good months can't statistically separate a real edge from luck. So rather than watching the P&L and waiting to feel confident, watch the behavior: is the strategy doing what its design says it should do in the environments it's actually facing? That question gets answered a lot faster than "is this profitable," and it's the better basis for the decision.
Congrats on the launch, @rich_sun 🚀 The point about LLM backtests looking great until you look under the hood is so real—overfitting on market data happens way too easily. Forcing strategies through unseen out-of-sample data and live paper trading before touching real money is such a smart, responsible approach. The setup looks really solid!
Good luck with the launch today!
@founder_daksh Thanks! Honestly the tell is usually the opposite, the overfit ones look too good. Appreciate the kind words.
I've been looking for a similar product for about 2 months. I'm very glad I stumbled upon it. So far, only positive experiences.
@alex_isachenko Glad you found us! Curious what you were trying before, always helps to know what people were searching with. And if anything feels off as you go deeper, let me know.
Love this,
Making every one prove itself on unseen data before it touches real money is chef’s kiss
Congrats on the launch!
@yelbaiev Thank you! It's the step most people skip because it's the step that kills your favorite ideas. Appreciate the support!
This is a really interesting approach to AI-powered investing. I especially like the idea of testing strategies before deploying them—great work!
@ajay_sharma85 Thanks! The testing layer is the whole product in a way, anyone can generate strategies, the hard part is knowing which ones to trust. Appreciate you checking it out!