Do you guys have this problem? Enterprise sales are so slow :( I feel like it's such a headache for a startup to try to coordinate a structured deal process for clients that is not confusing.
Is there some minimalistic "digital sales room" tool out there for startups? I would buy it.
The model sees what a real analyst would on the day (prices, financials, earnings, estimates, news, filings), itโs point in time. For the prices, we don't simulate actual buyers and sellers. It's a model tuned to move like a real market (calm periods, volatility spikes, crashes clustering, reactions to earnings/macro), and events like earnings or shocks push the prices around.
Testing on real market data after the modelโs knowledge cutoff could be a more accurate representation of real-world accuracy, but yeah the time window is much smaller and is only one path, while synthetic data lets us test across a much wider range of market conditions (and we validate the synthetic data on real panels).
Frontier LLMs are impressive at many things. Trading is not one of them.
We had Fable, GPT-5.5, Gemini 3.5 Pro, and Grok 4.5 each run a portfolio for ~1.6 years on a synthetic stock market they've never seen.
All of them lost money.
Think you can beat the benchmark? Try it ๐
Superhuman AI traders won't be trained on the past. They'll be trained on every possible future.
That's what @sima_alexx and I are building at @davidhfdata.
Excited to join @ycombinator S26