Seero’s stock prediction engine runs on one of the most powerful AI breakthroughs of the last decade: Transformers. Originally invented to advance natural language processing, Transformers are now reshaping industries from image recognition to financial forecasting. In Seero, we use a specialized version called the Temporal Fusion Transformer (TFT) — perfectly suited for making sense of fast-moving market data.
Put simply: TFTs help us see what patterns in today’s data are likely to shape tomorrow’s stock prices — and they do it with unparalleled flexibility and precision.
Why a Transformer?
- Designed for Sequences: Markets are not static. They evolve day by day, tick by tick. TFTs shine at understanding time-series data — recognizing how recent and distant events interact to drive future outcomes.
- Captures Complex Relationships: Simple models might look at a handful of stock prices or moving averages. A Transformer can learn subtle dependencies across hundreds of market signals — sector trends, macro shifts, momentum changes — and use them to make richer, more informed predictions.
- Gold Standard in Modern AI: Transformers have become the core architecture behind leading AI models across domains. From chatbots to financial forecasting, their ability to handle vast, noisy data streams with attention-based weighting sets them apart from older model types.
How Seero Uses TFTs
- Feature Selection: From a library of 270+ daily data variables — covering stock price & volume, sector activity, unrelated sectors, general market indices, and calculated metrics — we identify the top 30 signals that best correlate with each stock’s behavior.
- Temporal Modeling: A 50-day rolling window of these top signals is fed into our TFT, which learns how patterns over time predict future price movement.
- Prediction Output: The TFT outputs a classification: Buy (positive outlook), Sell (negative outlook), with an accompanying confidence score.
- Confidence Calibration: A separate Optuna-tuned filter reclassifies low-confidence predictions into a Hold status. This allows the portfolio logic to redeploy capital by forcing sales of overvalued, low-confidence holdings once they exceed a preset Hold duration.
The Power Behind Each Symbol’s Call
Unlike traditional “one-size-fits-all” models, Seero trains a dedicated expert TFT for each stock. This allows the model to specialize — learning the unique rhythms of AAPL vs. TSLA vs. NKE, rather than trying to fit all stocks into the same mold.
These specialized predictions are then combined and passed through Seero’s LambdaRank Signal Scoring system, where the most promising Buy opportunities rise to the top and flow into Seero’s automated trading engine.
Why It Matters
- ✅ More Informed Decisions: TFTs process hundreds of subtle signals most human traders would miss.
- ✅ Adaptability: Seero’s TFTs adjust as market conditions shift, keeping predictions in tune with real-world dynamics.
- ✅ Cutting-Edge AI: By embracing the latest in Transformer-based forecasting, Seero gives you a modern edge over static or outdated trading systems.
Tomorrow’s Market, Seen Today
At the heart of Seero’s predictive power lies the Temporal Fusion Transformer — a state-of-the-art AI model helping us read the market’s signals before they become tomorrow’s headlines. It’s this combination of technology and insight that fuels Seero’s ability to drive smarter, more disciplined trades on your behalf.
Ready to put cutting-edge AI to work in your portfolio? Apply for early access today and experience the difference.