Technical Infrastructure
Production-Grade ML Engineering • Beyond F1 Team Tools • Enterprise MLOps
Engineering Excellence:Our infrastructure matches enterprise ML platforms - model versioning, A/B testing, drift detection, and real-time monitoring.
LIVE
Requests/min:247
P50 Latency:42ms
Models Active:8
All Systems Operational
Capabilities Beyond F1 Team Analytics
What we offer that real F1 teams don't provide to fans
SHAP Explainability
Real F1 teams keep model explanations internal. We expose SHAP values to fans.
First-of-its-kind
Monte Carlo Engine
We run 10,000 simulations per prediction. F1 teams typically run 100-500.
20x more sims
Bayesian Uncertainty
Full probability distributions, not just point estimates. Research-grade.
Posterior sampling
Counterfactual Analysis
"What if driver X had car Y?" - Causal reasoning unique to research systems.
Causal inference
Our System vs Typical F1 Analytics
| Capability | F1 Team Tools | Our Platform | Advantage |
|---|---|---|---|
| Monte Carlo Simulations | 100-500 | 10,000 | 20x more |
| Explainability | Internal only | SHAP for fans | Transparency |
| Counterfactual Analysis | Not available | Full what-if | Unique |
| Uncertainty Quantification | Point estimates | Bayesian posteriors | Research-grade |
| ML Models | Proprietary | 8 models, open | Transparency |