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Intermediate

Heuristic Engine

The heuristic engine is the deterministic, rules-based part of SwingVantage that runs first on every analysis — no external AI call required.

It composes curated fault knowledge and a drill library into a normalized result with a confidence score. Because it runs locally and first, every athlete gets an explainable, free baseline analysis before any optional AI depth is added. The engine is the practical embodiment of the "heuristics first, AI when needed" principle.

On upload, the heuristic engine returns a primary fault, a recommended drill, and a confidence score before any AI is offered.

Put this into your swing

SwingVantage can spot this in your own swing — free to start.