AI-Enhanced Analysis
AI-Enhanced Analysis is the optional second layer of SwingVantage's analysis pipeline — added on top of the deterministic heuristic result — that uses an AI language model to generate contextual explanation, drill language, and coaching narrative.
The deterministic engine runs first and produces a factual fault diagnosis and confidence score. AI enhancement adds a narrative layer: plain-English explanation of why the fault matters for your game, personalized drill cues, and coaching context tailored to your skill level. The AI layer cannot contradict or override the deterministic finding; it elaborates on it. All AI-generated content is labeled to distinguish it from deterministic output. The feature requires an active AI key and incurs compute cost; it is off by default in keyless mode.
Example
'Your path is +7 degrees in-to-out (Estimated — Confidence 72/100) [Deterministic]. This typically creates a push or draw; in a right-handed golfer at your level, the most impactful fix is... [AI Enhanced]'
Why it matters
Numbers without context are hard to act on. AI enhancement turns a diagnostic output into coaching language — but the diagnosis itself stays deterministic.
Related terms
- Heuristic EngineThe heuristic engine is the deterministic, rules-based part of SwingVantage that runs first on every analysis — no external AI call required.
- Deterministic IntelligenceDeterministic intelligence is analysis that follows explicit, written rules, so the same inputs always produce the same answer and you can trace exactly why.
- AI Swing ReportThe AI Swing Report is the comprehensive analysis document SwingVantage generates after processing your video, combining the deterministic engine's findings with optional AI-enhanced commentary into a single, prioritized report.
- Interpreted ValueAn interpreted value is a judgment or label that emerged from AI reasoning applied to raw data — such as 'likely timing issue' or 'probable hip stall' — rather than from a direct measurement or a deterministic rule.
- Instant EstimateAn Instant Estimate is a fast, heuristic-only analysis result available immediately after upload — clearly labeled as an estimate derived from rules, before any AI-enhanced processing completes.
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