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Backend: Enhanced matchField function with prefix and contains matching so NHTSA values like "Sierra" match dropdown options like "Sierra 1500". Matching hierarchy: 1. Exact match (case-insensitive) -> high confidence 2. Normalized match (remove special chars) -> medium confidence 3. Prefix match (option starts with value) -> medium confidence (NEW) 4. Contains match (option contains value) -> medium confidence (NEW) Frontend: Fixed VIN decode form population by loading dropdown options before setting form values, preventing cascade useEffects from clearing decoded values. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>