def parse_damage_description(text: str):
    """
    Converts vision-language description into structured damage info.
    Defensive by design (never crashes on unexpected text).
    """
    t = text.lower()

    # Default values
    part = "Vehicle Body"
    damage = "Visible Damage"
    severity = "Medium"
    confidence = 70

    # Part detection
    if "rear bumper" in t or "back bumper" in t:
        part = "Rear Bumper"
    elif "front bumper" in t:
        part = "Front Bumper"
    elif "door" in t:
        part = "Door Panel"
    elif "fender" in t:
        part = "Fender"
    elif "hood" in t or "bonnet" in t:
        part = "Hood"
    elif "trunk" in t or "boot" in t:
        part = "Trunk"

    # Damage type
    if "dent" in t:
        damage = "Panel Dent"
        severity = "Medium"
        confidence = 88
    elif "scratch" in t:
        damage = "Paint Scratch"
        severity = "Low"
        confidence = 75
    elif "crack" in t or "broken" in t:
        damage = "Structural Crack"
        severity = "High"
        confidence = 92

    # Severity refinement
    if "severe" in t or "major" in t:
        severity = "High"
        confidence = min(confidence + 5, 95)

    return {
        "part": part,
        "report": damage,
        "severity": severity,
        "confidence": confidence
    }