Vintage Coach Hunter

{
    "is_handbag_probability": 0.99,
    "coach_probability": 0.01,
    "vintage_probability": 0.01,
    "authenticity_confidence": 0.01,
    "image_quality_score": 0.97,
    "seller_misidentification_probability": 0.08,
    "estimated_era": "modern (2000s+), non-Coach",
    "possible_models": [],
    "positive_evidence": [],
    "negative_evidence": [
        "photo 1: the main tote, zip pouch, and wristlet visibly carry a script wordmark that appears to read \"Montana West,\" not COACH.",
        "photo 2: leopard-print fabric panels, decorative studs, and silver-tone hardware are inconsistent with classic vintage Coach glove-tanned construction.",
        "photo 3: the close-up shows a modern pebbled synthetic-looking surface, silver-tone buckles, and prominent decorative leopard panels rather than a vintage Coach silhouette.",
        "photo 6: the product image identifies a coordinated multi-piece fashion set with front, back, side, and bottom views, not a vintage Coach production style."
    ],
    "missing_information": [
        "photo 1-6: no interior view or creed-area photo is provided, although the visible exterior already strongly identifies this as non-Coach.",
        "photo 1-6: material composition, country of manufacture, and any interior manufacturer tags are not shown.",
        "photo 1-6: seller-provided dimensions and condition details are absent."
    ],
    "authenticity_concerns": [
        "photo 1: the visible non-Coach Montana West wordmark is a strong lookalike\/other-brand indicator.",
        "photo 3: the modern decorative styling, leopard-print inserts, studs, and silver-tone hardware do not align with a vintage Coach classic."
    ],
    "observed_features": {
        "creed_present": false,
        "creed_text": "not_visible",
        "serial_or_style_number_present": false,
        "serial_or_style_number": "not_visible",
        "coach_wordmark_present": false,
        "turnlock_present": false,
        "hangtag_present": false,
        "hardware_description": "photo 1 and photo 3: silver-tone buckles, zipper hardware, clips, and decorative studs are visible; no Coach engraving is visible.",
        "leather_description": "photo 1 and photo 3: brown pebbled-looking material with leopard-print textile or synthetic panels; material cannot be confirmed as leather and appears modern\/manufactured.",
        "lining_description": "not_visible",
        "strap_construction": "photo 1 and photo 6: long fixed shoulder straps with buckle-style decorative attachments; the set also includes a detachable-looking pouch\/wristlet strap.",
        "stitching_description": "photo 3 and photo 6: visible contrasting edge stitching appears generally even; construction is modern and decorative."
    },
    "possible_model_reasoning": [
        "photo 1: this is a modern multi-piece tote, pouch, and wristlet set bearing a visible Montana West-style wordmark, with no plausible Coach model match.",
        "photo 1 and photo 3: the tote's leopard-print lower panels, stud trim, buckle decorations, and silver hardware are incompatible with the classic vintage Coach catalog silhouettes.",
        "Condition: appears new or unused in promotional\/product photography, but actual seller-held condition cannot be verified from stock-style images."
    ],
    "confidence": 0.96,
    "recommended_max_bid": 8,
    "estimated_resale_low": 10,
    "estimated_resale_high": 30,
    "_usage": [
        {
            "model_name": "openai:gpt-5.6-luna",
            "input_tokens": 28351,
            "output_tokens": 768,
            "total_tokens": 29119,
            "estimated_cost_usd": 0.013184
        }
    ]
}