Vintage Coach Hunter

{
    "is_handbag_probability": 0.99,
    "coach_probability": 0.02,
    "vintage_probability": 0.02,
    "authenticity_confidence": 0.02,
    "image_quality_score": 0.86,
    "seller_misidentification_probability": 0.08,
    "estimated_era": "modern (2000s+), non-Coach",
    "possible_models": [],
    "positive_evidence": [
        "photo 1: Clearly a structured crossbody handbag with a flap, front pocket, and long chain strap.",
        "photo 1: The red pop-art Campbell's Soup print is visible across the exterior."
    ],
    "negative_evidence": [
        "photo 1: Exterior uses a dense pop-art graphic print, not a recognizable vintage Coach leather construction or Coach Signature pattern.",
        "photos 1-6: No COACH wordmark, horse-and-carriage, leather Coach hangtag, or creed is visible.",
        "photos 1-6: The prominent rectangular chain strap and glossy printed exterior are inconsistent with the classic vintage Coach styles in the reference catalog.",
        "photo 1: Listing title identifies Jeon Los Angeles and the seller category identifies the item as Unbranded, which supports a non-Coach attribution, though seller text is weak evidence."
    ],
    "missing_information": [
        "Straight-on interior photograph showing the entire back wall, pockets, labels, and any creed patch.",
        "Close-up photographs of all hardware, zipper pulls, and strap attachments.",
        "Bottom, back, and full strap photographs.",
        "Any interior or exterior brand label and country-of-origin tag."
    ],
    "authenticity_concerns": [
        "photos 1-6: No Coach identifier is visible, and the overall graphic design and chain construction appear unrelated to documented Coach model families.",
        "photo 1: The glossy printed material and oversized decorative chain are lookalike\/non-Coach cues rather than evidence of Coach manufacture."
    ],
    "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": "photos 1-6: Large gold-tone rectangular link chain used as the shoulder strap; small gold-tone strap attachments and front closure hardware are visible. No Coach engraving is legible.",
        "leather_description": "photos 1-6: Red glossy, diagonally textured exterior with an all-over Campbell's Soup\/pop-art print. Whether it is genuine leather or coated\/synthetic material cannot be established from these photos.",
        "lining_description": "photos 2-3: Red interior surfaces and a central divider\/pocket are partially visible; full lining material and labels are not visible.",
        "strap_construction": "photos 1-6: Long, non-adjustable-looking gold-tone rectangular-link chain strap attached at multiple top\/side points.",
        "stitching_description": "photos 1-3: Visible perimeter stitching is generally even and color-matched red, with some exposed edge stitching around the flap and gussets."
    },
    "possible_model_reasoning": [
        "No Coach model is a reasonable match: the Campbell's Soup pop-art exterior, boxy flap silhouette, and oversized chain strap do not correspond to the listed Coach catalog styles.",
        "Condition appears approximately Very Good based on clean-looking exterior presentation and intact visible structure, but the images do not adequately show the bottom, interior, or functional hardware."
    ],
    "confidence": 0.88,
    "recommended_max_bid": 10,
    "estimated_resale_low": 15,
    "estimated_resale_high": 60,
    "_usage": [
        {
            "model_name": "openai:gpt-5.6-luna",
            "input_tokens": 28779,
            "output_tokens": 811,
            "total_tokens": 29590,
            "estimated_cost_usd": 0.013458
        }
    ]
}