Vintage Coach Hunter

{
    "is_handbag_probability": 0.98,
    "coach_probability": 0.12,
    "vintage_probability": 0.68,
    "authenticity_confidence": 0.1,
    "image_quality_score": 0.83,
    "seller_misidentification_probability": 0.12,
    "estimated_era": "modern (2000s+), non-Coach",
    "possible_models": [],
    "positive_evidence": [
        "photo 1: leather crossbody handbag with a vintage-style rectangular flap silhouette",
        "photo 3: visible long shoulder strap and folded gusseted sides",
        "photo 6: leather construction and a metal snap closure are visible"
    ],
    "negative_evidence": [
        "photo 1: no visible COACH wordmark, horse-and-carriage, creed patch, hangtag, or recognizable Coach hardware",
        "photo 2: highly glossy, vertically segmented leather is not characteristic of classic Coach glove-tanned construction",
        "photo 6: closure appears to be a simple snap rather than a Coach-style turnlock",
        "photo 3: strap attachment and side construction do not visibly match a clearly identifiable Coach catalog model",
        "listing text: seller describes the item only as vintage brown leather and does not provide a Coach attribution"
    ],
    "missing_information": [
        "photo 6: interior is partly obscured by the decorative frame; request a fully unobstructed interior view",
        "request a straight-on close-up of every interior wall and pocket for a creed or brand label",
        "request close-ups of the snap, strap attachment points, and any zipper or hardware markings",
        "request bottom, corner, edge, and full strap-condition photos",
        "request seller-stated dimensions and confirmation of material composition"
    ],
    "authenticity_concerns": [
        "No Coach identifier is visible, so the bag currently reads more like a generic vintage leather crossbody than an identifiable Coach piece",
        "The glossy segmented leather and simple snap closure are inconsistent with the most recognizable classic Coach glove-tanned turnlock styles"
    ],
    "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 6: round snap closures and small round attachment hardware are visible; no Coach engraving is legible",
        "leather_description": "photos 1-6: dark brown, very glossy leather or leather-like material with narrow vertical segmented panels; exact material cannot be confirmed",
        "lining_description": "not_visible",
        "strap_construction": "photos 1, 3, and 4: long narrow shoulder strap attached at the sides; attachment construction is visible but detailed stitching is limited",
        "stitching_description": "photos 2-5: perimeter stitching appears generally even, but close-up stitch quality is not sufficiently visible for authentication"
    },
    "possible_model_reasoning": [
        "The rectangular flap crossbody shape could superficially overlap with generic vintage clutches or small shoulder bags, but no Coach-specific model features are visible.",
        "The absence of a visible creed, wordmark, hangtag, or turnlock prevents a credible match to Coach classics such as Dinky, Pocket Purse, or Convertible Clutch.",
        "Condition appears approximately Good to Very Good from the visible exterior: substantial gloss and apparent intact structure, but interior, corners, odor, and strap wear are not fully assessable."
    ],
    "confidence": 0.77,
    "recommended_max_bid": 15,
    "estimated_resale_low": 15,
    "estimated_resale_high": 45,
    "_usage": [
        {
            "model_name": "openai:gpt-5.6-luna",
            "input_tokens": 17697,
            "output_tokens": 821,
            "total_tokens": 18518,
            "estimated_cost_usd": 0.009049
        }
    ]
}