Vintage Coach Hunter

{
    "is_handbag_probability": 0.965,
    "coach_probability": 0.02,
    "vintage_probability": 0.525,
    "authenticity_confidence": 0.015,
    "image_quality_score": 0.805,
    "seller_misidentification_probability": 0.025,
    "confidence": 0.905,
    "recommended_max_bid": 8,
    "estimated_resale_low": 6.5,
    "estimated_resale_high": 20,
    "possible_models": [],
    "positive_evidence": [],
    "negative_evidence": [
        "photo 4: interior shows a small sewn fabric label that does not visibly read COACH and appears to reference handmade production.",
        "photos 1-3 and 6: bag is covered in multicolor sequins with a thin chain strap, unlike the leather, canvas, or recognized Coach construction shown in the reference models.",
        "photo 4: dark synthetic-looking lining is visible; no Coach creed patch is present.",
        "photos 1-6: no Coach wordmark, horse-and-carriage, leather hangtag, turnlock, or serial\/style number is visible.",
        "photo 1-3: body is sequin\/bead textile with diagonal stripes, not glove-tanned leather",
        "photo 4-5: black satin-like synthetic lining, not unlined suede",
        "photo 4-5: interior fabric tag reads fashion import \/ MADE IN ..., not Coach creed",
        "photo 1-2,6: thin gold-tone chain strap, no solid brass Coach hardware, no turnlock, no hangtag",
        "photo 1-6: no COACH wordmark, carriage, creed patch or leather hangtag visible"
    ],
    "missing_information": [
        "photo 4-5: the interior label is too small\/blurry to transcribe confidently; request a straight-on close-up.",
        "request clear photos of the zipper, chain attachments, label reverse, and all interior compartments.",
        "seller-stated dimensions are approximately 8 inches wide, but height and depth are not provided."
    ],
    "authenticity_concerns": [
        "The visible construction is inconsistent with a classic vintage Coach leather handbag; it appears to be a generic sequined evening\/shoulder bag rather than a Coach lookalike requiring authentication."
    ],
    "possible_model_reasoning": [
        "No Coach model is a reasonable match because the bag is a small sequined rectangular evening bag with a chain strap and no visible Coach identifier.",
        "Condition appears Very Good overall from the visible exterior: sequins are largely present and the bag retains its shape, though the interior and attachment points are only partially shown.",
        "No Coach model fits: sequin evening-bag silhouette, beaded textile body, chain strap and satin lining are inconsistent with any Coach catalog style in \u00a74",
        "Interior tag in photo 4-5 identifies as fashion import, not Coach; no creed patch, wordmark, turnlock or glove-tanned leather present",
        "Condition: Very Good to Excellent for its type; sequins appear intact in photo 1-3, lining clean in photo 4-5"
    ],
    "estimated_era": "unknown",
    "observed_features": {
        "creed_present": false,
        "serial_or_style_number_present": false,
        "coach_wordmark_present": false,
        "turnlock_present": false,
        "hangtag_present": false,
        "creed_text": "not_visible",
        "serial_or_style_number": "not_visible",
        "hardware_description": "photos 1-6: thin metallic chain shoulder strap and small metallic zipper hardware are visible; no Coach engraving is legible.",
        "leather_description": "photos 1-3 and 6: no leather is visible; exterior is textile covered with sewn sequins.",
        "lining_description": "photos 4-5: dark smooth synthetic-looking fabric lining is visible.",
        "strap_construction": "photos 1-2 and 6: long thin chain strap attached at the bag's upper sides; it appears suitable for shoulder or crossbody wear.",
        "stitching_description": "photos 3-5: textile edges and sequin rows are visible; stitching quality is not sufficiently detailed to assess."
    },
    "ensemble_agreement": "HIGH",
    "ensemble_variance": 0.0027,
    "ensemble_members": [
        {
            "model_name": "openai:gpt-5.6-luna",
            "result": {
                "is_handbag_probability": 0.98,
                "coach_probability": 0.02,
                "vintage_probability": 0.65,
                "authenticity_confidence": 0.02,
                "image_quality_score": 0.86,
                "seller_misidentification_probability": 0.03,
                "estimated_era": "unknown",
                "possible_models": [],
                "positive_evidence": [],
                "negative_evidence": [
                    "photo 4: interior shows a small sewn fabric label that does not visibly read COACH and appears to reference handmade production.",
                    "photos 1-3 and 6: bag is covered in multicolor sequins with a thin chain strap, unlike the leather, canvas, or recognized Coach construction shown in the reference models.",
                    "photo 4: dark synthetic-looking lining is visible; no Coach creed patch is present.",
                    "photos 1-6: no Coach wordmark, horse-and-carriage, leather hangtag, turnlock, or serial\/style number is visible."
                ],
                "missing_information": [
                    "photo 4-5: the interior label is too small\/blurry to transcribe confidently; request a straight-on close-up.",
                    "request clear photos of the zipper, chain attachments, label reverse, and all interior compartments.",
                    "seller-stated dimensions are approximately 8 inches wide, but height and depth are not provided."
                ],
                "authenticity_concerns": [
                    "The visible construction is inconsistent with a classic vintage Coach leather handbag; it appears to be a generic sequined evening\/shoulder bag rather than a Coach lookalike requiring authentication."
                ],
                "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: thin metallic chain shoulder strap and small metallic zipper hardware are visible; no Coach engraving is legible.",
                    "leather_description": "photos 1-3 and 6: no leather is visible; exterior is textile covered with sewn sequins.",
                    "lining_description": "photos 4-5: dark smooth synthetic-looking fabric lining is visible.",
                    "strap_construction": "photos 1-2 and 6: long thin chain strap attached at the bag's upper sides; it appears suitable for shoulder or crossbody wear.",
                    "stitching_description": "photos 3-5: textile edges and sequin rows are visible; stitching quality is not sufficiently detailed to assess."
                },
                "possible_model_reasoning": [
                    "No Coach model is a reasonable match because the bag is a small sequined rectangular evening bag with a chain strap and no visible Coach identifier.",
                    "Condition appears Very Good overall from the visible exterior: sequins are largely present and the bag retains its shape, though the interior and attachment points are only partially shown."
                ],
                "confidence": 0.91,
                "recommended_max_bid": 8,
                "estimated_resale_low": 8,
                "estimated_resale_high": 25
            }
        },
        {
            "model_name": "meta:muse-spark-1.3-contributor",
            "result": {
                "authenticity_concerns": [],
                "authenticity_confidence": 0.01,
                "coach_probability": 0.02,
                "confidence": 0.9,
                "estimated_era": "modern (2000s+), non-Coach",
                "estimated_resale_high": 15,
                "estimated_resale_low": 5,
                "image_quality_score": 0.75,
                "is_handbag_probability": 0.95,
                "missing_information": [],
                "negative_evidence": [
                    "photo 1-3: body is sequin\/bead textile with diagonal stripes, not glove-tanned leather",
                    "photo 4-5: black satin-like synthetic lining, not unlined suede",
                    "photo 4-5: interior fabric tag reads fashion import \/ MADE IN ..., not Coach creed",
                    "photo 1-2,6: thin gold-tone chain strap, no solid brass Coach hardware, no turnlock, no hangtag",
                    "photo 1-6: no COACH wordmark, carriage, creed patch or leather hangtag visible"
                ],
                "observed_features": {
                    "coach_wordmark_present": false,
                    "creed_present": false,
                    "creed_text": "not_visible",
                    "hangtag_present": false,
                    "hardware_description": "thin gold-tone metal chain shoulder strap; no turnlock, no solid brass hardware visible",
                    "leather_description": "no leather visible; exterior is black beaded textile with multicolor sequin diagonal stripes",
                    "lining_description": "black satin-like synthetic lining visible in photo 4-5",
                    "serial_or_style_number": "not_visible",
                    "serial_or_style_number_present": false,
                    "stitching_description": "not_visible; beaded construction, no leather stitching visible",
                    "strap_construction": "thin metal chain shoulder strap attached at top sides",
                    "turnlock_present": false
                },
                "positive_evidence": [],
                "possible_model_reasoning": [
                    "No Coach model fits: sequin evening-bag silhouette, beaded textile body, chain strap and satin lining are inconsistent with any Coach catalog style in \u00a74",
                    "Interior tag in photo 4-5 identifies as fashion import, not Coach; no creed patch, wordmark, turnlock or glove-tanned leather present",
                    "Condition: Very Good to Excellent for its type; sequins appear intact in photo 1-3, lining clean in photo 4-5"
                ],
                "possible_models": [],
                "recommended_max_bid": 8,
                "seller_misidentification_probability": 0.02,
                "vintage_probability": 0.4
            }
        }
    ],
    "_usage": [
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            "total_tokens": 18505,
            "estimated_cost_usd": 0.009014
        },
        {
            "model_name": "meta:muse-spark-1.3-contributor",
            "input_tokens": 18033,
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}