Vintage Coach Hunter

{
    "is_handbag_probability": 0.97,
    "coach_probability": 0.02,
    "vintage_probability": 0.175,
    "authenticity_confidence": 0.02,
    "image_quality_score": 0.84,
    "seller_misidentification_probability": 0.065,
    "confidence": 0.92,
    "recommended_max_bid": 16,
    "estimated_resale_low": 12.5,
    "estimated_resale_high": 40,
    "possible_models": [],
    "positive_evidence": [
        "photo 1: Clearly a handbag\/overnighter satchel with dual handles, zip-top closure, and large interior capacity.",
        "photo 6: Interior lining visibly repeats CASSINI branding, supporting the seller's Oleg Cassini attribution rather than Coach.",
        "photo 1: Brown\/tan monogram textile with dark trim and orderly construction is consistent with a branded fashion satchel."
    ],
    "negative_evidence": [
        "photo 1: The monogram uses C-like motifs and floral elements, not Coach's documented Signature C pattern; no Coach wordmark or carriage is visible.",
        "photo 3: Decorative circular C emblem is not a Coach horse-and-carriage or standard vintage Coach mark.",
        "photo 6: Interior is visibly branded CASSINI, not a Coach creed or Coach lining.",
        "photos 1-6: The bag is a large fabric-lined zip satchel with synthetic-looking patterned textile and trim, unlike classic vintage Coach glove-tanned leather construction.",
        "photo 4: Hardware appears dark\/plated rather than the solid brass hardware typical of many vintage Coach classics.",
        "photo 1, photo 2: coated canvas monogram satchel with faux-leather trim, not glove-tanned leather",
        "photo 6: grey synthetic lining printed CASSINI throughout, not unlined suede or Coach lining",
        "photo 1-6: no creed patch, no COACH wordmark, no horse-and-carriage, no leather hangtag visible",
        "photo 1, photo 2, photo 5: zip-top overnighter silhouette with short handles, no turnlock, no solid brass vintage hardware",
        "listing title states Vintage Oleg Cassini Monogram Overnighter, consistent with photos"
    ],
    "missing_information": [
        "photo 6: Close-up of the interior Cassini label and any sewn country-of-origin or care tag.",
        "photo 6: Close-up of all interior pockets and seams to confirm whether any additional brand or style tag is present.",
        "photo 1: Seller-stated dimensions are provided, but a scale photo and close-ups of corners, zipper pulls, and handle attachments would better assess condition.",
        "photo 5: Close-up of the bottom corners and base seams for wear or damage.",
        "No Coach creed or wordmark visible in any view - no further Coach-specific photos needed given branded Cassini lining"
    ],
    "authenticity_concerns": [
        "photos 1, 3, and 6: The C-like exterior monogram and circular C emblem could be mistaken for Coach motifs, but the visible CASSINI lining identifies this as a non-Coach branded bag.",
        "photo 6: No Coach creed, serial\/style number, or Coach identifier is visible; the interior branding is inconsistent with Coach manufacture.",
        "photo 1, photo 2, photo 3: all-over C-with-bow monogram is C-like print, not Coach Signature C pairing and alignment",
        "photo 3: double-C metal medallion is not Coach turnlock geometry and not horse-and-carriage",
        "photo 6: interior lining printed CASSINI, indicating Oleg Cassini maker, not Coach"
    ],
    "possible_model_reasoning": [
        "The shape is an overnighter or satchel, not a recognizable Coach catalog classic; no Coach model is supported.",
        "photo 6: Repeated CASSINI lining strongly supports Oleg Cassini branding and explains the seller's attribution.",
        "Condition: Very Good based on the visible clean exterior, intact handles, and apparently functional zippers; interior is shown, but odor and hidden wear cannot be assessed.",
        "No Coach model fits: canvas C-bow print, Cassini-branded lining, overnighter zip-top shape and medallion hardware are inconsistent with any Coach catalog style",
        "Era reasoning: synthetic lining, faux-leather trim, zip construction and Oleg Cassini branding indicate modern (2000s+) non-Coach travel bag",
        "Condition: Good to Very Good; exterior canvas looks clean in photo 1-2, bottom shows light wear in photo 4, interior looks empty and clean in photo 6"
    ],
    "estimated_era": "modern (2000s+), non-Coach",
    "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 1-5: Dark metal zipper hardware and a circular raised C emblem; no Coach-stamped hardware is visible.",
        "leather_description": "photos 1-5: Dark smooth-looking trim and handles around a tan\/brown woven or textile monogram body; leather type is not verifiable from these photos.",
        "lining_description": "photo 6: Dark textile lining visibly printed with repeated CASSINI text and circular marks.",
        "strap_construction": "photos 1, 2, and 5: Two padded dark handles attached with rectangular stitched tabs; no detachable shoulder strap is visible.",
        "stitching_description": "photos 1-5: Multiple rows of generally even contrasting stitching are visible along the trim and handle attachments."
    },
    "ensemble_agreement": "HIGH",
    "ensemble_variance": 0.0015,
    "ensemble_members": [
        {
            "model_name": "openai:gpt-5.6-luna",
            "result": {
                "is_handbag_probability": 0.99,
                "coach_probability": 0.02,
                "vintage_probability": 0.25,
                "authenticity_confidence": 0.02,
                "image_quality_score": 0.9,
                "seller_misidentification_probability": 0.08,
                "estimated_era": "modern (2000s+), non-Coach",
                "possible_models": [],
                "positive_evidence": [
                    "photo 1: Clearly a handbag\/overnighter satchel with dual handles, zip-top closure, and large interior capacity.",
                    "photo 6: Interior lining visibly repeats CASSINI branding, supporting the seller's Oleg Cassini attribution rather than Coach.",
                    "photo 1: Brown\/tan monogram textile with dark trim and orderly construction is consistent with a branded fashion satchel."
                ],
                "negative_evidence": [
                    "photo 1: The monogram uses C-like motifs and floral elements, not Coach's documented Signature C pattern; no Coach wordmark or carriage is visible.",
                    "photo 3: Decorative circular C emblem is not a Coach horse-and-carriage or standard vintage Coach mark.",
                    "photo 6: Interior is visibly branded CASSINI, not a Coach creed or Coach lining.",
                    "photos 1-6: The bag is a large fabric-lined zip satchel with synthetic-looking patterned textile and trim, unlike classic vintage Coach glove-tanned leather construction.",
                    "photo 4: Hardware appears dark\/plated rather than the solid brass hardware typical of many vintage Coach classics."
                ],
                "missing_information": [
                    "photo 6: Close-up of the interior Cassini label and any sewn country-of-origin or care tag.",
                    "photo 6: Close-up of all interior pockets and seams to confirm whether any additional brand or style tag is present.",
                    "photo 1: Seller-stated dimensions are provided, but a scale photo and close-ups of corners, zipper pulls, and handle attachments would better assess condition.",
                    "photo 5: Close-up of the bottom corners and base seams for wear or damage."
                ],
                "authenticity_concerns": [
                    "photos 1, 3, and 6: The C-like exterior monogram and circular C emblem could be mistaken for Coach motifs, but the visible CASSINI lining identifies this as a non-Coach branded bag.",
                    "photo 6: No Coach creed, serial\/style number, or Coach identifier is visible; the interior branding is inconsistent with 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 1-5: Dark metal zipper hardware and a circular raised C emblem; no Coach-stamped hardware is visible.",
                    "leather_description": "photos 1-5: Dark smooth-looking trim and handles around a tan\/brown woven or textile monogram body; leather type is not verifiable from these photos.",
                    "lining_description": "photo 6: Dark textile lining visibly printed with repeated CASSINI text and circular marks.",
                    "strap_construction": "photos 1, 2, and 5: Two padded dark handles attached with rectangular stitched tabs; no detachable shoulder strap is visible.",
                    "stitching_description": "photos 1-5: Multiple rows of generally even contrasting stitching are visible along the trim and handle attachments."
                },
                "possible_model_reasoning": [
                    "The shape is an overnighter or satchel, not a recognizable Coach catalog classic; no Coach model is supported.",
                    "photo 6: Repeated CASSINI lining strongly supports Oleg Cassini branding and explains the seller's attribution.",
                    "Condition: Very Good based on the visible clean exterior, intact handles, and apparently functional zippers; interior is shown, but odor and hidden wear cannot be assessed."
                ],
                "confidence": 0.94,
                "recommended_max_bid": 20,
                "estimated_resale_low": 15,
                "estimated_resale_high": 50
            }
        },
        {
            "model_name": "meta:muse-spark-1.3-contributor",
            "result": {
                "authenticity_concerns": [
                    "photo 1, photo 2, photo 3: all-over C-with-bow monogram is C-like print, not Coach Signature C pairing and alignment",
                    "photo 3: double-C metal medallion is not Coach turnlock geometry and not horse-and-carriage",
                    "photo 6: interior lining printed CASSINI, indicating Oleg Cassini maker, not Coach"
                ],
                "authenticity_confidence": 0.02,
                "coach_probability": 0.02,
                "confidence": 0.9,
                "estimated_era": "modern (2000s+), non-Coach",
                "estimated_resale_high": 30,
                "estimated_resale_low": 10,
                "image_quality_score": 0.78,
                "is_handbag_probability": 0.95,
                "missing_information": [
                    "No Coach creed or wordmark visible in any view - no further Coach-specific photos needed given branded Cassini lining"
                ],
                "negative_evidence": [
                    "photo 1, photo 2: coated canvas monogram satchel with faux-leather trim, not glove-tanned leather",
                    "photo 6: grey synthetic lining printed CASSINI throughout, not unlined suede or Coach lining",
                    "photo 1-6: no creed patch, no COACH wordmark, no horse-and-carriage, no leather hangtag visible",
                    "photo 1, photo 2, photo 5: zip-top overnighter silhouette with short handles, no turnlock, no solid brass vintage hardware",
                    "listing title states Vintage Oleg Cassini Monogram Overnighter, consistent with photos"
                ],
                "observed_features": {
                    "coach_wordmark_present": false,
                    "creed_present": false,
                    "creed_text": "not_visible",
                    "hangtag_present": false,
                    "hardware_description": "photo 3: brass-tone double-C medallion on leather-like patch; photo 4: black plastic base feet; photo 1-2,5: dark-tone handle rings and zipper, not solid brass turnlock",
                    "leather_description": "photo 1-2,4-5: tan\/black coated canvas with repeating C and bow lattice monogram, dark brown smooth trim and rolled handles appearing faux-leather",
                    "lining_description": "photo 6: grey synthetic satin-like lining printed with CASSINI text and small logos",
                    "serial_or_style_number": "not_visible",
                    "serial_or_style_number_present": false,
                    "stitching_description": "photo 5: light contrast topstitching along zipper trim, even; photo 1-2: light stitching on handle anchors",
                    "strap_construction": "photo 1-2,5: dual short rolled top handles with snap-together grip wrap, anchored with metal rings; no detachable shoulder strap shown",
                    "turnlock_present": false
                },
                "positive_evidence": [],
                "possible_model_reasoning": [
                    "No Coach model fits: canvas C-bow print, Cassini-branded lining, overnighter zip-top shape and medallion hardware are inconsistent with any Coach catalog style",
                    "Era reasoning: synthetic lining, faux-leather trim, zip construction and Oleg Cassini branding indicate modern (2000s+) non-Coach travel bag",
                    "Condition: Good to Very Good; exterior canvas looks clean in photo 1-2, bottom shows light wear in photo 4, interior looks empty and clean in photo 6"
                ],
                "possible_models": [],
                "recommended_max_bid": 12,
                "seller_misidentification_probability": 0.05,
                "vintage_probability": 0.1
            }
        }
    ],
    "_usage": [
        {
            "model_name": "openai:gpt-5.6-luna",
            "input_tokens": 29568,
            "output_tokens": 924,
            "total_tokens": 30492,
            "estimated_cost_usd": 0.014045
        },
        {
            "model_name": "meta:muse-spark-1.3-contributor",
            "input_tokens": 30926,
            "output_tokens": 1589,
            "total_tokens": 32515,
            "estimated_cost_usd": 0.007456
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}