Vintage Coach Hunter

{
    "is_handbag_probability": 0.065,
    "coach_probability": 0.015,
    "vintage_probability": 0.09,
    "authenticity_confidence": 0.02,
    "image_quality_score": 0.78,
    "seller_misidentification_probability": 0.07,
    "confidence": 0.9,
    "recommended_max_bid": 4.5,
    "estimated_resale_low": 5,
    "estimated_resale_high": 13.5,
    "possible_models": [],
    "positive_evidence": [],
    "negative_evidence": [
        "photo 1: item is a hanging toiletry\/cosmetic organizer rather than a conventional handbag",
        "photo 1: visible floral, heart, argyle and cursive-letter textile print is not Coach Signature C or a recognizable Coach motif",
        "photo 2: interior uses clear vinyl and light synthetic fabric, unlike classic Coach leather construction",
        "photo 2: multiple zip compartments and hanging hook indicate a travel toiletry case",
        "photo 5: no legible Coach wordmark, horse-and-carriage, creed patch, or Coach hangtag is visible",
        "photo 6: zipper pulls and hardware appear generic and are not visibly Coach-marked",
        "photo 1: hanging toiletry\/cosmetic case, not a handbag silhouette, no flap, no turnlock",
        "photo 1, photo 4: exterior is printed cotton\/poly fabric with rose\/heart\/diamond print, not glove-tanned leather",
        "photo 2, photo 3, photo 5, photo 6: clear vinyl\/plastic zip compartments and white synthetic lining, never used on vintage Coach classics",
        "photo 2, photo 3: wire hanging hook and small base-metal coil zippers, no solid brass Coach hardware",
        "photo 1-6: no creed patch, no COACH wordmark, no horse-and-carriage, no leather hangtag visible"
    ],
    "missing_information": [
        "photo 1-6: no brand\/care label is shown; request a clear photograph of every sewn-in label",
        "photo 1-6: bottom, side seams, and reverse exterior are not fully documented",
        "photo 1-6: seller-stated dimensions and material composition are absent",
        "No Coach-specific views needed; object type already excludes Coach - no leather creed, hardware, or handbag construction to verify"
    ],
    "authenticity_concerns": [
        "photo 1-6: no Coach identifiers are visible, while the synthetic organizer construction and decorative non-Coach print are inconsistent with vintage Coach handbag construction"
    ],
    "possible_model_reasoning": [
        "photo 1-6: silhouette and compartment layout fit a generic hanging travel cosmetic\/toiletry organizer, not a listed Coach handbag model",
        "photo 1-6: no identifier supports dating; the synthetic materials and decorative print suggest a modern or late-20th\/early-21st-century accessory",
        "photo 1-6: condition appears Good at best due to visible dirt, discoloration, creasing, and worn-looking synthetic\/vinyl areas; odor and hidden damage are unknown",
        "Not a Coach handbag model: object is a fabric hanging travel cosmetic\/toiletry organizer with vinyl compartments, a category Coach did not make in this construction",
        "Materials rule out vintage Coach: printed fabric + plastic + synthetic lining vs glove-tanned leather + solid brass + unlined suede interior",
        "No hard identifiers: no creed, no serial, no wordmark, no hangtag in any of 6 photos",
        "Condition: Good to Very Good as toiletry case with light soiling visible photo 6; irrelevant to Coach value"
    ],
    "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": "photo 1-6: generic dark-tone metal hanging hook and zipper pulls; no Coach engraving visible",
        "leather_description": "photo 1-6: no leather visible; exterior appears textile and interior appears synthetic\/vinyl",
        "lining_description": "photo 2-6: light synthetic fabric with multiple clear vinyl zippered compartments",
        "strap_construction": "photo 1-6: no shoulder or crossbody strap visible; hanging hook present",
        "stitching_description": "photo 2-6: machine-stitched synthetic organizer construction is visible; stitching is generally even but some edge wear and discoloration are present"
    },
    "ensemble_agreement": "HIGH",
    "ensemble_variance": 0.0013,
    "ensemble_members": [
        {
            "model_name": "openai:gpt-5.6-luna",
            "result": {
                "is_handbag_probability": 0.08,
                "coach_probability": 0.02,
                "vintage_probability": 0.08,
                "authenticity_confidence": 0.02,
                "image_quality_score": 0.86,
                "seller_misidentification_probability": 0.12,
                "estimated_era": "modern (2000s+), non-Coach",
                "possible_models": [],
                "positive_evidence": [],
                "negative_evidence": [
                    "photo 1: item is a hanging toiletry\/cosmetic organizer rather than a conventional handbag",
                    "photo 1: visible floral, heart, argyle and cursive-letter textile print is not Coach Signature C or a recognizable Coach motif",
                    "photo 2: interior uses clear vinyl and light synthetic fabric, unlike classic Coach leather construction",
                    "photo 2: multiple zip compartments and hanging hook indicate a travel toiletry case",
                    "photo 5: no legible Coach wordmark, horse-and-carriage, creed patch, or Coach hangtag is visible",
                    "photo 6: zipper pulls and hardware appear generic and are not visibly Coach-marked"
                ],
                "missing_information": [
                    "photo 1-6: no brand\/care label is shown; request a clear photograph of every sewn-in label",
                    "photo 1-6: bottom, side seams, and reverse exterior are not fully documented",
                    "photo 1-6: seller-stated dimensions and material composition are absent"
                ],
                "authenticity_concerns": [
                    "photo 1-6: no Coach identifiers are visible, while the synthetic organizer construction and decorative non-Coach print are inconsistent with vintage Coach handbag construction"
                ],
                "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 1-6: generic dark-tone metal hanging hook and zipper pulls; no Coach engraving visible",
                    "leather_description": "photo 1-6: no leather visible; exterior appears textile and interior appears synthetic\/vinyl",
                    "lining_description": "photo 2-6: light synthetic fabric with multiple clear vinyl zippered compartments",
                    "strap_construction": "photo 1-6: no shoulder or crossbody strap visible; hanging hook present",
                    "stitching_description": "photo 2-6: machine-stitched synthetic organizer construction is visible; stitching is generally even but some edge wear and discoloration are present"
                },
                "possible_model_reasoning": [
                    "photo 1-6: silhouette and compartment layout fit a generic hanging travel cosmetic\/toiletry organizer, not a listed Coach handbag model",
                    "photo 1-6: no identifier supports dating; the synthetic materials and decorative print suggest a modern or late-20th\/early-21st-century accessory",
                    "photo 1-6: condition appears Good at best due to visible dirt, discoloration, creasing, and worn-looking synthetic\/vinyl areas; odor and hidden damage are unknown"
                ],
                "confidence": 0.9,
                "recommended_max_bid": 4,
                "estimated_resale_low": 5,
                "estimated_resale_high": 15
            }
        },
        {
            "model_name": "meta:muse-spark-1.3-contributor",
            "result": {
                "authenticity_concerns": [],
                "authenticity_confidence": 0.02,
                "coach_probability": 0.01,
                "confidence": 0.9,
                "estimated_era": "modern (2000s+), non-Coach",
                "estimated_resale_high": 12,
                "estimated_resale_low": 5,
                "image_quality_score": 0.7,
                "is_handbag_probability": 0.05,
                "missing_information": [
                    "No Coach-specific views needed; object type already excludes Coach - no leather creed, hardware, or handbag construction to verify"
                ],
                "negative_evidence": [
                    "photo 1: hanging toiletry\/cosmetic case, not a handbag silhouette, no flap, no turnlock",
                    "photo 1, photo 4: exterior is printed cotton\/poly fabric with rose\/heart\/diamond print, not glove-tanned leather",
                    "photo 2, photo 3, photo 5, photo 6: clear vinyl\/plastic zip compartments and white synthetic lining, never used on vintage Coach classics",
                    "photo 2, photo 3: wire hanging hook and small base-metal coil zippers, no solid brass Coach hardware",
                    "photo 1-6: no creed patch, no COACH wordmark, no horse-and-carriage, no leather hangtag visible"
                ],
                "observed_features": {
                    "coach_wordmark_present": false,
                    "creed_present": false,
                    "creed_text": "not_visible",
                    "hangtag_present": false,
                    "hardware_description": "small dark base-metal zipper pulls and thin wire hanging hook visible in photo 2, photo 3; no solid brass turnlock, buckle, D-rings or dogleash clips",
                    "leather_description": "no leather visible; quilted\/printed fabric exterior with pink roses, hearts and script initials on mint\/cream diamond ground",
                    "lining_description": "white synthetic textile lining with clear plastic\/vinyl zip pockets visible in photo 2, photo 3, photo 5, photo 6",
                    "serial_or_style_number": "not_visible",
                    "serial_or_style_number_present": false,
                    "stitching_description": "basic straight machine stitching around edges and pocket bindings; no tight matched leather stitching",
                    "strap_construction": "no shoulder strap or top handle; wire hanger hook only for hanging organizer",
                    "turnlock_present": false
                },
                "positive_evidence": [],
                "possible_model_reasoning": [
                    "Not a Coach handbag model: object is a fabric hanging travel cosmetic\/toiletry organizer with vinyl compartments, a category Coach did not make in this construction",
                    "Materials rule out vintage Coach: printed fabric + plastic + synthetic lining vs glove-tanned leather + solid brass + unlined suede interior",
                    "No hard identifiers: no creed, no serial, no wordmark, no hangtag in any of 6 photos",
                    "Condition: Good to Very Good as toiletry case with light soiling visible photo 6; irrelevant to Coach value"
                ],
                "possible_models": [],
                "recommended_max_bid": 5,
                "seller_misidentification_probability": 0.02,
                "vintage_probability": 0.1
            }
        }
    ],
    "_usage": [
        {
            "model_name": "openai:gpt-5.6-luna",
            "input_tokens": 30221,
            "output_tokens": 740,
            "total_tokens": 30961,
            "estimated_cost_usd": 0.013864
        },
        {
            "model_name": "meta:muse-spark-1.3-contributor",
            "input_tokens": 31921,
            "output_tokens": 1301,
            "total_tokens": 33222,
            "estimated_cost_usd": 0.007425
        }
    ]
}