Vintage Coach Hunter

{
    "is_handbag_probability": 0.985,
    "coach_probability": 0.02,
    "vintage_probability": 0.02,
    "authenticity_confidence": 0.02,
    "image_quality_score": 0.765,
    "seller_misidentification_probability": 0.025,
    "confidence": 0.9,
    "recommended_max_bid": 11,
    "estimated_resale_low": 10,
    "estimated_resale_high": 32.5,
    "possible_models": [],
    "positive_evidence": [
        "photo 1: clearly a handbag with shoulder handles, zippered front pocket, flap and buckle detail.",
        "photo 6: product graphic identifies the apparent brand as CraftedElite, not Coach."
    ],
    "negative_evidence": [
        "photo 1: prominent floral tapestry\/fabric panel and suede-like trim do not resemble classic Coach glove-tanned leather construction.",
        "photo 1: hardware consists of buckles, zippers and snap-like side hardware; no Coach turnlock or other recognizable Coach hardware is visible.",
        "photo 4: plain back panel has no Coach wordmark, carriage, hangtag or creed patch.",
        "photo 6: the branded size chart explicitly presents the item as a CraftedElite leather-and-fabric bag.",
        "photo 1: all-over floral tapestry fabric front panel - never a vintage Coach glove-tanned material",
        "photo 1-4: long cylindrical barrel silhouette with buckle-tab flap and full-length front zip pocket - matches no Coach catalog style",
        "photo 1-4: no creed patch, no COACH wordmark, no horse-and-carriage, no leather hangtag visible",
        "photo 1-4: no solid-brass turnlock with vintage geometry; closure is buckle + zipper",
        "photo 5: branded CRAFTEDELITE LEATHER BAGS size chart indicates modern custom\/fast-fashion maker, not Coach"
    ],
    "missing_information": [
        "photo 1-6: no actual interior creed patch or serial\/style tag is shown in a close-up.",
        "photo 1-6: zipper-pull markings, interior label, and country-of-origin marking are not readable.",
        "photo 1-6: the images appear highly staged or digitally rendered rather than ordinary listing photographs; request original in-hand photos.",
        "photo 1-4: no interior creed patch shown - request straight-on creed photo",
        "photo 5 thumbnail only: interior lining and pockets not shown emptied",
        "photo 1-4: no COACH wordmark, hangtag, or hardware stamps visible - request close-ups",
        "photo 1-4: bottom and corner wear not shown"
    ],
    "authenticity_concerns": [
        "photo 1: the floral fabric and suede-like construction are inconsistent with the classic vintage Coach population and suggest a modern non-Coach design.",
        "photo 6: the visible CraftedElite branding conflicts with Coach attribution."
    ],
    "possible_model_reasoning": [
        "photo 1: silhouette is a modern floral fabric-and-suede shoulder tote, not a close match to a documented vintage Coach model.",
        "photo 6: stated dimensions and CraftedElite branding support a contemporary commercial product rather than a vintage Coach bag.",
        "Condition: appears new or unused in polished product imagery, but actual condition cannot be verified from the rendered-looking photos.",
        "No Coach model matches: barrel shape, tapestry panel, buckle-plus-zipper front, and suede-like trim are inconsistent with 1970s-1990s glove-tanned classics and with modern Coach lines",
        "Era reasoning: modern non-Coach custom boho product per Craftedelite branding and new-condition studio renders",
        "Condition: appears New; studio product images with no wear visible, but interior, bottom, and strap details not adequately shown"
    ],
    "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: multiple small buckles, metal zipper teeth and a side snap-like closure are visible; no Coach-marked hardware is visible.",
        "leather_description": "photo 1: tan suede-like or brushed material is visible on the trim and back; the floral front appears fabric or tapestry. Exact material cannot be confirmed from the photos.",
        "lining_description": "photo 6: black interior lining is shown in the product graphic; no real close-up is available.",
        "strap_construction": "photo 1: two long fixed shoulder straps with adjustable buckle sections and stitched leather-like tabs.",
        "stitching_description": "photo 1: visible double-row stitching appears generally even, but construction details are not sufficient for brand attribution."
    },
    "ensemble_agreement": "HIGH",
    "ensemble_variance": 0.0019,
    "ensemble_members": [
        {
            "model_name": "openai:gpt-5.6-luna",
            "result": {
                "is_handbag_probability": 0.98,
                "coach_probability": 0.02,
                "vintage_probability": 0.02,
                "authenticity_confidence": 0.02,
                "image_quality_score": 0.88,
                "seller_misidentification_probability": 0.03,
                "estimated_era": "modern (2000s+), non-Coach",
                "possible_models": [],
                "positive_evidence": [
                    "photo 1: clearly a handbag with shoulder handles, zippered front pocket, flap and buckle detail.",
                    "photo 6: product graphic identifies the apparent brand as CraftedElite, not Coach."
                ],
                "negative_evidence": [
                    "photo 1: prominent floral tapestry\/fabric panel and suede-like trim do not resemble classic Coach glove-tanned leather construction.",
                    "photo 1: hardware consists of buckles, zippers and snap-like side hardware; no Coach turnlock or other recognizable Coach hardware is visible.",
                    "photo 4: plain back panel has no Coach wordmark, carriage, hangtag or creed patch.",
                    "photo 6: the branded size chart explicitly presents the item as a CraftedElite leather-and-fabric bag."
                ],
                "missing_information": [
                    "photo 1-6: no actual interior creed patch or serial\/style tag is shown in a close-up.",
                    "photo 1-6: zipper-pull markings, interior label, and country-of-origin marking are not readable.",
                    "photo 1-6: the images appear highly staged or digitally rendered rather than ordinary listing photographs; request original in-hand photos."
                ],
                "authenticity_concerns": [
                    "photo 1: the floral fabric and suede-like construction are inconsistent with the classic vintage Coach population and suggest a modern non-Coach design.",
                    "photo 6: the visible CraftedElite branding conflicts with Coach attribution."
                ],
                "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: multiple small buckles, metal zipper teeth and a side snap-like closure are visible; no Coach-marked hardware is visible.",
                    "leather_description": "photo 1: tan suede-like or brushed material is visible on the trim and back; the floral front appears fabric or tapestry. Exact material cannot be confirmed from the photos.",
                    "lining_description": "photo 6: black interior lining is shown in the product graphic; no real close-up is available.",
                    "strap_construction": "photo 1: two long fixed shoulder straps with adjustable buckle sections and stitched leather-like tabs.",
                    "stitching_description": "photo 1: visible double-row stitching appears generally even, but construction details are not sufficient for brand attribution."
                },
                "possible_model_reasoning": [
                    "photo 1: silhouette is a modern floral fabric-and-suede shoulder tote, not a close match to a documented vintage Coach model.",
                    "photo 6: stated dimensions and CraftedElite branding support a contemporary commercial product rather than a vintage Coach bag.",
                    "Condition: appears new or unused in polished product imagery, but actual condition cannot be verified from the rendered-looking photos."
                ],
                "confidence": 0.9,
                "recommended_max_bid": 10,
                "estimated_resale_low": 10,
                "estimated_resale_high": 35
            }
        },
        {
            "model_name": "meta:muse-spark-1.3-contributor",
            "result": {
                "authenticity_concerns": [],
                "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": 0.65,
                "is_handbag_probability": 0.99,
                "missing_information": [
                    "photo 1-4: no interior creed patch shown - request straight-on creed photo",
                    "photo 5 thumbnail only: interior lining and pockets not shown emptied",
                    "photo 1-4: no COACH wordmark, hangtag, or hardware stamps visible - request close-ups",
                    "photo 1-4: bottom and corner wear not shown"
                ],
                "negative_evidence": [
                    "photo 1: all-over floral tapestry fabric front panel - never a vintage Coach glove-tanned material",
                    "photo 1-4: long cylindrical barrel silhouette with buckle-tab flap and full-length front zip pocket - matches no Coach catalog style",
                    "photo 1-4: no creed patch, no COACH wordmark, no horse-and-carriage, no leather hangtag visible",
                    "photo 1-4: no solid-brass turnlock with vintage geometry; closure is buckle + zipper",
                    "photo 5: branded CRAFTEDELITE LEATHER BAGS size chart indicates modern custom\/fast-fashion maker, not Coach"
                ],
                "observed_features": {
                    "coach_wordmark_present": false,
                    "creed_present": false,
                    "creed_text": "not_visible",
                    "hangtag_present": false,
                    "hardware_description": "brass-tone small buckles on straps and center tab and brass-tone front zipper with leather pull; no turnlock; no COACH stamping visible",
                    "leather_description": "tan suede \/ nubuck-like trim on flap, ends, and straps with napped texture; body front is multicolor floral tapestry fabric",
                    "lining_description": "black fabric lining visible only in small top-view thumbnail in photo 5; otherwise not_visible",
                    "serial_or_style_number": "not_visible",
                    "serial_or_style_number_present": false,
                    "stitching_description": "light contrast topstitching along straps and flap edge; even machine stitching",
                    "strap_construction": "dual fixed shoulder straps in tan suede-like material, one with buckle adjustment holes",
                    "turnlock_present": false
                },
                "positive_evidence": [],
                "possible_model_reasoning": [
                    "No Coach model matches: barrel shape, tapestry panel, buckle-plus-zipper front, and suede-like trim are inconsistent with 1970s-1990s glove-tanned classics and with modern Coach lines",
                    "Era reasoning: modern non-Coach custom boho product per Craftedelite branding and new-condition studio renders",
                    "Condition: appears New; studio product images with no wear visible, but interior, bottom, and strap details not adequately shown"
                ],
                "possible_models": [],
                "recommended_max_bid": 12,
                "seller_misidentification_probability": 0.02,
                "vintage_probability": 0.02
            }
        }
    ],
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        },
        {
            "model_name": "meta:muse-spark-1.3-contributor",
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}