Vintage Coach Hunter

{
    "is_handbag_probability": 0.085,
    "coach_probability": 0.01,
    "vintage_probability": 0.015,
    "authenticity_confidence": 0.01,
    "image_quality_score": 0.875,
    "seller_misidentification_probability": 0.035,
    "confidence": 0.945,
    "recommended_max_bid": 40,
    "estimated_resale_low": 79.5,
    "estimated_resale_high": 204.5,
    "possible_models": [],
    "positive_evidence": [],
    "negative_evidence": [
        "photo 1: listing shows a bulk lot of small kiss-clasp coin purses, not conventional handbags.",
        "photo 2: visible materials appear to be colorful synthetic lace, mesh, or textile fabric rather than Coach glove-tanned leather or coated canvas.",
        "photo 1: hardware is bright silver-tone kiss-clasp framing, not a vintage Coach turnlock or classic brass hardware.",
        "photos 1-6: no COACH wordmark, horse-and-carriage, creed patch, hangtag, or serial\/style number is visible.",
        "photos 1-6: repeated identical mass-produced designs, retail-style product photography, and plastic packaging are inconsistent with vintage Coach construction.",
        "photo 1-6: 159-piece wholesale lot of small kiss-frame coin purses, not handbags",
        "photo 2-6: bodies are synthetic lace \/ rosette fabric and paisley polyester in neon colors, not glove-tanned leather",
        "photo 2: silver-tone kiss-clasp frames, not solid brass vintage Coach hardware",
        "photo 2: black synthetic lining visible in open purse, not unlined suede",
        "photo 1-6: no creed patch, no COACH wordmark, no horse-and-carriage, no leather hangtag visible on any unit"
    ],
    "missing_information": [
        "photo 1: individual interior views are not provided.",
        "photos 1-6: no close-ups of labels, tags, seams, or country-of-origin markings are provided.",
        "photos 1-6: material composition and dimensions are seller-provided or depicted in promotional graphics rather than independently documented.",
        "No Coach identifiers to request - lot is clearly mass-produced synthetic coin purses, not leather handbags"
    ],
    "authenticity_concerns": [
        "photos 1-6: the products are generic mass-produced textile coin purses with no visible Coach identifiers; they should not be treated as Coach items.",
        "photos 1-6: bright plated-looking frame hardware and synthetic\/textile bodies are inconsistent with the typical vintage Coach leather handbag population."
    ],
    "possible_model_reasoning": [
        "photo 1: these are small kiss-clasp coin purses, not a recognizable Coach handbag model; no Coach model is supported.",
        "photos 1-6: the repeated modern wholesale presentation and synthetic textile construction support a modern non-Coach classification.",
        "Condition: New or wholesale-stock appearance based on sealed plastic packaging in photos 1 and 3, but actual condition and functionality of all 159 pieces cannot be verified.",
        "Not a handbag - 159x wallet-only kiss-clasp coin purses 5x3.5 in (photo 4), so no Coach handbag model applies",
        "Materials (lace\/polyester, silver-tone frames, synthetic lining) exclude vintage Coach glove-tanned construction per Step 1 triage",
        "No creed, wordmark, hangtag, brass or leather to decode or date; era is modern non-Coach wholesale goods",
        "Condition: New wholesale closeout in plastic wrap; not graded on vintage scale"
    ],
    "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: bright silver-tone kiss-clasp frames with ball-ended clasp levers are visible; no Coach engraving is visible.",
        "leather_description": "photos 1-6: bodies appear to be synthetic lace, mesh, or textile fabric with embossed or printed floral and paisley motifs; leather is not visible.",
        "lining_description": "photo 2: one open sample shows a dark smooth-looking lining, but construction details are limited by the promotional image.",
        "strap_construction": "no strap - small handheld kiss-frame coin purses",
        "stitching_description": "photos 1-6: stitching and seam construction are not sufficiently visible for assessment."
    },
    "ensemble_agreement": "HIGH",
    "ensemble_variance": 0.0003,
    "ensemble_members": [
        {
            "model_name": "openai:gpt-5.6-luna",
            "result": {
                "is_handbag_probability": 0.12,
                "coach_probability": 0.01,
                "vintage_probability": 0.01,
                "authenticity_confidence": 0.01,
                "image_quality_score": 0.9,
                "seller_misidentification_probability": 0.05,
                "estimated_era": "modern (2000s+), non-Coach",
                "possible_models": [],
                "positive_evidence": [],
                "negative_evidence": [
                    "photo 1: listing shows a bulk lot of small kiss-clasp coin purses, not conventional handbags.",
                    "photo 2: visible materials appear to be colorful synthetic lace, mesh, or textile fabric rather than Coach glove-tanned leather or coated canvas.",
                    "photo 1: hardware is bright silver-tone kiss-clasp framing, not a vintage Coach turnlock or classic brass hardware.",
                    "photos 1-6: no COACH wordmark, horse-and-carriage, creed patch, hangtag, or serial\/style number is visible.",
                    "photos 1-6: repeated identical mass-produced designs, retail-style product photography, and plastic packaging are inconsistent with vintage Coach construction."
                ],
                "missing_information": [
                    "photo 1: individual interior views are not provided.",
                    "photos 1-6: no close-ups of labels, tags, seams, or country-of-origin markings are provided.",
                    "photos 1-6: material composition and dimensions are seller-provided or depicted in promotional graphics rather than independently documented."
                ],
                "authenticity_concerns": [
                    "photos 1-6: the products are generic mass-produced textile coin purses with no visible Coach identifiers; they should not be treated as Coach items.",
                    "photos 1-6: bright plated-looking frame hardware and synthetic\/textile bodies are inconsistent with the typical vintage Coach leather handbag population."
                ],
                "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: bright silver-tone kiss-clasp frames with ball-ended clasp levers are visible; no Coach engraving is visible.",
                    "leather_description": "photos 1-6: bodies appear to be synthetic lace, mesh, or textile fabric with embossed or printed floral and paisley motifs; leather is not visible.",
                    "lining_description": "photo 2: one open sample shows a dark smooth-looking lining, but construction details are limited by the promotional image.",
                    "strap_construction": "not_visible",
                    "stitching_description": "photos 1-6: stitching and seam construction are not sufficiently visible for assessment."
                },
                "possible_model_reasoning": [
                    "photo 1: these are small kiss-clasp coin purses, not a recognizable Coach handbag model; no Coach model is supported.",
                    "photos 1-6: the repeated modern wholesale presentation and synthetic textile construction support a modern non-Coach classification.",
                    "Condition: New or wholesale-stock appearance based on sealed plastic packaging in photos 1 and 3, but actual condition and functionality of all 159 pieces cannot be verified."
                ],
                "confidence": 0.94,
                "recommended_max_bid": null,
                "estimated_resale_low": 80,
                "estimated_resale_high": 250
            }
        },
        {
            "model_name": "meta:muse-spark-1.3-contributor",
            "result": {
                "authenticity_concerns": [],
                "authenticity_confidence": 0.01,
                "coach_probability": 0.01,
                "confidence": 0.95,
                "estimated_era": "modern (2000s+), non-Coach",
                "estimated_resale_high": 159,
                "estimated_resale_low": 79,
                "image_quality_score": 0.85,
                "is_handbag_probability": 0.05,
                "missing_information": [
                    "No Coach identifiers to request - lot is clearly mass-produced synthetic coin purses, not leather handbags"
                ],
                "negative_evidence": [
                    "photo 1-6: 159-piece wholesale lot of small kiss-frame coin purses, not handbags",
                    "photo 2-6: bodies are synthetic lace \/ rosette fabric and paisley polyester in neon colors, not glove-tanned leather",
                    "photo 2: silver-tone kiss-clasp frames, not solid brass vintage Coach hardware",
                    "photo 2: black synthetic lining visible in open purse, not unlined suede",
                    "photo 1-6: no creed patch, no COACH wordmark, no horse-and-carriage, no leather hangtag visible on any unit"
                ],
                "observed_features": {
                    "coach_wordmark_present": false,
                    "creed_present": false,
                    "creed_text": "not_visible",
                    "hangtag_present": false,
                    "hardware_description": "silver-tone kiss-clasp ball frames on all units; thin plated, not solid brass; no stamps visible",
                    "leather_description": "no leather visible; rosette lace mesh and printed paisley synthetic fabric in black, pink, blue, purple, brown, yellow",
                    "lining_description": "photo 2: black synthetic fabric lining inside open purse",
                    "serial_or_style_number": "not_visible",
                    "serial_or_style_number_present": false,
                    "stitching_description": "not_visible",
                    "strap_construction": "no strap - small handheld kiss-frame coin purses",
                    "turnlock_present": false
                },
                "positive_evidence": [],
                "possible_model_reasoning": [
                    "Not a handbag - 159x wallet-only kiss-clasp coin purses 5x3.5 in (photo 4), so no Coach handbag model applies",
                    "Materials (lace\/polyester, silver-tone frames, synthetic lining) exclude vintage Coach glove-tanned construction per Step 1 triage",
                    "No creed, wordmark, hangtag, brass or leather to decode or date; era is modern non-Coach wholesale goods",
                    "Condition: New wholesale closeout in plastic wrap; not graded on vintage scale"
                ],
                "possible_models": [],
                "recommended_max_bid": 40,
                "seller_misidentification_probability": 0.02,
                "vintage_probability": 0.02
            }
        }
    ],
    "_usage": [
        {
            "model_name": "openai:gpt-5.6-luna",
            "input_tokens": 26621,
            "output_tokens": 771,
            "total_tokens": 27392,
            "estimated_cost_usd": 0.012499
        },
        {
            "model_name": "meta:muse-spark-1.3-contributor",
            "input_tokens": 27537,
            "output_tokens": 1214,
            "total_tokens": 28751,
            "estimated_cost_usd": 0.006479
        }
    ]
}