Vintage Coach Hunter

{
    "is_handbag_probability": 0.085,
    "coach_probability": 0.01,
    "vintage_probability": 0.01,
    "authenticity_confidence": 0.01,
    "image_quality_score": 0.89,
    "seller_misidentification_probability": 0.035,
    "confidence": 0.945,
    "recommended_max_bid": 60,
    "estimated_resale_low": 85,
    "estimated_resale_high": 250,
    "possible_models": [],
    "positive_evidence": [],
    "negative_evidence": [
        "photo 1: listing shows a wholesale lot of numerous identical small kiss-clasp coin purses rather than Coach-style leather handbags",
        "photo 3: visible bodies are glossy synthetic\/plastic-like materials with bright printed patterns, not glove-tanned leather",
        "photo 3: hardware is bright silver-tone kiss-clasp frame hardware, not a Coach turnlock",
        "photo 4: interior appears to have a plain synthetic textile lining; no Coach creed, wordmark, or horse-and-carriage is visible",
        "photo 1: patterns, packaging, and uniform mass-produced presentation are inconsistent with vintage Coach construction",
        "photo 1-6: 96-piece wholesale lot of small kiss-clasp coin purses, not leather handbags",
        "photo 3-6: bodies are clear vinyl\/PVC plastic with printed polka-dot, stripe, floral, sequin-look patterns, never glove-tanned leather",
        "photo 5: open interior shows bright pink synthetic fabric lining, not unlined suede",
        "photo 1-6: silver-tone kisslock frames throughout, no solid brass turnlock, no brass hardware",
        "photo 1-6: no creed patch, no COACH wordmark, no horse-and-carriage, no hangtag visible on any piece",
        "photo 1-2: new in plastic wrap on warehouse pallet with 'STORE CLOSING' graphics, mass-market wholesale context"
    ],
    "missing_information": [
        "photo 1: individual interiors, labels, and country-of-origin tags are not shown clearly",
        "photo 1: no close-up of any maker mark or sewn-in label is provided",
        "photo 1: material composition and wholesale condition should be confirmed before purchase",
        "No Coach-specific follow-up needed; no creed, wordmark, leather or hardware details to request because lot is clearly synthetic mass-market goods"
    ],
    "authenticity_concerns": [
        "photo 1: the lot is presented as unbranded and contains modern mass-produced synthetic coin purses with no visible Coach identifiers; these are likely generic lookalikes rather than Coach products"
    ],
    "possible_model_reasoning": [
        "photo 1: these are small coin purses\/wallets, not a recognizable Coach handbag model; no Coach model candidate fits the visible synthetic kiss-clasp construction",
        "photo 3: the glossy patterned materials and uniformly repeated shapes indicate modern mass production, so the era is modern and non-Coach",
        "photo 1: condition appears new or unused in retail plastic, but individual defects and odor cannot be assessed from promotional-style photos",
        "No Coach model fits: lot consists of synthetic vinyl kiss-clasp coin purses 5x3.5 in (photo 4), not any catalog handbag silhouette",
        "Kisslock frame alone does not indicate Cashin-era Coach because material is plastic\/vinyl, hardware is silver-tone, and construction is new mass-market",
        "Condition: New mass-market wholesale goods in plastic wrap, not vintage leather grading 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 3: bright silver-tone metal kiss-clasp frames with ball closures; no Coach engraving is visible",
        "leather_description": "photo 3: glossy patterned synthetic or plastic-like material; leather is not apparent",
        "lining_description": "photo 4: plain bright synthetic-looking lining is visible in one open purse",
        "strap_construction": "no strap; small handheld kiss-clasp coin purses only",
        "stitching_description": "photo 3: perimeter construction is visible but individual stitching is not clearly resolved"
    },
    "ensemble_agreement": "HIGH",
    "ensemble_variance": 0.0004,
    "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": 0.93,
                "seller_misidentification_probability": 0.05,
                "estimated_era": "modern (2000s+), non-Coach",
                "possible_models": [],
                "positive_evidence": [],
                "negative_evidence": [
                    "photo 1: listing shows a wholesale lot of numerous identical small kiss-clasp coin purses rather than Coach-style leather handbags",
                    "photo 3: visible bodies are glossy synthetic\/plastic-like materials with bright printed patterns, not glove-tanned leather",
                    "photo 3: hardware is bright silver-tone kiss-clasp frame hardware, not a Coach turnlock",
                    "photo 4: interior appears to have a plain synthetic textile lining; no Coach creed, wordmark, or horse-and-carriage is visible",
                    "photo 1: patterns, packaging, and uniform mass-produced presentation are inconsistent with vintage Coach construction"
                ],
                "missing_information": [
                    "photo 1: individual interiors, labels, and country-of-origin tags are not shown clearly",
                    "photo 1: no close-up of any maker mark or sewn-in label is provided",
                    "photo 1: material composition and wholesale condition should be confirmed before purchase"
                ],
                "authenticity_concerns": [
                    "photo 1: the lot is presented as unbranded and contains modern mass-produced synthetic coin purses with no visible Coach identifiers; these are likely generic lookalikes rather than Coach products"
                ],
                "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 3: bright silver-tone metal kiss-clasp frames with ball closures; no Coach engraving is visible",
                    "leather_description": "photo 3: glossy patterned synthetic or plastic-like material; leather is not apparent",
                    "lining_description": "photo 4: plain bright synthetic-looking lining is visible in one open purse",
                    "strap_construction": "not_visible",
                    "stitching_description": "photo 3: perimeter construction is visible but individual stitching is not clearly resolved"
                },
                "possible_model_reasoning": [
                    "photo 1: these are small coin purses\/wallets, not a recognizable Coach handbag model; no Coach model candidate fits the visible synthetic kiss-clasp construction",
                    "photo 3: the glossy patterned materials and uniformly repeated shapes indicate modern mass production, so the era is modern and non-Coach",
                    "photo 1: condition appears new or unused in retail plastic, but individual defects and odor cannot be assessed from promotional-style photos"
                ],
                "confidence": 0.94,
                "recommended_max_bid": 80,
                "estimated_resale_low": 120,
                "estimated_resale_high": 350
            }
        },
        {
            "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": 150,
                "estimated_resale_low": 50,
                "image_quality_score": 0.85,
                "is_handbag_probability": 0.05,
                "missing_information": [
                    "No Coach-specific follow-up needed; no creed, wordmark, leather or hardware details to request because lot is clearly synthetic mass-market goods"
                ],
                "negative_evidence": [
                    "photo 1-6: 96-piece wholesale lot of small kiss-clasp coin purses, not leather handbags",
                    "photo 3-6: bodies are clear vinyl\/PVC plastic with printed polka-dot, stripe, floral, sequin-look patterns, never glove-tanned leather",
                    "photo 5: open interior shows bright pink synthetic fabric lining, not unlined suede",
                    "photo 1-6: silver-tone kisslock frames throughout, no solid brass turnlock, no brass hardware",
                    "photo 1-6: no creed patch, no COACH wordmark, no horse-and-carriage, no hangtag visible on any piece",
                    "photo 1-2: new in plastic wrap on warehouse pallet with 'STORE CLOSING' graphics, mass-market wholesale context"
                ],
                "observed_features": {
                    "coach_wordmark_present": false,
                    "creed_present": false,
                    "creed_text": "not_visible",
                    "hangtag_present": false,
                    "hardware_description": "silver-tone kisslock ball-clasp frames on all purses; no brass, no turnlock, no stamped pulls visible",
                    "leather_description": "no leather visible; appears clear vinyl\/PVC plastic with printed patterns and sequin\/lace effects",
                    "lining_description": "photo 5: bright pink synthetic fabric lining visible in open purse; otherwise not_visible",
                    "serial_or_style_number": "not_visible",
                    "serial_or_style_number_present": false,
                    "stitching_description": "not_visible; no leather stitching visible",
                    "strap_construction": "no strap; small handheld kiss-clasp coin purses only",
                    "turnlock_present": false
                },
                "positive_evidence": [],
                "possible_model_reasoning": [
                    "No Coach model fits: lot consists of synthetic vinyl kiss-clasp coin purses 5x3.5 in (photo 4), not any catalog handbag silhouette",
                    "Kisslock frame alone does not indicate Cashin-era Coach because material is plastic\/vinyl, hardware is silver-tone, and construction is new mass-market",
                    "Condition: New mass-market wholesale goods in plastic wrap, not vintage leather grading scale"
                ],
                "possible_models": [],
                "recommended_max_bid": 40,
                "seller_misidentification_probability": 0.02,
                "vintage_probability": 0.01
            }
        }
    ],
    "_usage": [
        {
            "model_name": "openai:gpt-5.6-luna",
            "input_tokens": 26621,
            "output_tokens": 740,
            "total_tokens": 27361,
            "estimated_cost_usd": 0.012424
        },
        {
            "model_name": "meta:muse-spark-1.3-contributor",
            "input_tokens": 27537,
            "output_tokens": 1472,
            "total_tokens": 29009,
            "estimated_cost_usd": 0.006685
        }
    ]
}