Vintage Coach Hunter

{
    "is_handbag_probability": 0.735,
    "coach_probability": 0.015,
    "vintage_probability": 0.2,
    "authenticity_confidence": 0.015,
    "image_quality_score": 0.86,
    "seller_misidentification_probability": 0.05,
    "confidence": 0.93,
    "recommended_max_bid": 9,
    "estimated_resale_low": 7.5,
    "estimated_resale_high": 27.5,
    "possible_models": [],
    "positive_evidence": [
        "photo 1: Multiple leather clutch\/wallet-style pieces are clearly visible.",
        "photo 4: The pieces appear to be genuine leather and have decorative floral tooling."
    ],
    "negative_evidence": [
        "photo 4: Visible label explicitly reads \"GENUINE LEATHER \/ MADE IN INDIA,\" with no Coach branding.",
        "photo 1: Ornate floral tooling, contrasting painted decoration, and extensive whipstitch edging are not characteristic of the listed vintage Coach catalog styles.",
        "photo 4: Hardware appears to be ordinary snap hardware rather than a Coach turnlock.",
        "photo 1: No Coach wordmark, horse-and-carriage mark, creed patch, or recognizable Coach construction is visible.",
        "photo 1: envelope clutch plus wallet plus coin purse set with large red painted flowers and green leaves - no Coach silhouette or material match",
        "photo 4: interior snap marked KANE and paper GENUINE LEATHER MADE IN INDIA label - no Coach creed patch, no No. serial, no wordmark",
        "photo 5: same MADE IN INDIA label inside - Coach never used this label type",
        "photo 1, photo 2, photo 3: snap-button closures only - no turnlock present",
        "photo 1, photo 2, photo 3: whipstitch leather lacing around all edges - inconsistent with Coach stitching and edge finish",
        "photo 1-5: no COACH wordmark, no horse-and-carriage, no hangtag, no brass turnlock hardware visible"
    ],
    "missing_information": [
        "photo 1: Exact dimensions and whether the set includes any additional interior compartments are not provided.",
        "photo 1: Functional condition of all snaps and any hidden compartments is not shown.",
        "photo 1: No full neutral front, back, and interior views of every item are provided."
    ],
    "authenticity_concerns": [
        "photo 4: The India-origin generic leather label and absence of Coach identifiers are inconsistent with a Coach handbag.",
        "photo 1: The decorative tooling and whipstitched construction indicate a non-Coach leather-goods set rather than a misidentified vintage Coach classic.",
        "photo 4: paper sticker reads GENUINE LEATHER MADE IN INDIA - construction and origin inconsistent with any Coach line",
        "photo 1: hand-tooled and hand-painted floral decoration with whipstitched laced edges - never used on Coach classics"
    ],
    "possible_model_reasoning": [
        "photo 1: The items are best classified as a generic Indian tooled-leather clutch\/wallet set, not a Coach model.",
        "photo 4: The printed \"GENUINE LEATHER \/ MADE IN INDIA\" label provides origin information but no Coach identification.",
        "photo 1: Condition appears Good to Very Good overall, with surface creasing, edge wear, and decorative leather wear visible; functionality and interiors are incompletely shown.",
        "No Coach model fits: tooled painted floral clutch\/wallet set with laced edges and Made in India sticker does not match any catalog style in 4.1-4.3",
        "Era reasoning: souvenir-type tooled leather set, paper origin sticker and snap hardware indicate modern non-Coach production",
        "Condition: Very Good to Excellent for what it is; painted surfaces intact, leather supple in photos, no major wear visible"
    ],
    "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: Small metal snap closures are visible; no Coach-marked hardware or classic turnlock is visible.",
        "leather_description": "photo 1: Brown\/tan leather with extensive embossed and painted floral decoration; visible surface creasing and wear.",
        "lining_description": "photo 4: Suede\/leather underside is visible on one flap; no Coach lining is visible.",
        "strap_construction": "no strap or handle visible",
        "stitching_description": "photo 1: Perforated edges secured with prominent decorative whipstitching around the pieces."
    },
    "ensemble_agreement": "HIGH",
    "ensemble_variance": 0.0063,
    "ensemble_members": [
        {
            "model_name": "openai:gpt-5.6-luna",
            "result": {
                "is_handbag_probability": 0.92,
                "coach_probability": 0.02,
                "vintage_probability": 0.15,
                "authenticity_confidence": 0.02,
                "image_quality_score": 0.94,
                "seller_misidentification_probability": 0.08,
                "estimated_era": "modern (2000s+), non-Coach",
                "possible_models": [],
                "positive_evidence": [
                    "photo 1: Multiple leather clutch\/wallet-style pieces are clearly visible.",
                    "photo 4: The pieces appear to be genuine leather and have decorative floral tooling."
                ],
                "negative_evidence": [
                    "photo 4: Visible label explicitly reads \"GENUINE LEATHER \/ MADE IN INDIA,\" with no Coach branding.",
                    "photo 1: Ornate floral tooling, contrasting painted decoration, and extensive whipstitch edging are not characteristic of the listed vintage Coach catalog styles.",
                    "photo 4: Hardware appears to be ordinary snap hardware rather than a Coach turnlock.",
                    "photo 1: No Coach wordmark, horse-and-carriage mark, creed patch, or recognizable Coach construction is visible."
                ],
                "missing_information": [
                    "photo 1: Exact dimensions and whether the set includes any additional interior compartments are not provided.",
                    "photo 1: Functional condition of all snaps and any hidden compartments is not shown.",
                    "photo 1: No full neutral front, back, and interior views of every item are provided."
                ],
                "authenticity_concerns": [
                    "photo 4: The India-origin generic leather label and absence of Coach identifiers are inconsistent with a Coach handbag.",
                    "photo 1: The decorative tooling and whipstitched construction indicate a non-Coach leather-goods set rather than a misidentified vintage Coach classic."
                ],
                "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: Small metal snap closures are visible; no Coach-marked hardware or classic turnlock is visible.",
                    "leather_description": "photo 1: Brown\/tan leather with extensive embossed and painted floral decoration; visible surface creasing and wear.",
                    "lining_description": "photo 4: Suede\/leather underside is visible on one flap; no Coach lining is visible.",
                    "strap_construction": "not_visible",
                    "stitching_description": "photo 1: Perforated edges secured with prominent decorative whipstitching around the pieces."
                },
                "possible_model_reasoning": [
                    "photo 1: The items are best classified as a generic Indian tooled-leather clutch\/wallet set, not a Coach model.",
                    "photo 4: The printed \"GENUINE LEATHER \/ MADE IN INDIA\" label provides origin information but no Coach identification.",
                    "photo 1: Condition appears Good to Very Good overall, with surface creasing, edge wear, and decorative leather wear visible; functionality and interiors are incompletely shown."
                ],
                "confidence": 0.94,
                "recommended_max_bid": 10,
                "estimated_resale_low": 10,
                "estimated_resale_high": 35
            }
        },
        {
            "model_name": "meta:muse-spark-1.3-contributor",
            "result": {
                "authenticity_concerns": [
                    "photo 4: paper sticker reads GENUINE LEATHER MADE IN INDIA - construction and origin inconsistent with any Coach line",
                    "photo 1: hand-tooled and hand-painted floral decoration with whipstitched laced edges - never used on Coach classics"
                ],
                "authenticity_confidence": 0.01,
                "coach_probability": 0.01,
                "confidence": 0.92,
                "estimated_era": "modern (2000s+), non-Coach",
                "estimated_resale_high": 20,
                "estimated_resale_low": 5,
                "image_quality_score": 0.78,
                "is_handbag_probability": 0.55,
                "missing_information": [],
                "negative_evidence": [
                    "photo 1: envelope clutch plus wallet plus coin purse set with large red painted flowers and green leaves - no Coach silhouette or material match",
                    "photo 4: interior snap marked KANE and paper GENUINE LEATHER MADE IN INDIA label - no Coach creed patch, no No. serial, no wordmark",
                    "photo 5: same MADE IN INDIA label inside - Coach never used this label type",
                    "photo 1, photo 2, photo 3: snap-button closures only - no turnlock present",
                    "photo 1, photo 2, photo 3: whipstitch leather lacing around all edges - inconsistent with Coach stitching and edge finish",
                    "photo 1-5: no COACH wordmark, no horse-and-carriage, no hangtag, no brass turnlock hardware visible"
                ],
                "observed_features": {
                    "coach_wordmark_present": false,
                    "creed_present": false,
                    "creed_text": "not_visible",
                    "hangtag_present": false,
                    "hardware_description": "silver-tone snap buttons, one snap marked KANE in photo 4; no brass turnlock, no dogleash, no zipper visible",
                    "leather_description": "tan smooth leather with hand-tooled and red and green painted large floral motifs, whipstitched edges",
                    "lining_description": "unlined leather interior visible in photo 1 and photo 4",
                    "serial_or_style_number": "not_visible",
                    "serial_or_style_number_present": false,
                    "stitching_description": "no machine stitching visible; edges joined with leather whipstitch lacing",
                    "strap_construction": "no strap or handle visible",
                    "turnlock_present": false
                },
                "positive_evidence": [],
                "possible_model_reasoning": [
                    "No Coach model fits: tooled painted floral clutch\/wallet set with laced edges and Made in India sticker does not match any catalog style in 4.1-4.3",
                    "Era reasoning: souvenir-type tooled leather set, paper origin sticker and snap hardware indicate modern non-Coach production",
                    "Condition: Very Good to Excellent for what it is; painted surfaces intact, leather supple in photos, no major wear visible"
                ],
                "possible_models": [],
                "recommended_max_bid": 8,
                "seller_misidentification_probability": 0.02,
                "vintage_probability": 0.25
            }
        }
    ],
    "_usage": [
        {
            "model_name": "openai:gpt-5.6-luna",
            "input_tokens": 26488,
            "output_tokens": 771,
            "total_tokens": 27259,
            "estimated_cost_usd": 0.012446
        },
        {
            "model_name": "meta:muse-spark-1.3-contributor",
            "input_tokens": 27629,
            "output_tokens": 1625,
            "total_tokens": 29254,
            "estimated_cost_usd": 0.006826
        }
    ]
}