Vintage Coach Hunter

{
    "is_handbag_probability": 0.985,
    "coach_probability": 0.02,
    "vintage_probability": 0.525,
    "authenticity_confidence": 0.025,
    "image_quality_score": 0.83,
    "seller_misidentification_probability": 0.045,
    "confidence": 0.905,
    "recommended_max_bid": 11,
    "estimated_resale_low": 12.5,
    "estimated_resale_high": 35,
    "possible_models": [],
    "positive_evidence": [
        "photo 1: Clearly a handbag with a long detachable-looking shoulder strap and a clutch-compatible design.",
        "photo 2: Interior brand label is legibly marked Samir Handbags, not Coach.",
        "photo 4: Exterior appears leather with decorative stitched or applied trim and small gold-tone studs."
    ],
    "negative_evidence": [
        "photo 2: The visible brand label explicitly reads Samir Handbags and Made in U.S.A., with no Coach wording or Coach creed.",
        "photo 3: Interior has a fabric lining and a Samir label rather than a Coach creed patch.",
        "photo 4: The decorative construction, multiple exposed zippers, appliqu\u00e9 trim, and stud pattern do not match a recognizable classic Coach model.",
        "photos 1-6: No Coach wordmark, horse-and-carriage mark, leather hangtag, or recognizable Coach identifier is visible.",
        "photo 2: interior fabric label reads Samir HANDBAGS GENUINE LEATHER MADE IN U.S.A. - positively identifies maker as Samir, not Coach",
        "photo 2, photo 3: dark fabric lining with sewn-in Samir brand label, no leather Coach creed patch visible",
        "photo 4: exterior with woven brown trim panels, zig-zag applique and gold-tone studs - decoration unlike any Coach classic catalog style",
        "photo 1, photo 4, photo 5, photo 6: no COACH wordmark, no horse-and-carriage, no leather hangtag, no turnlock visible"
    ],
    "missing_information": [
        "photo 4 or a close-up: Any exterior or interior stamps not shown beyond the Samir label.",
        "photo 3: Close-up of all interior seams, pockets, and zipper pulls to check for additional maker markings.",
        "photo 5: Full strap attachment and hardware close-ups.",
        "Seller-stated dimensions and any information about odor, cracking, or lining deterioration."
    ],
    "authenticity_concerns": [
        "photo 2: The visible maker identification is Samir, making a Coach attribution unsupported.",
        "photo 3: Fabric-lined construction and the visible Samir branding are inconsistent with the classic unlined glove-tanned Coach handbag styles this search is intended to identify."
    ],
    "possible_model_reasoning": [
        "No Coach model is proposed because the visible Samir label is a direct non-Coach brand identifier and the silhouette is not distinctive enough to override it.",
        "photo 3: Condition appears approximately Very Good based on intact exterior and lining; minor creasing and wear are visible, but the bottom, strap stress points, and odor are not fully assessable.",
        "No Coach identifier in any photo: Samir brand label positively identifies maker, ruling out Coach manufacture",
        "Silhouette is small soft clutch\/crossbody with decorative woven\/studded front - does not match Willis (9927), Court (9870), Dinky (9375), City Bag (9790) or other classic turnlock styles",
        "Construction is fabric-lined with decorative applique and studs, inconsistent with unlined glove-tanned vintage Coach classics",
        "Condition: Very Good; leather intact with soft folds and creasing (photo 5, photo 6), lining clean (photo 3), hardware intact (photo 4)"
    ],
    "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 4: Small gold-tone studs and zipper hardware are visible; no Coach-engraved hardware is visible.",
        "leather_description": "photos 4-6: Black leather or leather-like exterior with a slightly glossy, soft appearance; exact leather type is not verifiable.",
        "lining_description": "photos 2-3: Black fabric lining with interior zipper compartments.",
        "strap_construction": "photo 1: Thin long shoulder strap is shown; attachment construction and adjustability are not clearly visible.",
        "stitching_description": "photos 3-6: Visible perimeter and appliqu\u00e9 stitching appears generally even; fine stitch details are limited by image scale."
    },
    "ensemble_agreement": "HIGH",
    "ensemble_variance": 0.0012,
    "ensemble_members": [
        {
            "model_name": "openai:gpt-5.6-luna",
            "result": {
                "is_handbag_probability": 0.98,
                "coach_probability": 0.02,
                "vintage_probability": 0.45,
                "authenticity_confidence": 0.03,
                "image_quality_score": 0.88,
                "seller_misidentification_probability": 0.04,
                "estimated_era": "unknown",
                "possible_models": [],
                "positive_evidence": [
                    "photo 1: Clearly a handbag with a long detachable-looking shoulder strap and a clutch-compatible design.",
                    "photo 2: Interior brand label is legibly marked Samir Handbags, not Coach.",
                    "photo 4: Exterior appears leather with decorative stitched or applied trim and small gold-tone studs."
                ],
                "negative_evidence": [
                    "photo 2: The visible brand label explicitly reads Samir Handbags and Made in U.S.A., with no Coach wording or Coach creed.",
                    "photo 3: Interior has a fabric lining and a Samir label rather than a Coach creed patch.",
                    "photo 4: The decorative construction, multiple exposed zippers, appliqu\u00e9 trim, and stud pattern do not match a recognizable classic Coach model.",
                    "photos 1-6: No Coach wordmark, horse-and-carriage mark, leather hangtag, or recognizable Coach identifier is visible."
                ],
                "missing_information": [
                    "photo 4 or a close-up: Any exterior or interior stamps not shown beyond the Samir label.",
                    "photo 3: Close-up of all interior seams, pockets, and zipper pulls to check for additional maker markings.",
                    "photo 5: Full strap attachment and hardware close-ups.",
                    "Seller-stated dimensions and any information about odor, cracking, or lining deterioration."
                ],
                "authenticity_concerns": [
                    "photo 2: The visible maker identification is Samir, making a Coach attribution unsupported.",
                    "photo 3: Fabric-lined construction and the visible Samir branding are inconsistent with the classic unlined glove-tanned Coach handbag styles this search is intended to identify."
                ],
                "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 4: Small gold-tone studs and zipper hardware are visible; no Coach-engraved hardware is visible.",
                    "leather_description": "photos 4-6: Black leather or leather-like exterior with a slightly glossy, soft appearance; exact leather type is not verifiable.",
                    "lining_description": "photos 2-3: Black fabric lining with interior zipper compartments.",
                    "strap_construction": "photo 1: Thin long shoulder strap is shown; attachment construction and adjustability are not clearly visible.",
                    "stitching_description": "photos 3-6: Visible perimeter and appliqu\u00e9 stitching appears generally even; fine stitch details are limited by image scale."
                },
                "possible_model_reasoning": [
                    "No Coach model is proposed because the visible Samir label is a direct non-Coach brand identifier and the silhouette is not distinctive enough to override it.",
                    "photo 3: Condition appears approximately Very Good based on intact exterior and lining; minor creasing and wear are visible, but the bottom, strap stress points, and odor are not fully assessable."
                ],
                "confidence": 0.89,
                "recommended_max_bid": 10,
                "estimated_resale_low": 15,
                "estimated_resale_high": 45
            }
        },
        {
            "model_name": "meta:muse-spark-1.3-contributor",
            "result": {
                "authenticity_concerns": [],
                "authenticity_confidence": 0.02,
                "coach_probability": 0.02,
                "confidence": 0.92,
                "estimated_era": "modern (2000s+), non-Coach",
                "estimated_resale_high": 25,
                "estimated_resale_low": 10,
                "image_quality_score": 0.78,
                "is_handbag_probability": 0.99,
                "missing_information": [],
                "negative_evidence": [
                    "photo 2: interior fabric label reads Samir HANDBAGS GENUINE LEATHER MADE IN U.S.A. - positively identifies maker as Samir, not Coach",
                    "photo 2, photo 3: dark fabric lining with sewn-in Samir brand label, no leather Coach creed patch visible",
                    "photo 4: exterior with woven brown trim panels, zig-zag applique and gold-tone studs - decoration unlike any Coach classic catalog style",
                    "photo 1, photo 4, photo 5, photo 6: no COACH wordmark, no horse-and-carriage, no leather hangtag, no turnlock visible"
                ],
                "observed_features": {
                    "coach_wordmark_present": false,
                    "creed_present": false,
                    "creed_text": "not_visible",
                    "hangtag_present": false,
                    "hardware_description": "gold\/brass-tone studs and exposed zipper teeth on front panel (photo 4); zipper sliders gold-tone (photo 3); no turnlock, no Coach-engraved hardware visible",
                    "leather_description": "black smooth leather with soft slouchy hand, some creasing\/folding (photo 5, photo 6); front decorated with brown woven and black textured applique bands (photo 4)",
                    "lining_description": "dark gray\/black fabric lining with interior zip pocket (photo 2, photo 3); not unlined glove-tanned suede",
                    "serial_or_style_number": "not_visible",
                    "serial_or_style_number_present": false,
                    "stitching_description": "not_visible in detail; no close-up of stitching to assess",
                    "strap_construction": "thin dark crossbody strap shown on dress form (photo 1); seller states strap tucks inside to wear as clutch",
                    "turnlock_present": false
                },
                "positive_evidence": [],
                "possible_model_reasoning": [
                    "No Coach identifier in any photo: Samir brand label positively identifies maker, ruling out Coach manufacture",
                    "Silhouette is small soft clutch\/crossbody with decorative woven\/studded front - does not match Willis (9927), Court (9870), Dinky (9375), City Bag (9790) or other classic turnlock styles",
                    "Construction is fabric-lined with decorative applique and studs, inconsistent with unlined glove-tanned vintage Coach classics",
                    "Condition: Very Good; leather intact with soft folds and creasing (photo 5, photo 6), lining clean (photo 3), hardware intact (photo 4)"
                ],
                "possible_models": [],
                "recommended_max_bid": 12,
                "seller_misidentification_probability": 0.05,
                "vintage_probability": 0.6
            }
        }
    ],
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            "total_tokens": 18585,
            "estimated_cost_usd": 0.009162
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        {
            "model_name": "meta:muse-spark-1.3-contributor",
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}