| creed present | no |
| serial or style number present | no |
| coach wordmark present | no |
| turnlock present | no |
| hangtag present | no |
| creed text | not_visible |
| serial or style number | not_visible |
| hardware description | photo 1 and photo 2: Silver-tone metal zipper hardware, rings, snaps, and a decorative heart-shaped ornament are visible; no Coach engraving is legible. |
| leather description | photo 1 and photo 2: Smooth, heavily textured or embossed-looking gray material; seller describes it as PU leather. Natural full-grain leather cannot be established. |
| lining description | not_visible |
| strap construction | photo 1 and photo 2: Adjustable-looking long shoulder strap attached with metal rings/clips; strap appears to be synthetic material matching the bag. |
| stitching description | photo 1 and photo 2: Visible machine stitching appears generally regular, but close-up stress-point construction is not available. |
{
"is_handbag_probability": 0.985,
"coach_probability": 0.02,
"vintage_probability": 0.01,
"authenticity_confidence": 0.02,
"image_quality_score": 0.81,
"seller_misidentification_probability": 0.025,
"confidence": 0.915,
"recommended_max_bid": 7.5,
"estimated_resale_low": 5,
"estimated_resale_high": 20,
"possible_models": [],
"positive_evidence": [],
"negative_evidence": [
"photo 1: Seller title explicitly describes the material as PU leather, which is inconsistent with the glove-tanned leather typical of vintage Coach classics.",
"photo 1: The bag has multiple exterior zippered compartments, decorative braided trim, and a heart-shaped metal ornament rather than a recognizable vintage Coach silhouette.",
"photo 1: Silver-tone plated-looking hardware and lightweight fashion-bag construction are not characteristic of most 1970s\u20131990s Coach leather classics.",
"photo 2: No legible COACH wordmark, horse-and-carriage mark, creed patch, serial\/style number, or Coach hangtag is visible.",
"photo 1 and photo 2: The images appear to be clean product-style photos rather than detailed interior, construction, or identifier photos.",
"photo 1: seller title states Pu Leather - faux leather excludes vintage Coach glove-tanned leather",
"photo 1, photo 2: grey synthetic material with PU sheen, not glove-tanned cowhide",
"photo 1, photo 2: silver-tone zipper hardware with multiple exterior zip pockets and heart medallion with braided applique - no Coach silhouette or turnlock geometry",
"photo 1, photo 2: no creed patch, COACH wordmark, horse-and-carriage, or leather hangtag visible"
],
"missing_information": [
"Interior view, including any sewn-in label or creed patch.",
"Close-up photos of all hardware, zipper pulls, and any tags.",
"Bottom, side seams, strap attachment points, and stitching close-ups.",
"Seller-stated dimensions and confirmation of whether the photographed item is the exact item being sold.",
"photo 1-2: interior, lining and any creed patch or fabric tags not shown",
"photo 1-2: back, side, bottom and close-up hardware views not shown"
],
"authenticity_concerns": [
"The visible design and seller-described PU material are consistent with a modern synthetic fashion bag or generic Coach-inspired lookalike, not a vintage Coach product.",
"No Coach identifier is visible, and the decorative heart ornament should not be treated as a Coach horse-and-carriage mark."
],
"possible_model_reasoning": [
"The multi-pocket crossbody silhouette and decorative heart motif do not closely match the listed vintage Coach catalog models.",
"No era-defining creed, serial, country line, or Coach branding is visible, so a Coach model and production era cannot be assigned.",
"Condition: appears new or unused in supplied product photos, but actual wear, interior condition, odor, and durability cannot be assessed.",
"No Coach model fits: multi-zip PU crossbody with heart hardware and braided trim matches no catalog style in 4.1-4.3",
"Construction dates as modern non-Coach fast fashion: PU material, silver-tone zippers, decorative heart emblem",
"Condition: appears New\/unused in stock-style photos, but condition grading not applicable for Coach value"
],
"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 and photo 2: Silver-tone metal zipper hardware, rings, snaps, and a decorative heart-shaped ornament are visible; no Coach engraving is legible.",
"leather_description": "photo 1 and photo 2: Smooth, heavily textured or embossed-looking gray material; seller describes it as PU leather. Natural full-grain leather cannot be established.",
"lining_description": "not_visible",
"strap_construction": "photo 1 and photo 2: Adjustable-looking long shoulder strap attached with metal rings\/clips; strap appears to be synthetic material matching the bag.",
"stitching_description": "photo 1 and photo 2: Visible machine stitching appears generally regular, but close-up stress-point construction is not available."
},
"ensemble_agreement": "HIGH",
"ensemble_variance": 0.0002,
"ensemble_members": [
{
"model_name": "openai:gpt-5.6-luna",
"result": {
"is_handbag_probability": 0.98,
"coach_probability": 0.02,
"vintage_probability": 0.01,
"authenticity_confidence": 0.02,
"image_quality_score": 0.82,
"seller_misidentification_probability": 0.03,
"estimated_era": "modern (2000s+), non-Coach",
"possible_models": [],
"positive_evidence": [],
"negative_evidence": [
"photo 1: Seller title explicitly describes the material as PU leather, which is inconsistent with the glove-tanned leather typical of vintage Coach classics.",
"photo 1: The bag has multiple exterior zippered compartments, decorative braided trim, and a heart-shaped metal ornament rather than a recognizable vintage Coach silhouette.",
"photo 1: Silver-tone plated-looking hardware and lightweight fashion-bag construction are not characteristic of most 1970s\u20131990s Coach leather classics.",
"photo 2: No legible COACH wordmark, horse-and-carriage mark, creed patch, serial\/style number, or Coach hangtag is visible.",
"photo 1 and photo 2: The images appear to be clean product-style photos rather than detailed interior, construction, or identifier photos."
],
"missing_information": [
"Interior view, including any sewn-in label or creed patch.",
"Close-up photos of all hardware, zipper pulls, and any tags.",
"Bottom, side seams, strap attachment points, and stitching close-ups.",
"Seller-stated dimensions and confirmation of whether the photographed item is the exact item being sold."
],
"authenticity_concerns": [
"The visible design and seller-described PU material are consistent with a modern synthetic fashion bag or generic Coach-inspired lookalike, not a vintage Coach product.",
"No Coach identifier is visible, and the decorative heart ornament should not be treated as a Coach horse-and-carriage mark."
],
"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 and photo 2: Silver-tone metal zipper hardware, rings, snaps, and a decorative heart-shaped ornament are visible; no Coach engraving is legible.",
"leather_description": "photo 1 and photo 2: Smooth, heavily textured or embossed-looking gray material; seller describes it as PU leather. Natural full-grain leather cannot be established.",
"lining_description": "not_visible",
"strap_construction": "photo 1 and photo 2: Adjustable-looking long shoulder strap attached with metal rings\/clips; strap appears to be synthetic material matching the bag.",
"stitching_description": "photo 1 and photo 2: Visible machine stitching appears generally regular, but close-up stress-point construction is not available."
},
"possible_model_reasoning": [
"The multi-pocket crossbody silhouette and decorative heart motif do not closely match the listed vintage Coach catalog models.",
"No era-defining creed, serial, country line, or Coach branding is visible, so a Coach model and production era cannot be assigned.",
"Condition: appears new or unused in supplied product photos, but actual wear, interior condition, odor, and durability cannot be assessed."
],
"confidence": 0.88,
"recommended_max_bid": 5,
"estimated_resale_low": 5,
"estimated_resale_high": 20
}
},
{
"model_name": "meta:muse-spark-1.3-contributor",
"result": {
"authenticity_concerns": [],
"authenticity_confidence": 0.02,
"coach_probability": 0.02,
"confidence": 0.95,
"estimated_era": "modern (2000s+), non-Coach",
"estimated_resale_high": 20,
"estimated_resale_low": 5,
"image_quality_score": 0.8,
"is_handbag_probability": 0.99,
"missing_information": [
"photo 1-2: interior, lining and any creed patch or fabric tags not shown",
"photo 1-2: back, side, bottom and close-up hardware views not shown"
],
"negative_evidence": [
"photo 1: seller title states Pu Leather - faux leather excludes vintage Coach glove-tanned leather",
"photo 1, photo 2: grey synthetic material with PU sheen, not glove-tanned cowhide",
"photo 1, photo 2: silver-tone zipper hardware with multiple exterior zip pockets and heart medallion with braided applique - no Coach silhouette or turnlock geometry",
"photo 1, photo 2: no creed patch, COACH wordmark, horse-and-carriage, or leather hangtag visible"
],
"observed_features": {
"coach_wordmark_present": false,
"creed_present": false,
"creed_text": "not_visible",
"hangtag_present": false,
"hardware_description": "silver-tone zipper pulls and rivets, multiple zip-top closures; no turnlock, no brass hardware",
"leather_description": "light grey PU faux leather with synthetic sheen and wrinkled finish, not glove-tanned cowhide",
"lining_description": "not_visible",
"serial_or_style_number": "not_visible",
"serial_or_style_number_present": false,
"stitching_description": "visible topstitching around front pockets, even but modern machine stitching",
"strap_construction": "thin flat adjustable crossbody strap in matching PU, attached with silver-tone rings",
"turnlock_present": false
},
"positive_evidence": [],
"possible_model_reasoning": [
"No Coach model fits: multi-zip PU crossbody with heart hardware and braided trim matches no catalog style in 4.1-4.3",
"Construction dates as modern non-Coach fast fashion: PU material, silver-tone zippers, decorative heart emblem",
"Condition: appears New\/unused in stock-style photos, but condition grading not applicable for Coach value"
],
"possible_models": [],
"recommended_max_bid": 10,
"seller_misidentification_probability": 0.02,
"vintage_probability": 0.01
}
}
],
"_usage": [
{
"model_name": "openai:gpt-5.6-luna",
"input_tokens": 18557,
"output_tokens": 786,
"total_tokens": 19343,
"estimated_cost_usd": 0.009309
},
{
"model_name": "meta:muse-spark-1.3-contributor",
"input_tokens": 19074,
"output_tokens": 1006,
"total_tokens": 20080,
"estimated_cost_usd": 0.00462
}
]
}
This is a model-generated estimate, not an observed market/sold price. Treat it as a rough guide only.
Nearest-perceptual-hash comparison against a small curated library of known vintage Coach models (data/coach-reference/) -- a coarse mechanical signal, not authentication.
No reference matches yet.